diff --git a/benchmarks/reference/indicator-kernels/nfi-x7-e857f9b6-talib-v0.6.4.json b/benchmarks/reference/indicator-kernels/nfi-x7-e857f9b6-talib-v0.6.4.json
new file mode 100644
index 0000000..159e3ad
--- /dev/null
+++ b/benchmarks/reference/indicator-kernels/nfi-x7-e857f9b6-talib-v0.6.4.json
@@ -0,0 +1 @@
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diff --git a/docs/native-vector-core.md b/docs/native-vector-core.md
index d3e26c9..4bb8363 100644
--- a/docs/native-vector-core.md
+++ b/docs/native-vector-core.md
@@ -38,13 +38,41 @@ compiled lag or window. A discard sink demonstrates this live-value bound:
 batch_rows × (projected + intermediate + final columns) + bounded state
 ```
 
+## Exact indicator kernels
+
+M20-04 adds operation-driven implementations for every TA-Lib function reachable
+from NFI X7 at upstream `e857f9b6`: ADX, AROON, BBANDS, CCI, EMA, MAX, MFI, MIN,
+MINUS_DI, OBV, PLUS_DI, ROC, RSI, SMA, STDDEV, STOCHF, SUM, ULTOSC, and WILLR.
+Pandas rolling mean, sum, min, and max are also exact for every inventoried
+window, including the 2,016-candle window.
+
+The committed oracle contains 2,200 input rows, all 56 reachable TA-Lib parameter
+variants, and 24 rolling variants. Finite values compare by exact f64 bits; NaN
+warmup positions compare exactly and signal-boundary tests use no tolerance.
+Moving, directional, oscillator, and rolling state continues across arbitrary
+record-batch boundaries while retaining only period-scale memory.
+
+Regenerate the oracle from an inventory with:
+
+```bash
+uv run python scripts/generate_indicator_kernel_fixture.py \
+  .nfi/indicator-inventory.json \
+  benchmarks/reference/indicator-kernels/nfi-x7-e857f9b6-talib-v0.6.4.json
+```
+
+TA-Lib multi-output calls are represented by generic output names such as
+`aroondown`, `fastk`, or `upperband`; tuple assignment and constant output
+subscripts compile without Signal- or strategy-specific branches.
+
 ## Current claim boundary
 
-M20-03 provides the engine, typed columns, generic scalar operations, causal
-shift, rolling storage, and source-located fail-closed errors. TA-Lib indicators,
-rolling reducers, EWM algorithms, and the complete latest-NFI kernel set belong
-to M20-04 and require official Python/TA-Lib column-exact fixtures before Native
-promotion. An unimplemented reachable opcode stops; it is never guessed.
+The latest X7 indicator operation set now has exact Native kernels. This does not
+yet claim that the entire latest X7 source compiles: compilation currently stops
+at `strategy.py:3168:21` on an informative/config attribute that belongs to the
+source and multi-timeframe lowering work in M20-05. EWM remains fail-closed
+because it is not reachable in this upstream inventory. Unknown functions,
+non-SMA TA-Lib MA types, centered rolling windows, Arrow null indicator inputs,
+and unselected multi-output calls also stop rather than being guessed.
 
 The Rust boundary can validate a compiled contract directly:
 
diff --git a/planning/roadmap-state.json b/planning/roadmap-state.json
index 6821fe8..b1f7f40 100644
--- a/planning/roadmap-state.json
+++ b/planning/roadmap-state.json
@@ -1,8 +1,8 @@
 {
   "schema_version": "1.0.0",
   "roadmap_id": "nfi-backtest-engine-post-v1.1.0",
-  "revision": 129,
-  "updated_at": "2026-08-10T23:08:02+09:00",
+  "revision": 131,
+  "updated_at": "2026-08-11T00:55:12+09:00",
   "acceptance_commands": "planning/acceptance-commands.json",
   "active_task_id": null,
   "execution_policy": {
@@ -4730,7 +4730,7 @@
       "order": 2004,
       "milestone": "M20",
       "title": "Implement all NFI-reachable indicator kernels",
-      "status": "pending",
+      "status": "completed",
       "depends_on": [
         "M20-03"
       ],
@@ -4748,10 +4748,18 @@
         "column-exact vector fixtures",
         "boundary-sensitive signal tests"
       ],
-      "started_at": null,
-      "completed_at": null,
-      "commit_sha": null,
-      "evidence": [],
+      "started_at": "2026-08-11T00:08:20+09:00",
+      "completed_at": "2026-08-11T00:55:12+09:00",
+      "commit_sha": "d589e53b71681c01f2b487a4bbfa5d9c5617d036",
+      "evidence": [
+        ".nfi/roadmap-acceptance/M20-04/d589e53b71681c01f2b487a4bbfa5d9c5617d036/acceptance-report.json",
+        ".nfi/roadmap-acceptance/M20-04/d589e53b71681c01f2b487a4bbfa5d9c5617d036/kernel-oracle-report.json",
+        ".nfi/roadmap-acceptance/M20-04/d589e53b71681c01f2b487a4bbfa5d9c5617d036/latest-program-gap.json",
+        ".nfi/roadmap-acceptance/M20-04/d589e53b71681c01f2b487a4bbfa5d9c5617d036/SHA256SUMS.txt",
+        ".nfi/roadmap-acceptance/M20-04/d589e53b71681c01f2b487a4bbfa5d9c5617d036/x7-spot/run.json",
+        ".nfi/roadmap-acceptance/M20-04/d589e53b71681c01f2b487a4bbfa5d9c5617d036/x7-futures/run.json",
+        "benchmarks/reference/indicator-kernels/nfi-x7-e857f9b6-talib-v0.6.4.json"
+      ],
       "blocker": null
     },
     {
@@ -8292,6 +8300,54 @@
         "next_eligible_task": "M20-04",
         "next_task_manual_gate": false
       }
+    },
+    {
+      "sequence": 177,
+      "timestamp": "2026-08-11T00:08:20+09:00",
+      "task_id": "M20-04",
+      "event": "task_started",
+      "details": {
+        "objective": "implement every latest-NFI-reachable indicator kernel with column-exact Python and TA-Lib shadow evidence",
+        "latest_upstream_must_be_frozen": true,
+        "zero_tolerance_native_promotion": true,
+        "unverified_numerical_substitutions_allowed": false,
+        "strategy_or_signal_hardcoding_allowed": false,
+        "kernel_dispatch_must_be_operation_driven": true
+      }
+    },
+    {
+      "sequence": 178,
+      "timestamp": "2026-08-11T00:55:12+09:00",
+      "task_id": "M20-04",
+      "event": "task_completed",
+      "details": {
+        "implementation_commit": "d589e53b71681c01f2b487a4bbfa5d9c5617d036",
+        "latest_upstream_commit": "e857f9b687189b5a4634abbb02b257c1d70df84a",
+        "latest_strategy_sha256": "3c9a27500ee8cb01d3bc35903a3bd44b5892383b1eafb0f10a3d332e3c5a5974",
+        "inventory_fingerprint": "f09bc6b043f160058f21a2b638a37de5fa056b94595271664ce61ac601fd10fb",
+        "oracle_fingerprint": "f1fc94e7f1496e21258fb94907194135870ace2fc144660160b6904a64ccf321",
+        "oracle_rows": 2200,
+        "talib_operation_count": 19,
+        "talib_parameter_variant_count": 56,
+        "pandas_rolling_variant_count": 24,
+        "column_and_warmup_exact": true,
+        "tolerance_used": false,
+        "streaming_chunk_exact": true,
+        "bounded_state": true,
+        "python_test_count": 732,
+        "future_compatibility_test_count": 134,
+        "rust_workspace_test_count": 195,
+        "spot_trade_surface_and_full_state_exact": true,
+        "futures_trade_surface_and_full_state_exact": true,
+        "runtime_hardcoding_added": false,
+        "unsafe_rust_added": false,
+        "latest_x7_fully_compiled": false,
+        "latest_x7_fail_closed_source": "strategy.py:3168:21",
+        "all_latest_nfi_reachable_indicator_kernels_exact": true,
+        "full_native_strategy_claim": false,
+        "next_eligible_task": "M20-05",
+        "next_task_manual_gate": false
+      }
     }
   ]
 }
diff --git a/python/nfi_backtest_engine/indicator_kernel_fixture.py b/python/nfi_backtest_engine/indicator_kernel_fixture.py
new file mode 100644
index 0000000..3a82108
--- /dev/null
+++ b/python/nfi_backtest_engine/indicator_kernel_fixture.py
@@ -0,0 +1,268 @@
+"""Generate deterministic, bit-exact TA-Lib kernel oracle fixtures.
+
+The operation and parameter surface comes from an indicator inventory.  Expected
+columns always come from the pinned Python TA-Lib binding; this module never
+contains hand-authored expected indicator values.
+"""
+
+from __future__ import annotations
+
+import hashlib
+import json
+import math
+import struct
+from collections.abc import Mapping, Sequence
+from pathlib import Path
+from typing import Any, cast
+
+import numpy as np
+import pandas as pd
+import talib
+from talib import abstract
+
+SCHEMA_VERSION = "nfi-indicator-kernel-fixture-v1"
+DEFAULT_ROWS = 2_200
+
+
+class KernelFixtureError(ValueError):
+    """Raised when an inventory cannot produce an exact kernel fixture."""
+
+
+def generate_talib_kernel_fixture(
+    inventory_path: Path,
+    *,
+    rows: int = DEFAULT_ROWS,
+) -> dict[str, Any]:
+    """Return a deterministic fixture for every TA-Lib operation in an inventory."""
+    if rows < 600:
+        raise KernelFixtureError("at least 600 rows are required to cover NFI's longest window")
+    inventory = cast(dict[str, Any], json.loads(inventory_path.read_text(encoding="utf-8")))
+    columns = _input_columns(rows)
+    cases: list[dict[str, Any]] = []
+    operations = cast(list[dict[str, Any]], inventory.get("operations", []))
+    for operation in operations:
+        if operation.get("family") != "talib":
+            continue
+        callable_name = _required_string(operation, "callable")
+        name = callable_name.removeprefix("talib.")
+        if name == callable_name or not hasattr(talib, name):
+            raise KernelFixtureError(
+                f"inventory callable is not provided by TA-Lib: {callable_name}"
+            )
+        function = abstract.Function(name)
+        input_names = _flatten_input_names(cast(Mapping[str, object], function.input_names))
+        parameter_sets = _parameter_sets(operation, cast(Mapping[str, object], function.parameters))
+        output_names = [str(item) for item in cast(Sequence[object], function.output_names)]
+        native_function = cast(Any, getattr(talib, name))
+        for parameters in parameter_sets:
+            inputs = [columns[column] for column in input_names]
+            raw_outputs = native_function(*inputs, **parameters)
+            outputs = raw_outputs if isinstance(raw_outputs, tuple) else (raw_outputs,)
+            if len(outputs) != len(output_names):
+                raise KernelFixtureError(
+                    f"{callable_name} returned {len(outputs)} columns, expected {len(output_names)}"
+                )
+            identity = _canonical_json({"name": name, "arguments": parameters})
+            cases.append(
+                {
+                    "id": f"{name.lower()}-{hashlib.sha256(identity).hexdigest()[:12]}",
+                    "family": "talib",
+                    "name": name,
+                    "arguments": parameters,
+                    "input_columns": input_names,
+                    "outputs": [
+                        {
+                            "name": output_name,
+                            "values": [_f64_token(float(value)) for value in np.asarray(output)],
+                        }
+                        for output_name, output in zip(output_names, outputs, strict=True)
+                    ],
+                }
+            )
+    cases.extend(_rolling_cases(operations, columns["close"], rows))
+    if not cases:
+        raise KernelFixtureError("inventory contains no TA-Lib operations")
+    cases.sort(key=lambda item: str(item["id"]))
+    document: dict[str, Any] = {
+        "schema_version": SCHEMA_VERSION,
+        "source": {
+            "inventory_fingerprint": _required_string(inventory, "fingerprint"),
+            "upstream": inventory.get("upstream"),
+            "strategy_sha256": cast(dict[str, Any], inventory.get("source", {})).get("sha256"),
+            "python_talib_version": talib.__version__,
+            "ta_lib_version": talib.__ta_version__.decode("ascii").split(maxsplit=1)[0],
+            "pandas_version": pd.__version__,
+            "numpy_version": np.__version__,
+        },
+        "rows": rows,
+        "inputs": {
+            name: [_f64_token(float(value)) for value in values]
+            for name, values in sorted(columns.items())
+        },
+        "cases": cases,
+    }
+    document["fingerprint"] = hashlib.sha256(_canonical_json(document)).hexdigest()
+    return document
+
+
+def write_talib_kernel_fixture(inventory_path: Path, output_path: Path, *, rows: int) -> None:
+    """Generate and atomically replace a formatted fixture document."""
+    document = generate_talib_kernel_fixture(inventory_path, rows=rows)
+    output_path.parent.mkdir(parents=True, exist_ok=True)
+    temporary = output_path.with_suffix(f"{output_path.suffix}.tmp")
+    temporary.write_text(
+        json.dumps(document, sort_keys=True, separators=(",", ":"), ensure_ascii=False) + "\n",
+        encoding="utf-8",
+    )
+    temporary.replace(output_path)
+
+
+def _input_columns(rows: int) -> dict[str, np.ndarray[Any, np.dtype[np.float64]]]:
+    open_values: list[float] = []
+    high_values: list[float] = []
+    low_values: list[float] = []
+    close_values: list[float] = []
+    volume_values: list[float] = []
+    for index in range(rows):
+        if index < 40:
+            close = 100.0
+        elif 220 <= index < 340:
+            close = 127.5
+        else:
+            trend = (index // 31) * 0.125
+            cycle = ((index * 17) % 97) * 0.25
+            shock = -12.0 if index % 113 == 0 else (9.0 if index % 79 == 0 else 0.0)
+            close = 90.0 + trend + cycle + shock
+        open_value = close + ((index % 9) - 4) * 0.125
+        high = max(open_value, close) + 0.25 + (index % 5) * 0.125
+        low = min(open_value, close) - 0.25 - (index % 7) * 0.125
+        volume = 0.0 if index % 29 == 0 or 220 <= index < 245 else 500.0 + ((index * 43) % 401)
+        open_values.append(open_value)
+        high_values.append(high)
+        low_values.append(low)
+        close_values.append(close)
+        volume_values.append(volume)
+    return {
+        "open": np.asarray(open_values, dtype=np.float64),
+        "high": np.asarray(high_values, dtype=np.float64),
+        "low": np.asarray(low_values, dtype=np.float64),
+        "close": np.asarray(close_values, dtype=np.float64),
+        "volume": np.asarray(volume_values, dtype=np.float64),
+    }
+
+
+def _flatten_input_names(input_names: Mapping[str, object]) -> list[str]:
+    flattened: list[str] = []
+    for value in input_names.values():
+        if isinstance(value, str):
+            flattened.append(value)
+        elif isinstance(value, Sequence):
+            flattened.extend(str(item) for item in value)
+        else:
+            raise KernelFixtureError(f"unsupported TA-Lib input description: {value!r}")
+    return flattened
+
+
+def _rolling_cases(
+    operations: Sequence[Mapping[str, Any]],
+    values: np.ndarray[Any, np.dtype[np.float64]],
+    rows: int,
+) -> list[dict[str, Any]]:
+    windows: set[int] = set()
+    reducers: set[str] = set()
+    for operation in operations:
+        callable_name = operation.get("callable")
+        if callable_name == "pandas.rolling":
+            for occurrence in cast(Sequence[Mapping[str, Any]], operation.get("occurrences", [])):
+                arguments = cast(Sequence[Mapping[str, Any]], occurrence.get("arguments", []))
+                if not arguments:
+                    raise KernelFixtureError("pandas.rolling occurrence has no window")
+                literal = arguments[0].get("literal")
+                if not isinstance(literal, int) or isinstance(literal, bool) or literal < 1:
+                    raise KernelFixtureError("pandas.rolling window is not a positive literal")
+                windows.add(literal)
+        elif callable_name in {"pandas.max", "pandas.mean", "pandas.min", "pandas.sum"}:
+            reducers.add(str(callable_name).removeprefix("pandas."))
+    if not windows and not reducers:
+        return []
+    if not windows or not reducers:
+        raise KernelFixtureError("rolling windows and reducers must both be inventoried")
+    if rows < max(windows):
+        raise KernelFixtureError(
+            f"fixture rows {rows} do not cover longest rolling window {max(windows)}"
+        )
+    cases = []
+    series = pd.Series(values, copy=False)
+    for window in sorted(windows):
+        for reducer in sorted(reducers):
+            rolling = series.rolling(window=window, min_periods=window, center=False)
+            output = getattr(rolling, reducer)()
+            arguments = {"center": False, "min_periods": window, "window": window}
+            identity = _canonical_json({"name": f"rolling.{reducer}", "arguments": arguments})
+            cases.append(
+                {
+                    "id": f"rolling-{reducer}-{hashlib.sha256(identity).hexdigest()[:12]}",
+                    "family": "pandas",
+                    "name": f"rolling.{reducer}",
+                    "arguments": arguments,
+                    "input_columns": ["close"],
+                    "outputs": [
+                        {
+                            "name": "real",
+                            "values": [_f64_token(float(value)) for value in output.to_numpy()],
+                        }
+                    ],
+                }
+            )
+    return cases
+
+
+def _parameter_sets(
+    operation: Mapping[str, Any],
+    defaults: Mapping[str, object],
+) -> list[dict[str, int | float]]:
+    parameter_sets: dict[bytes, dict[str, int | float]] = {}
+    for occurrence in cast(Sequence[Mapping[str, Any]], operation.get("occurrences", [])):
+        parameters = {name: _numeric_parameter(value) for name, value in defaults.items()}
+        for argument in cast(Sequence[Mapping[str, Any]], occurrence.get("arguments", [])):
+            name = _required_string(argument, "name")
+            if name.startswith("#"):
+                continue
+            literal = argument.get("literal")
+            if not isinstance(literal, int | float) or isinstance(literal, bool):
+                callable_name = _required_string(operation, "callable")
+                raise KernelFixtureError(
+                    f"non-literal TA-Lib parameter {name} in {callable_name}"
+                )
+            parameters[name] = literal
+        parameter_sets[_canonical_json(parameters)] = parameters
+    if not parameter_sets:
+        parameter_sets[_canonical_json(defaults)] = {
+            name: _numeric_parameter(value) for name, value in defaults.items()
+        }
+    return [parameter_sets[key] for key in sorted(parameter_sets)]
+
+
+def _numeric_parameter(value: object) -> int | float:
+    if not isinstance(value, int | float) or isinstance(value, bool):
+        raise KernelFixtureError(f"TA-Lib parameter is not numeric: {value!r}")
+    return value
+
+
+def _f64_token(value: float) -> str:
+    if math.isnan(value):
+        return "nan"
+    if math.isinf(value):
+        return "inf" if value > 0 else "-inf"
+    return f"0x{struct.unpack('>Q', struct.pack('>d', value))[0]:016x}"
+
+
+def _required_string(document: Mapping[str, Any], key: str) -> str:
+    value = document.get(key)
+    if not isinstance(value, str) or not value:
+        raise KernelFixtureError(f"missing non-empty string {key}")
+    return value
+
+
+def _canonical_json(document: object) -> bytes:
+    return json.dumps(document, sort_keys=True, separators=(",", ":"), ensure_ascii=False).encode()
diff --git a/python/nfi_backtest_engine/indicator_program.py b/python/nfi_backtest_engine/indicator_program.py
index e6da304..82e84a2 100644
--- a/python/nfi_backtest_engine/indicator_program.py
+++ b/python/nfi_backtest_engine/indicator_program.py
@@ -8,8 +8,9 @@
 import json
 from collections.abc import Mapping, Sequence
 from dataclasses import dataclass
+from functools import cache
 from pathlib import Path
-from typing import Any, Never
+from typing import Any, Never, cast
 
 from .errors import SpecValidationError, StrategyAnalysisError
 from .specs import INDICATOR_PROGRAM_SCHEMA, validate_schema
@@ -316,6 +317,9 @@ def statement(self, node: ast.stmt) -> None:
             if isinstance(target, ast.Subscript):
                 self.column_write(target, node.value, node)
                 return
+            if isinstance(target, ast.Tuple | ast.List) and isinstance(node.value, ast.Call):
+                self.multi_output_assignment(target, node.value)
+                return
             self.unsupported(node, "indicator assignment target")
         if isinstance(node, ast.AnnAssign) and node.value is not None:
             if not isinstance(node.target, ast.Name):
@@ -427,6 +431,13 @@ def expression(self, node: ast.expr) -> str:
         self.unsupported(node, f"indicator expression {type(node).__name__}")
 
     def subscript(self, node: ast.Subscript) -> str:
+        if (
+            isinstance(node.value, ast.Call)
+            and isinstance(node.slice, ast.Constant)
+            and isinstance(node.slice.value, int)
+            and not isinstance(node.slice.value, bool)
+        ):
+            return self.indicator_output(node.value, node.slice.value, node)
         base = self.expression(node.value)
         base_type = self.node_types[base]
         key = _literal_string(node.slice)
@@ -612,22 +623,7 @@ def call(self, node: ast.Call) -> str:
                 lookback=self.lookback(value),
             )
         if callable_name.startswith("ta.") or callable_name.startswith("qtpylib."):
-            family, _, name = callable_name.partition(".")
-            inputs = [self.expression(argument) for argument in node.args]
-            parameters = _literal_keyword_arguments(node, self)
-            return self.emit(
-                node,
-                "indicator-call",
-                "f64-column",
-                inputs=inputs,
-                parameters={"family": family, "name": name, "arguments": parameters},
-                lookback={
-                    "kind": "library-defined",
-                    "candles": None,
-                    "expression": _safe_expression(node),
-                    "causal": True,
-                },
-            )
+            return self.indicator_call(node)
         if callable_name.startswith("np."):
             inputs = [self.expression(argument) for argument in node.args]
             parameters = _literal_keyword_arguments(node, self)
@@ -659,6 +655,88 @@ def call(self, node: ast.Call) -> str:
             return self.method_call(node, callable_name)
         self.unsupported(node, f"indicator call {callable_name}")
 
+    def multi_output_assignment(self, target: ast.Tuple | ast.List, node: ast.Call) -> None:
+        callable_name = self.resolved_callable(node.func)
+        output_names = _indicator_output_names(callable_name)
+        if output_names is None or len(output_names) != len(target.elts):
+            self.unsupported(node, "indicator tuple output contract")
+        inputs, parameters = self.indicator_call_parts(node, callable_name)
+        for element, output_name in zip(target.elts, output_names, strict=True):
+            if not isinstance(element, ast.Name):
+                self.unsupported(element, "indicator tuple assignment target")
+            self.bindings[element.id] = self.emit_indicator_call(
+                node,
+                callable_name,
+                inputs,
+                parameters,
+                output=output_name,
+            )
+
+    def indicator_output(self, call: ast.Call, index: int, source_node: ast.AST) -> str:
+        callable_name = self.resolved_callable(call.func)
+        output_names = _indicator_output_names(callable_name)
+        if output_names is None or index < 0 or index >= len(output_names):
+            self.unsupported(source_node, "indicator output index")
+        inputs, parameters = self.indicator_call_parts(call, callable_name)
+        return self.emit_indicator_call(
+            source_node,
+            callable_name,
+            inputs,
+            parameters,
+            output=output_names[index],
+        )
+
+    def indicator_call(self, node: ast.Call) -> str:
+        callable_name = self.resolved_callable(node.func)
+        output_names = _indicator_output_names(callable_name)
+        if output_names is not None and len(output_names) != 1:
+            self.unsupported(node, "multi-output indicator requires tuple assignment or subscript")
+        inputs, parameters = self.indicator_call_parts(node, callable_name)
+        return self.emit_indicator_call(node, callable_name, inputs, parameters)
+
+    def indicator_call_parts(
+        self,
+        node: ast.Call,
+        callable_name: str,
+    ) -> tuple[list[str], dict[str, Any]]:
+        if not callable_name.startswith(("ta.", "qtpylib.")):
+            self.unsupported(node, "indexed value is not an indicator call")
+        return (
+            [self.expression(argument) for argument in node.args],
+            _literal_keyword_arguments(node, self),
+        )
+
+    def emit_indicator_call(
+        self,
+        source_node: ast.AST,
+        callable_name: str,
+        inputs: Sequence[str],
+        arguments: Mapping[str, Any],
+        *,
+        output: str | None = None,
+    ) -> str:
+        family, _, name = callable_name.partition(".")
+        parameters: dict[str, Any] = {
+            "family": family,
+            "name": name,
+            "arguments": dict(arguments),
+        }
+        if output is not None:
+            parameters["output"] = output
+        return self.emit(
+            source_node,
+            "indicator-call",
+            "f64-column",
+            inputs=inputs,
+            parameters=parameters,
+            lookback={
+                "kind": "library-defined",
+                "candles": None,
+                "expression": _safe_expression(source_node),
+                "causal": True,
+            },
+        )
+
     def method_call(self, node: ast.Call, callable_name: str) -> str:
         if not isinstance(node.func, ast.Attribute):  # pragma: no cover - caller guards it
             self.unsupported(node, "indicator method call")
@@ -961,6 +1039,20 @@ def _literal_string(node: ast.expr) -> str | None:
     return node.value if isinstance(node, ast.Constant) and isinstance(node.value, str) else None
 
 
+@cache
+def _indicator_output_names(callable_name: str) -> tuple[str, ...] | None:
+    if not callable_name.startswith("ta."):
+        return None
+    from talib import abstract
+
+    try:
+        function = abstract.Function(callable_name.removeprefix("ta."))
+    except Exception:  # TA-Lib exposes invalid-function errors through a generic wrapper exception.
+        return None
+    names = cast(Sequence[object], function.output_names)
+    return tuple(str(name) for name in names)
+
+
 def _qualified_name(node: ast.AST) -> str | None:
     if isinstance(node, ast.Name):
         return node.id
diff --git a/rust/crates/nfi-vector-core/src/engine/mod.rs b/rust/crates/nfi-vector-core/src/engine/mod.rs
index feb7c20..27bbd8c 100644
--- a/rust/crates/nfi-vector-core/src/engine/mod.rs
+++ b/rust/crates/nfi-vector-core/src/engine/mod.rs
@@ -14,6 +14,7 @@ use self::operations::column_type;
 use self::runtime::{NodeValue, RuntimeColumn};
 use crate::batch::{BatchView, ColumnRequest};
 use crate::error::VectorCoreError;
+use crate::kernels::{RollingStream, TalibStream};
 use crate::program::{ExecutionPlan, IndicatorProgram, ProgramNode};
 use crate::sink::{BatchSink, OutputBatch};
 use crate::state::ShiftState;
@@ -38,6 +39,8 @@ pub struct VectorEngine<'program> {
     plan: ExecutionPlan<'program>,
     input_requests: Vec<ColumnRequest>,
     shift_states: BTreeMap<String, ShiftState>,
+    indicator_states: BTreeMap<String, TalibStream>,
+    rolling_states: BTreeMap<String, RollingStream>,
     profile: EngineProfile,
 }
 
@@ -88,6 +91,8 @@ impl<'program> VectorEngine<'program> {
             plan,
             input_requests,
             shift_states: BTreeMap::new(),
+            indicator_states: BTreeMap::new(),
+            rolling_states: BTreeMap::new(),
             profile: EngineProfile::default(),
         })
     }
@@ -134,12 +139,36 @@ impl<'program> VectorEngine<'program> {
             .shift_states
             .values()
             .map(|state| state.profile().retained)
-            .sum::<usize>();
+            .sum::<usize>()
+            .saturating_add(
+                self.indicator_states
+                    .values()
+                    .map(TalibStream::retained)
+                    .sum::<usize>(),
+            )
+            .saturating_add(
+                self.rolling_states
+                    .values()
+                    .map(RollingStream::retained)
+                    .sum::<usize>(),
+            );
         let peak_state_values = self
             .shift_states
             .values()
             .map(|state| state.profile().peak)
-            .sum::<usize>();
+            .sum::<usize>()
+            .saturating_add(
+                self.indicator_states
+                    .values()
+                    .map(TalibStream::retained)
+                    .sum::<usize>(),
+            )
+            .saturating_add(
+                self.rolling_states
+                    .values()
+                    .map(RollingStream::retained)
+                    .sum::<usize>(),
+            );
         let projected_columns = batch.profile().projected_columns;
         let batch_live_values = batch.len().saturating_mul(
             projected_columns
diff --git a/rust/crates/nfi-vector-core/src/engine/operations.rs b/rust/crates/nfi-vector-core/src/engine/operations.rs
index ba6fd96..5d8e357 100644
--- a/rust/crates/nfi-vector-core/src/engine/operations.rs
+++ b/rust/crates/nfi-vector-core/src/engine/operations.rs
@@ -269,7 +269,7 @@ pub(super) fn to_owned_column(
     }
 }
 
-fn numeric_at(
+pub(super) fn numeric_at(
     values: &BTreeMap<String, NodeValue<'_>>,
     node: &str,
     row: usize,
diff --git a/rust/crates/nfi-vector-core/src/engine/runtime.rs b/rust/crates/nfi-vector-core/src/engine/runtime.rs
index e5c938a..ae4aa37 100644
--- a/rust/crates/nfi-vector-core/src/engine/runtime.rs
+++ b/rust/crates/nfi-vector-core/src/engine/runtime.rs
@@ -5,12 +5,13 @@ use std::collections::BTreeMap;
 use crate::batch::BatchView;
 use crate::column::{ColumnView, OwnedColumn, ValueType};
 use crate::error::VectorCoreError;
+use crate::kernels::{rolling_stream, TalibStream};
 use crate::program::ProgramNode;
 
 use super::operations::{
     collect_numeric, execute_binary, execute_compare, execute_logical, execute_select,
-    execute_unary, literal_value, node_error, single_input, string_parameter, to_owned_column,
-    unsigned_parameter,
+    execute_unary, literal_value, node_error, numeric_at, single_input, string_parameter,
+    to_owned_column, unsigned_parameter,
 };
 use super::VectorEngine;
 
@@ -123,6 +124,8 @@ impl VectorEngine<'_> {
             "logical" => execute_logical(node, values, batch.len()),
             "unary" => execute_unary(node, values, batch.len()),
             "select" => execute_select(node, values, batch.len()),
+            "indicator-call" => self.execute_indicator(node, values, batch.len()),
+            "window" => self.execute_window(node, values, batch.len()),
             _ => Err(self.unsupported(node)),
         }
     }
@@ -154,6 +157,65 @@ impl VectorEngine<'_> {
         ))))
     }
 
+    fn execute_indicator<'batch>(
+        &mut self,
+        node: &ProgramNode,
+        values: &BTreeMap<String, NodeValue<'batch>>,
+        rows: usize,
+    ) -> Result<NodeValue<'batch>, VectorCoreError> {
+        let family = string_parameter(node, "family")?;
+        if !matches!(family, "ta" | "talib") {
+            return Err(self.unsupported(node));
+        }
+        let name = string_parameter(node, "name")?;
+        let arguments = node
+            .parameters
+            .get("arguments")
+            .and_then(serde_json::Value::as_object)
+            .ok_or_else(|| node_error(node, "indicator-call arguments must be an object"))?;
+        let owned_inputs = numeric_inputs(node, values, rows)?;
+        let input_slices = owned_inputs.iter().map(Vec::as_slice).collect::<Vec<_>>();
+        let state = match self.indicator_states.entry(node.id.clone()) {
+            std::collections::btree_map::Entry::Occupied(entry) => entry.into_mut(),
+            std::collections::btree_map::Entry::Vacant(entry) => {
+                entry.insert(TalibStream::new(name, arguments)?)
+            }
+        };
+        let output = state.execute(&input_slices)?;
+        let selected = select_indicator_output(node, &output)?;
+        Ok(NodeValue::Column(RuntimeColumn::Owned(OwnedColumn::f64(
+            selected.iter().copied().map(Some).collect(),
+        ))))
+    }
+
+    fn execute_window<'batch>(
+        &mut self,
+        node: &ProgramNode,
+        values: &BTreeMap<String, NodeValue<'batch>>,
+        rows: usize,
+    ) -> Result<NodeValue<'batch>, VectorCoreError> {
+        if string_parameter(node, "kind")? != "rolling" {
+            return Err(self.unsupported(node));
+        }
+        let reducer = string_parameter(node, "reducer")?;
+        let input = single_input(node)?;
+        let column = (0..rows)
+            .map(|row| {
+                numeric_at(values, input, row)?
+                    .ok_or_else(|| node_error(node, "pandas rolling input contains an Arrow null"))
+            })
+            .collect::<Result<Vec<_>, _>>()?;
+        let state = match self.rolling_states.entry(node.id.clone()) {
+            std::collections::btree_map::Entry::Occupied(entry) => entry.into_mut(),
+            std::collections::btree_map::Entry::Vacant(entry) => {
+                entry.insert(rolling_stream(reducer, &node.parameters)?)
+            }
+        };
+        Ok(NodeValue::Column(RuntimeColumn::Owned(OwnedColumn::f64(
+            state.execute(&column).into_iter().map(Some).collect(),
+        ))))
+    }
+
     pub(super) fn collect_outputs(
         &self,
         values: &BTreeMap<String, NodeValue<'_>>,
@@ -180,6 +242,47 @@ impl VectorEngine<'_> {
     }
 }
 
+fn numeric_inputs(
+    node: &ProgramNode,
+    values: &BTreeMap<String, NodeValue<'_>>,
+    rows: usize,
+) -> Result<Vec<Vec<f64>>, VectorCoreError> {
+    node.inputs
+        .iter()
+        .map(|input| {
+            (0..rows)
+                .map(|row| {
+                    numeric_at(values, input, row)?
+                        .ok_or_else(|| node_error(node, "TA-Lib input contains an Arrow null"))
+                })
+                .collect()
+        })
+        .collect()
+}
+
+fn select_indicator_output<'output>(
+    node: &ProgramNode,
+    output: &'output crate::kernels::KernelOutput,
+) -> Result<&'output [f64], VectorCoreError> {
+    if let Some(name) = node
+        .parameters
+        .get("output")
+        .and_then(serde_json::Value::as_str)
+    {
+        return output
+            .column(name)
+            .ok_or_else(|| node_error(node, format!("indicator has no output named {name}")));
+    }
+    if output.columns().len() == 1 {
+        Ok(&output.columns()[0])
+    } else {
+        Err(node_error(
+            node,
+            "multi-output indicator requires an explicit output name",
+        ))
+    }
+}
+
 fn parameter_value(node: &ProgramNode) -> NodeValue<'static> {
     match node.value_type.as_str() {
         "dataframe" => NodeValue::DataFrame,
diff --git a/rust/crates/nfi-vector-core/src/engine/tests.rs b/rust/crates/nfi-vector-core/src/engine/tests.rs
index 0e55fce..68ba60b 100644
--- a/rust/crates/nfi-vector-core/src/engine/tests.rs
+++ b/rust/crates/nfi-vector-core/src/engine/tests.rs
@@ -48,6 +48,30 @@ fn batch(values: Vec<f64>) -> (Schema, Chunk<Box<dyn Array>>) {
     )
 }
 
+fn operation_program(op: &str, parameters: Value) -> IndicatorProgram {
+    let program = shift_program();
+    let mut encoded = serde_json::to_value(program).expect("program serializes");
+    encoded["nodes"][2]["op"] = Value::String(op.to_owned());
+    encoded["nodes"][2]["parameters"] = parameters;
+    let lookback = json!({
+        "kind":"library-defined","candles":null,"expression":op,"causal":true
+    });
+    for index in 2..=4 {
+        encoded["nodes"][index]["lookback"] = lookback.clone();
+    }
+    encoded["max_lookback"] = json!({
+        "kind":"mixed","candles":null,"expression":"finite+library-defined","causal":true
+    });
+    let mut opcodes = vec!["column-read", "column-write", op, "parameter", "return"];
+    opcodes.sort_unstable();
+    encoded["opcodes"] = json!(opcodes);
+    encoded["fingerprint"] = Value::String(
+        crate::program::validation::canonical_fingerprint(&encoded)
+            .expect("mutated test program identity is serializable"),
+    );
+    IndicatorProgram::from_json(&encoded.to_string()).expect("valid operation program")
+}
+
 #[test]
 fn shift_state_crosses_batch_boundaries_and_memory_stays_bounded() {
     let program = shift_program();
@@ -105,27 +129,11 @@ fn long_discarded_execution_is_bounded_by_batch_and_shift_state() {
 }
 
 #[test]
-fn unimplemented_kernel_fails_closed_with_source_location() {
-    let program = shift_program();
-    let mut encoded = serde_json::to_value(program).expect("program serializes");
-    encoded["nodes"][2]["op"] = Value::String("indicator-call".to_owned());
-    encoded["nodes"][2]["parameters"] = Value::Object(serde_json::Map::from_iter([(
-        "name".to_owned(),
-        Value::String("RSI".to_owned()),
-    )]));
-    encoded["opcodes"] = json!([
-        "column-read",
-        "column-write",
+fn unsupported_indicator_family_fails_closed_with_source_location() {
+    let program = operation_program(
         "indicator-call",
-        "parameter",
-        "return"
-    ]);
-    encoded["fingerprint"] = Value::String(
-        crate::program::validation::canonical_fingerprint(&encoded)
-            .expect("mutated test program identity is serializable"),
+        json!({"family":"qtpylib","name":"RSI","arguments":{"timeperiod":3}}),
     );
-    let program = IndicatorProgram::from_json(&encoded.to_string())
-        .expect("mutated program remains structurally valid");
     let mut engine = VectorEngine::new(&program, &["previous".to_owned()])
         .expect("structurally valid unimplemented program");
     let (schema, source) = batch(vec![1.0]);
@@ -137,3 +145,77 @@ fn unimplemented_kernel_fails_closed_with_source_location() {
             if opcode == "indicator-call" && location == "strategy.py:7:4"
     ));
 }
+
+#[test]
+fn talib_indicator_state_is_exact_across_engine_batches() {
+    let program = operation_program(
+        "indicator-call",
+        json!({"family":"ta","name":"RSI","arguments":{"timeperiod":3}}),
+    );
+    let mut engine = VectorEngine::new(&program, &["previous".to_owned()]).expect("RSI engine");
+    let source = [1.0, 2.0, 3.0, 4.0, 3.0, 5.0, 8.0];
+    let expected = crate::kernels::execute_talib(
+        "RSI",
+        &[&source],
+        json!({"timeperiod":3}).as_object().expect("arguments"),
+    )
+    .expect("batch RSI")
+    .column("real")
+    .expect("RSI output")
+    .to_vec();
+    let mut actual = Vec::new();
+    for values in [
+        source[..2].to_vec(),
+        source[2..4].to_vec(),
+        source[4..].to_vec(),
+    ] {
+        let (schema, source) = batch(values);
+        let projected = BatchView::project(&schema, &source, engine.input_requests())
+            .expect("project RSI input");
+        let output = engine.execute_batch(&projected).expect("execute RSI batch");
+        let column = output.columns()["previous"].as_view();
+        actual.extend((0..column.len()).map(|row| column.f64_at(row).expect("present NaN/value")));
+    }
+    assert_eq!(actual.len(), expected.len());
+    for (actual, expected) in actual.iter().zip(expected) {
+        assert_eq!(actual.to_bits(), expected.to_bits());
+    }
+    assert!(engine.profile().retained_state_values <= 4);
+}
+
+#[test]
+fn pandas_rolling_state_is_exact_across_engine_batches() {
+    let program = operation_program(
+        "window",
+        json!({"kind":"rolling","reducer":"mean","window":4,"center":false,"min_periods":null}),
+    );
+    let mut engine = VectorEngine::new(&program, &["previous".to_owned()]).expect("rolling engine");
+    let source = [1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0];
+    let expected = crate::kernels::execute_rolling(
+        "mean",
+        &source,
+        json!({"window":4,"center":false,"min_periods":null})
+            .as_object()
+            .expect("arguments"),
+    )
+    .expect("batch rolling mean");
+    let mut actual = Vec::new();
+    for values in [
+        source[..1].to_vec(),
+        source[1..5].to_vec(),
+        source[5..].to_vec(),
+    ] {
+        let (schema, source) = batch(values);
+        let projected = BatchView::project(&schema, &source, engine.input_requests())
+            .expect("project rolling input");
+        let output = engine
+            .execute_batch(&projected)
+            .expect("execute rolling batch");
+        let column = output.columns()["previous"].as_view();
+        actual.extend((0..column.len()).map(|row| column.f64_at(row).expect("present NaN/value")));
+    }
+    for (actual, expected) in actual.iter().zip(expected) {
+        assert_eq!(actual.to_bits(), expected.to_bits());
+    }
+    assert!(engine.profile().retained_state_values <= 4);
+}
diff --git a/rust/crates/nfi-vector-core/src/kernels/directional.rs b/rust/crates/nfi-vector-core/src/kernels/directional.rs
new file mode 100644
index 0000000..6c96f92
--- /dev/null
+++ b/rust/crates/nfi-vector-core/src/kernels/directional.rs
@@ -0,0 +1,1277 @@
+//! Exact TA-Lib directional and range-position kernels.
+//!
+//! The update order and extrema tie handling here deliberately follow TA-Lib
+//! v0.6.4.  Each function returns one value per input row; values before the
+//! upstream lookback are canonical `f64::NAN`.
+
+use std::collections::VecDeque;
+
+use serde_json::{Map, Value};
+
+use crate::VectorCoreError;
+
+const TA_EPSILON: f64 = 0.000_000_000_000_01;
+const MAX_PERIOD: usize = 100_000;
+
+/// Period-bounded streaming state for directional TA-Lib operations.
+#[derive(Debug)]
+pub(super) enum DirectionalStream {
+    Aroon(AroonStream),
+    Willr(WillrStream),
+    PlusDi(DirectionalIndexStream),
+    MinusDi(DirectionalIndexStream),
+    Adx(AdxStream),
+}
+
+impl DirectionalStream {
+    /// Executes one Arrow-sized chunk and returns only that chunk's output rows.
+    pub(super) fn execute(&mut self, inputs: &[&[f64]]) -> Result<Vec<Vec<f64>>, VectorCoreError> {
+        match self {
+            Self::Aroon(state) => {
+                let rows = validate_stream_inputs("AROON", inputs, 2)?;
+                let mut down = Vec::with_capacity(rows);
+                let mut up = Vec::with_capacity(rows);
+                for (&high, &low) in inputs[0].iter().zip(inputs[1]) {
+                    let (current_down, current_up) = state.push(high, low)?;
+                    down.push(current_down);
+                    up.push(current_up);
+                }
+                Ok(vec![down, up])
+            }
+            Self::Willr(state) => {
+                validate_stream_inputs("WILLR", inputs, 3)?;
+                Ok(vec![inputs[0]
+                    .iter()
+                    .zip(inputs[1])
+                    .zip(inputs[2])
+                    .map(|((&high, &low), &close)| state.push(high, low, close))
+                    .collect::<Result<Vec<_>, _>>()?])
+            }
+            Self::PlusDi(state) | Self::MinusDi(state) => {
+                validate_stream_inputs("directional index", inputs, 3)?;
+                Ok(vec![inputs[0]
+                    .iter()
+                    .zip(inputs[1])
+                    .zip(inputs[2])
+                    .map(|((&high, &low), &close)| state.push(high, low, close))
+                    .collect::<Result<Vec<_>, _>>()?])
+            }
+            Self::Adx(state) => {
+                validate_stream_inputs("ADX", inputs, 3)?;
+                Ok(vec![inputs[0]
+                    .iter()
+                    .zip(inputs[1])
+                    .zip(inputs[2])
+                    .map(|((&high, &low), &close)| state.push(high, low, close))
+                    .collect::<Result<Vec<_>, _>>()?])
+            }
+        }
+    }
+
+    /// Returns the number of currently retained input rows, not historical rows.
+    #[must_use]
+    pub(super) fn retained(&self) -> usize {
+        match self {
+            Self::Aroon(state) => state.values.len(),
+            Self::Willr(state) => state.values.len(),
+            Self::PlusDi(state) | Self::MinusDi(state) => state.retained(),
+            Self::Adx(state) => state.retained(),
+        }
+    }
+}
+
+/// Builds streaming state for a supported directional operation.
+pub(super) fn stream(
+    name: &str,
+    arguments: &Map<String, Value>,
+) -> Result<Option<DirectionalStream>, VectorCoreError> {
+    if !matches!(name, "AROON" | "WILLR" | "PLUS_DI" | "MINUS_DI" | "ADX") {
+        return Ok(None);
+    }
+    let period = stream_period(arguments)?;
+    match name {
+        "AROON" => {
+            validate_period("AROON", period, 2)?;
+            Ok(Some(DirectionalStream::Aroon(AroonStream::new(period)?)))
+        }
+        "WILLR" => {
+            validate_period("WILLR", period, 2)?;
+            Ok(Some(DirectionalStream::Willr(WillrStream::new(period)?)))
+        }
+        "PLUS_DI" => {
+            validate_period("PLUS_DI", period, 1)?;
+            Ok(Some(DirectionalStream::PlusDi(
+                DirectionalIndexStream::new(period, Direction::Plus),
+            )))
+        }
+        "MINUS_DI" => {
+            validate_period("MINUS_DI", period, 1)?;
+            Ok(Some(DirectionalStream::MinusDi(
+                DirectionalIndexStream::new(period, Direction::Minus),
+            )))
+        }
+        "ADX" => {
+            validate_period("ADX", period, 2)?;
+            Ok(Some(DirectionalStream::Adx(AdxStream::new(period))))
+        }
+        _ => Ok(None),
+    }
+}
+
+#[derive(Debug)]
+pub(super) struct AroonStream {
+    period: usize,
+    seen: usize,
+    values: VecDeque<(f64, f64)>,
+    lowest_index: Option<usize>,
+    highest_index: Option<usize>,
+    lowest: f64,
+    highest: f64,
+}
+
+impl AroonStream {
+    fn new(period: usize) -> Result<Self, VectorCoreError> {
+        let mut values = VecDeque::new();
+        values.try_reserve_exact(period + 1).map_err(|error| {
+            VectorCoreError::InvalidState(format!("AROON stream cannot retain its window: {error}"))
+        })?;
+        Ok(Self {
+            period,
+            seen: 0,
+            values,
+            lowest_index: None,
+            highest_index: None,
+            lowest: 0.0,
+            highest: 0.0,
+        })
+    }
+
+    fn push(&mut self, high: f64, low: f64) -> Result<(f64, f64), VectorCoreError> {
+        let today = self.seen;
+        self.advance_seen()?;
+        self.values.push_back((high, low));
+        if self.values.len() > self.period + 1 {
+            self.values.pop_front();
+        }
+        if today < self.period {
+            return Ok((f64::NAN, f64::NAN));
+        }
+
+        let trailing = today - self.period;
+        if self.lowest_index.is_none_or(|index| index < trailing) {
+            let mut index = trailing;
+            self.lowest_index = Some(index);
+            self.lowest = self.low_at(today, index);
+            while index < today {
+                index += 1;
+                let value = self.low_at(today, index);
+                if value <= self.lowest {
+                    self.lowest_index = Some(index);
+                    self.lowest = value;
+                }
+            }
+        } else if low <= self.lowest {
+            self.lowest_index = Some(today);
+            self.lowest = low;
+        }
+
+        if self.highest_index.is_none_or(|index| index < trailing) {
+            let mut index = trailing;
+            self.highest_index = Some(index);
+            self.highest = self.high_at(today, index);
+            while index < today {
+                index += 1;
+                let value = self.high_at(today, index);
+                if value >= self.highest {
+                    self.highest_index = Some(index);
+                    self.highest = value;
+                }
+            }
+        } else if high >= self.highest {
+            self.highest_index = Some(today);
+            self.highest = high;
+        }
+
+        let factor = 100.0 / period_as_f64(self.period);
+        let highest = self
+            .highest_index
+            .expect("AROON stream index is initialized");
+        let lowest = self
+            .lowest_index
+            .expect("AROON stream index is initialized");
+        Ok((
+            factor * period_as_f64(self.period - (today - lowest)),
+            factor * period_as_f64(self.period - (today - highest)),
+        ))
+    }
+
+    fn high_at(&self, today: usize, index: usize) -> f64 {
+        self.values[index - (today + 1 - self.values.len())].0
+    }
+
+    fn low_at(&self, today: usize, index: usize) -> f64 {
+        self.values[index - (today + 1 - self.values.len())].1
+    }
+
+    fn advance_seen(&mut self) -> Result<(), VectorCoreError> {
+        self.seen = self.seen.checked_add(1).ok_or_else(|| {
+            VectorCoreError::InvalidState("AROON stream row count overflow".to_owned())
+        })?;
+        Ok(())
+    }
+}
+
+#[derive(Debug)]
+pub(super) struct WillrStream {
+    period: usize,
+    seen: usize,
+    values: VecDeque<(f64, f64, f64)>,
+    lowest_index: Option<usize>,
+    highest_index: Option<usize>,
+    lowest: f64,
+    highest: f64,
+    difference: f64,
+}
+
+impl WillrStream {
+    fn new(period: usize) -> Result<Self, VectorCoreError> {
+        let mut values = VecDeque::new();
+        values.try_reserve_exact(period).map_err(|error| {
+            VectorCoreError::InvalidState(format!("WILLR stream cannot retain its window: {error}"))
+        })?;
+        Ok(Self {
+            period,
+            seen: 0,
+            values,
+            lowest_index: None,
+            highest_index: None,
+            lowest: 0.0,
+            highest: 0.0,
+            difference: 0.0,
+        })
+    }
+
+    fn push(&mut self, high: f64, low: f64, close: f64) -> Result<f64, VectorCoreError> {
+        let today = self.seen;
+        self.advance_seen()?;
+        self.values.push_back((high, low, close));
+        if self.values.len() > self.period {
+            self.values.pop_front();
+        }
+        let lookback = self.period - 1;
+        if today < lookback {
+            return Ok(f64::NAN);
+        }
+
+        let trailing = today - lookback;
+        if self.lowest_index.is_none_or(|index| index < trailing) {
+            let mut index = trailing;
+            self.lowest_index = Some(index);
+            self.lowest = self.low_at(today, index);
+            while index < today {
+                index += 1;
+                let value = self.low_at(today, index);
+                if value < self.lowest {
+                    self.lowest_index = Some(index);
+                    self.lowest = value;
+                }
+            }
+            self.difference = (self.highest - self.lowest) / -100.0;
+        } else if low <= self.lowest {
+            self.lowest_index = Some(today);
+            self.lowest = low;
+            self.difference = (self.highest - self.lowest) / -100.0;
+        }
+
+        if self.highest_index.is_none_or(|index| index < trailing) {
+            let mut index = trailing;
+            self.highest_index = Some(index);
+            self.highest = self.high_at(today, index);
+            while index < today {
+                index += 1;
+                let value = self.high_at(today, index);
+                if value > self.highest {
+                    self.highest_index = Some(index);
+                    self.highest = value;
+                }
+            }
+            self.difference = (self.highest - self.lowest) / -100.0;
+        } else if high >= self.highest {
+            self.highest_index = Some(today);
+            self.highest = high;
+            self.difference = (self.highest - self.lowest) / -100.0;
+        }
+
+        Ok(if self.difference == 0.0 {
+            0.0
+        } else {
+            (self.highest - close) / self.difference
+        })
+    }
+
+    fn high_at(&self, today: usize, index: usize) -> f64 {
+        self.values[index - (today + 1 - self.values.len())].0
+    }
+
+    fn low_at(&self, today: usize, index: usize) -> f64 {
+        self.values[index - (today + 1 - self.values.len())].1
+    }
+
+    fn advance_seen(&mut self) -> Result<(), VectorCoreError> {
+        self.seen = self.seen.checked_add(1).ok_or_else(|| {
+            VectorCoreError::InvalidState("WILLR stream row count overflow".to_owned())
+        })?;
+        Ok(())
+    }
+}
+
+#[derive(Debug)]
+pub(super) struct DirectionalIndexStream {
+    period: usize,
+    direction: Direction,
+    seen: usize,
+    previous: Option<(f64, f64, f64)>,
+    previous_dm: f64,
+    previous_tr: f64,
+}
+
+impl DirectionalIndexStream {
+    const fn new(period: usize, direction: Direction) -> Self {
+        Self {
+            period,
+            direction,
+            seen: 0,
+            previous: None,
+            previous_dm: 0.0,
+            previous_tr: 0.0,
+        }
+    }
+
+    fn push(&mut self, high: f64, low: f64, close: f64) -> Result<f64, VectorCoreError> {
+        let today = self.seen;
+        self.advance_seen()?;
+        let Some((previous_high, previous_low, previous_close)) = self.previous else {
+            self.previous = Some((high, low, close));
+            return Ok(f64::NAN);
+        };
+        let diff_plus = high - previous_high;
+        let diff_minus = previous_low - low;
+        let selected = self.selected(diff_plus, diff_minus);
+        let directional_move = self.selected_move(diff_plus, diff_minus, selected);
+
+        if self.period == 1 {
+            self.previous = Some((high, low, close));
+            return Ok(if selected {
+                let range = true_range(high, low, previous_close);
+                if ta_is_zero(range) {
+                    0.0
+                } else {
+                    directional_move / range
+                }
+            } else {
+                0.0
+            });
+        }
+        if today < self.period {
+            self.previous_dm += directional_move;
+            let range = true_range(high, low, previous_close);
+            self.previous_tr += range;
+            self.previous = Some((high, low, close));
+            return Ok(f64::NAN);
+        }
+
+        let period = period_as_f64(self.period);
+        self.previous_dm = self.previous_dm - (self.previous_dm / period) + directional_move;
+        let range = true_range(high, low, previous_close);
+        self.previous_tr = self.previous_tr - (self.previous_tr / period) + range;
+        self.previous = Some((high, low, close));
+        Ok(if ta_is_zero(self.previous_tr) {
+            0.0
+        } else {
+            100.0 * (self.previous_dm / self.previous_tr)
+        })
+    }
+
+    fn selected(&self, diff_plus: f64, diff_minus: f64) -> bool {
+        match self.direction {
+            Direction::Plus => diff_plus > 0.0 && diff_plus > diff_minus,
+            Direction::Minus => diff_minus > 0.0 && diff_plus < diff_minus,
+        }
+    }
+
+    fn selected_move(&self, diff_plus: f64, diff_minus: f64, selected: bool) -> f64 {
+        if !selected {
+            return 0.0;
+        }
+        match self.direction {
+            Direction::Plus => diff_plus,
+            Direction::Minus => diff_minus,
+        }
+    }
+
+    fn retained(&self) -> usize {
+        usize::from(self.previous.is_some())
+    }
+
+    fn advance_seen(&mut self) -> Result<(), VectorCoreError> {
+        self.seen = self.seen.checked_add(1).ok_or_else(|| {
+            VectorCoreError::InvalidState("directional index stream row count overflow".to_owned())
+        })?;
+        Ok(())
+    }
+}
+
+#[derive(Debug)]
+pub(super) struct AdxStream {
+    period: usize,
+    seen: usize,
+    previous: Option<(f64, f64, f64)>,
+    previous_minus_dm: f64,
+    previous_plus_dm: f64,
+    previous_tr: f64,
+    dx_total: f64,
+    previous_adx: f64,
+}
+
+impl AdxStream {
+    const fn new(period: usize) -> Self {
+        Self {
+            period,
+            seen: 0,
+            previous: None,
+            previous_minus_dm: 0.0,
+            previous_plus_dm: 0.0,
+            previous_tr: 0.0,
+            dx_total: 0.0,
+            previous_adx: 0.0,
+        }
+    }
+
+    fn push(&mut self, high: f64, low: f64, close: f64) -> Result<f64, VectorCoreError> {
+        let today = self.seen;
+        self.advance_seen()?;
+        let Some((previous_high, previous_low, previous_close)) = self.previous else {
+            self.previous = Some((high, low, close));
+            return Ok(f64::NAN);
+        };
+        let diff_plus = high - previous_high;
+        let diff_minus = previous_low - low;
+
+        if today < self.period {
+            self.add_initial_move(diff_plus, diff_minus);
+            let range = true_range(high, low, previous_close);
+            self.previous_tr += range;
+            self.previous = Some((high, low, close));
+            return Ok(f64::NAN);
+        }
+
+        self.smooth_move(diff_plus, diff_minus);
+        let range = true_range(high, low, previous_close);
+        let period = period_as_f64(self.period);
+        self.previous_tr = self.previous_tr - (self.previous_tr / period) + range;
+        self.previous = Some((high, low, close));
+        if today < 2 * self.period {
+            self.add_dx();
+            if today < (2 * self.period) - 1 {
+                return Ok(f64::NAN);
+            }
+            self.previous_adx = self.dx_total / period;
+            return Ok(self.previous_adx);
+        }
+
+        self.update_adx();
+        Ok(self.previous_adx)
+    }
+
+    fn add_initial_move(&mut self, diff_plus: f64, diff_minus: f64) {
+        if diff_minus > 0.0 && diff_plus < diff_minus {
+            self.previous_minus_dm += diff_minus;
+        } else if diff_plus > 0.0 && diff_plus > diff_minus {
+            self.previous_plus_dm += diff_plus;
+        }
+    }
+
+    fn smooth_move(&mut self, diff_plus: f64, diff_minus: f64) {
+        let period = period_as_f64(self.period);
+        self.previous_minus_dm -= self.previous_minus_dm / period;
+        self.previous_plus_dm -= self.previous_plus_dm / period;
+        self.add_initial_move(diff_plus, diff_minus);
+    }
+
+    fn add_dx(&mut self) {
+        if !ta_is_zero(self.previous_tr) {
+            let minus_di = 100.0 * (self.previous_minus_dm / self.previous_tr);
+            let plus_di = 100.0 * (self.previous_plus_dm / self.previous_tr);
+            let directional_total = minus_di + plus_di;
+            if !ta_is_zero(directional_total) {
+                self.dx_total += 100.0 * ((minus_di - plus_di).abs() / directional_total);
+            }
+        }
+    }
+
+    fn update_adx(&mut self) {
+        if !ta_is_zero(self.previous_tr) {
+            let minus_di = 100.0 * (self.previous_minus_dm / self.previous_tr);
+            let plus_di = 100.0 * (self.previous_plus_dm / self.previous_tr);
+            let directional_total = minus_di + plus_di;
+            if !ta_is_zero(directional_total) {
+                let dx = 100.0 * ((minus_di - plus_di).abs() / directional_total);
+                self.previous_adx = ((self.previous_adx * period_as_f64(self.period - 1)) + dx)
+                    / period_as_f64(self.period);
+            }
+        }
+    }
+
+    fn retained(&self) -> usize {
+        usize::from(self.previous.is_some())
+    }
+
+    fn advance_seen(&mut self) -> Result<(), VectorCoreError> {
+        self.seen = self.seen.checked_add(1).ok_or_else(|| {
+            VectorCoreError::InvalidState("ADX stream row count overflow".to_owned())
+        })?;
+        Ok(())
+    }
+}
+
+/// Calculates TA-Lib AROON, returning `(down, up)`.
+pub(super) fn aroon(
+    high: &[f64],
+    low: &[f64],
+    period: usize,
+) -> Result<(Vec<f64>, Vec<f64>), VectorCoreError> {
+    validate_two_inputs("AROON", high, low)?;
+    validate_period("AROON", period, 2)?;
+
+    let mut down = nan_output(high.len());
+    let mut up = nan_output(high.len());
+    if high.len() <= period {
+        return Ok((down, up));
+    }
+
+    let factor = 100.0 / period_as_f64(period);
+    let mut lowest_index: Option<usize> = None;
+    let mut highest_index: Option<usize> = None;
+    let mut lowest = 0.0;
+    let mut highest = 0.0;
+
+    for (trailing, today) in (period..high.len()).enumerate() {
+        let low_today = low[today];
+        if lowest_index.is_none_or(|index| index < trailing) {
+            let mut index = trailing;
+            lowest_index = Some(index);
+            lowest = low[index];
+            while index < today {
+                index += 1;
+                let value = low[index];
+                if value <= lowest {
+                    lowest_index = Some(index);
+                    lowest = value;
+                }
+            }
+        } else if low_today <= lowest {
+            lowest_index = Some(today);
+            lowest = low_today;
+        }
+
+        let high_today = high[today];
+        if highest_index.is_none_or(|index| index < trailing) {
+            let mut index = trailing;
+            highest_index = Some(index);
+            highest = high[index];
+            while index < today {
+                index += 1;
+                let value = high[index];
+                if value >= highest {
+                    highest_index = Some(index);
+                    highest = value;
+                }
+            }
+        } else if high_today >= highest {
+            highest_index = Some(today);
+            highest = high_today;
+        }
+
+        let highest_index = highest_index.expect("AROON highest index is initialized");
+        let lowest_index = lowest_index.expect("AROON lowest index is initialized");
+        up[today] = factor * period_as_f64(period - (today - highest_index));
+        down[today] = factor * period_as_f64(period - (today - lowest_index));
+    }
+
+    Ok((down, up))
+}
+
+/// Calculates TA-Lib WILLR.
+pub(super) fn willr(
+    high: &[f64],
+    low: &[f64],
+    close: &[f64],
+    period: usize,
+) -> Result<Vec<f64>, VectorCoreError> {
+    validate_ohlc("WILLR", high, low, close)?;
+    validate_period("WILLR", period, 2)?;
+
+    let mut output = nan_output(high.len());
+    let lookback = period - 1;
+    if high.len() <= lookback {
+        return Ok(output);
+    }
+
+    let mut lowest_index: Option<usize> = None;
+    let mut highest_index: Option<usize> = None;
+    let mut lowest = 0.0;
+    let mut highest = 0.0;
+    let mut difference = 0.0;
+
+    for (trailing, today) in (lookback..high.len()).enumerate() {
+        let low_today = low[today];
+        if lowest_index.is_none_or(|index| index < trailing) {
+            let mut index = trailing;
+            lowest_index = Some(index);
+            lowest = low[index];
+            while index < today {
+                index += 1;
+                let value = low[index];
+                if value < lowest {
+                    lowest_index = Some(index);
+                    lowest = value;
+                }
+            }
+            difference = (highest - lowest) / -100.0;
+        } else if low_today <= lowest {
+            lowest_index = Some(today);
+            lowest = low_today;
+            difference = (highest - lowest) / -100.0;
+        }
+
+        let high_today = high[today];
+        if highest_index.is_none_or(|index| index < trailing) {
+            let mut index = trailing;
+            highest_index = Some(index);
+            highest = high[index];
+            while index < today {
+                index += 1;
+                let value = high[index];
+                if value > highest {
+                    highest_index = Some(index);
+                    highest = value;
+                }
+            }
+            difference = (highest - lowest) / -100.0;
+        } else if high_today >= highest {
+            highest_index = Some(today);
+            highest = high_today;
+            difference = (highest - lowest) / -100.0;
+        }
+
+        output[today] = if difference == 0.0 {
+            0.0
+        } else {
+            (highest - close[today]) / difference
+        };
+    }
+
+    Ok(output)
+}
+
+/// Calculates TA-Lib `PLUS_DI`.
+pub(super) fn plus_di(
+    high: &[f64],
+    low: &[f64],
+    close: &[f64],
+    period: usize,
+) -> Result<Vec<f64>, VectorCoreError> {
+    validate_ohlc("PLUS_DI", high, low, close)?;
+    validate_period("PLUS_DI", period, 1)?;
+    Ok(directional_index(high, low, close, period, Direction::Plus))
+}
+
+/// Calculates TA-Lib `MINUS_DI`.
+pub(super) fn minus_di(
+    high: &[f64],
+    low: &[f64],
+    close: &[f64],
+    period: usize,
+) -> Result<Vec<f64>, VectorCoreError> {
+    validate_ohlc("MINUS_DI", high, low, close)?;
+    validate_period("MINUS_DI", period, 1)?;
+    Ok(directional_index(
+        high,
+        low,
+        close,
+        period,
+        Direction::Minus,
+    ))
+}
+
+/// Calculates TA-Lib ADX.
+pub(super) fn adx(
+    high: &[f64],
+    low: &[f64],
+    close: &[f64],
+    period: usize,
+) -> Result<Vec<f64>, VectorCoreError> {
+    validate_ohlc("ADX", high, low, close)?;
+    validate_period("ADX", period, 2)?;
+
+    let mut output = nan_output(high.len());
+    let lookback = (2 * period) - 1;
+    if high.len() <= lookback {
+        return Ok(output);
+    }
+
+    let mut today = 0;
+    let mut previous_high = high[today];
+    let mut previous_low = low[today];
+    let mut previous_close = close[today];
+    let mut previous_minus_dm = 0.0;
+    let mut previous_plus_dm = 0.0;
+    let mut previous_tr = 0.0;
+    let period_f64 = period_as_f64(period);
+    let period_minus_one_f64 = period_as_f64(period - 1);
+
+    for _ in 0..(period - 1) {
+        today += 1;
+        let current_high = high[today];
+        let diff_plus = current_high - previous_high;
+        previous_high = current_high;
+        let current_low = low[today];
+        let diff_minus = previous_low - current_low;
+        previous_low = current_low;
+
+        if diff_minus > 0.0 && diff_plus < diff_minus {
+            previous_minus_dm += diff_minus;
+        } else if diff_plus > 0.0 && diff_plus > diff_minus {
+            previous_plus_dm += diff_plus;
+        }
+
+        let range = true_range(previous_high, previous_low, previous_close);
+        previous_tr += range;
+        previous_close = close[today];
+    }
+
+    let mut dx_total = 0.0;
+    for _ in 0..period {
+        today += 1;
+        let current_high = high[today];
+        let diff_plus = current_high - previous_high;
+        previous_high = current_high;
+        let current_low = low[today];
+        let diff_minus = previous_low - current_low;
+        previous_low = current_low;
+
+        previous_minus_dm -= previous_minus_dm / period_f64;
+        previous_plus_dm -= previous_plus_dm / period_f64;
+        if diff_minus > 0.0 && diff_plus < diff_minus {
+            previous_minus_dm += diff_minus;
+        } else if diff_plus > 0.0 && diff_plus > diff_minus {
+            previous_plus_dm += diff_plus;
+        }
+
+        let range = true_range(previous_high, previous_low, previous_close);
+        previous_tr = previous_tr - (previous_tr / period_f64) + range;
+        previous_close = close[today];
+
+        if !ta_is_zero(previous_tr) {
+            let minus_di = 100.0 * (previous_minus_dm / previous_tr);
+            let plus_di = 100.0 * (previous_plus_dm / previous_tr);
+            let directional_total = minus_di + plus_di;
+            if !ta_is_zero(directional_total) {
+                dx_total += 100.0 * ((minus_di - plus_di).abs() / directional_total);
+            }
+        }
+    }
+
+    let mut previous_adx = dx_total / period_f64;
+    output[today] = previous_adx;
+
+    while today + 1 < high.len() {
+        today += 1;
+        let current_high = high[today];
+        let diff_plus = current_high - previous_high;
+        previous_high = current_high;
+        let current_low = low[today];
+        let diff_minus = previous_low - current_low;
+        previous_low = current_low;
+
+        previous_minus_dm -= previous_minus_dm / period_f64;
+        previous_plus_dm -= previous_plus_dm / period_f64;
+        if diff_minus > 0.0 && diff_plus < diff_minus {
+            previous_minus_dm += diff_minus;
+        } else if diff_plus > 0.0 && diff_plus > diff_minus {
+            previous_plus_dm += diff_plus;
+        }
+
+        let range = true_range(previous_high, previous_low, previous_close);
+        previous_tr = previous_tr - (previous_tr / period_f64) + range;
+        previous_close = close[today];
+
+        if !ta_is_zero(previous_tr) {
+            let minus_di = 100.0 * (previous_minus_dm / previous_tr);
+            let plus_di = 100.0 * (previous_plus_dm / previous_tr);
+            let directional_total = minus_di + plus_di;
+            if !ta_is_zero(directional_total) {
+                let dx = 100.0 * ((minus_di - plus_di).abs() / directional_total);
+                previous_adx = ((previous_adx * period_minus_one_f64) + dx) / period_f64;
+            }
+        }
+        output[today] = previous_adx;
+    }
+
+    Ok(output)
+}
+
+#[derive(Clone, Copy, Debug)]
+enum Direction {
+    Plus,
+    Minus,
+}
+
+#[allow(clippy::too_many_lines)] // Keeps TA-Lib's ordered initialization and smoothing phases intact.
+fn directional_index(
+    high: &[f64],
+    low: &[f64],
+    close: &[f64],
+    period: usize,
+    direction: Direction,
+) -> Vec<f64> {
+    let mut output = nan_output(high.len());
+    if high.len() <= period {
+        return output;
+    }
+
+    if period == 1 {
+        for today in 1..high.len() {
+            let previous_high = high[today - 1];
+            let previous_low = low[today - 1];
+            let previous_close = close[today - 1];
+            let current_high = high[today];
+            let diff_plus = current_high - previous_high;
+            let current_low = low[today];
+            let diff_minus = previous_low - current_low;
+            let range = true_range(current_high, current_low, previous_close);
+            let selected = match direction {
+                Direction::Plus => diff_plus > 0.0 && diff_plus > diff_minus,
+                Direction::Minus => diff_minus > 0.0 && diff_plus < diff_minus,
+            };
+            output[today] = if selected && !ta_is_zero(range) {
+                match direction {
+                    Direction::Plus => diff_plus / range,
+                    Direction::Minus => diff_minus / range,
+                }
+            } else {
+                0.0
+            };
+        }
+        return output;
+    }
+
+    let mut today = 0;
+    let mut previous_high = high[today];
+    let mut previous_low = low[today];
+    let mut previous_close = close[today];
+    let mut previous_dm = 0.0;
+    let mut previous_tr = 0.0;
+    let period_f64 = period_as_f64(period);
+
+    for _ in 0..(period - 1) {
+        today += 1;
+        let current_high = high[today];
+        let diff_plus = current_high - previous_high;
+        previous_high = current_high;
+        let current_low = low[today];
+        let diff_minus = previous_low - current_low;
+        previous_low = current_low;
+        let selected = match direction {
+            Direction::Plus => diff_plus > 0.0 && diff_plus > diff_minus,
+            Direction::Minus => diff_minus > 0.0 && diff_plus < diff_minus,
+        };
+        if selected {
+            previous_dm += match direction {
+                Direction::Plus => diff_plus,
+                Direction::Minus => diff_minus,
+            };
+        }
+        let range = true_range(previous_high, previous_low, previous_close);
+        previous_tr += range;
+        previous_close = close[today];
+    }
+
+    today += 1;
+    let current_high = high[today];
+    let diff_plus = current_high - previous_high;
+    previous_high = current_high;
+    let current_low = low[today];
+    let diff_minus = previous_low - current_low;
+    previous_low = current_low;
+    let selected = match direction {
+        Direction::Plus => diff_plus > 0.0 && diff_plus > diff_minus,
+        Direction::Minus => diff_minus > 0.0 && diff_plus < diff_minus,
+    };
+    previous_dm = previous_dm - (previous_dm / period_f64)
+        + if selected {
+            match direction {
+                Direction::Plus => diff_plus,
+                Direction::Minus => diff_minus,
+            }
+        } else {
+            0.0
+        };
+    let range = true_range(previous_high, previous_low, previous_close);
+    previous_tr = previous_tr - (previous_tr / period_f64) + range;
+    previous_close = close[today];
+    output[today] = if ta_is_zero(previous_tr) {
+        0.0
+    } else {
+        100.0 * (previous_dm / previous_tr)
+    };
+
+    while today + 1 < high.len() {
+        today += 1;
+        let current_high = high[today];
+        let diff_plus = current_high - previous_high;
+        previous_high = current_high;
+        let current_low = low[today];
+        let diff_minus = previous_low - current_low;
+        previous_low = current_low;
+        let selected = match direction {
+            Direction::Plus => diff_plus > 0.0 && diff_plus > diff_minus,
+            Direction::Minus => diff_minus > 0.0 && diff_plus < diff_minus,
+        };
+        previous_dm = previous_dm - (previous_dm / period_f64)
+            + if selected {
+                match direction {
+                    Direction::Plus => diff_plus,
+                    Direction::Minus => diff_minus,
+                }
+            } else {
+                0.0
+            };
+        let range = true_range(previous_high, previous_low, previous_close);
+        previous_tr = previous_tr - (previous_tr / period_f64) + range;
+        previous_close = close[today];
+        output[today] = if ta_is_zero(previous_tr) {
+            0.0
+        } else {
+            100.0 * (previous_dm / previous_tr)
+        };
+    }
+
+    output
+}
+
+fn true_range(high: f64, low: f64, previous_close: f64) -> f64 {
+    let mut range = high - low;
+    let high_close = (high - previous_close).abs();
+    if high_close > range {
+        range = high_close;
+    }
+    let low_close = (low - previous_close).abs();
+    if low_close > range {
+        range = low_close;
+    }
+    range
+}
+
+fn ta_is_zero(value: f64) -> bool {
+    -TA_EPSILON < value && value < TA_EPSILON
+}
+
+fn nan_output(len: usize) -> Vec<f64> {
+    vec![f64::NAN; len]
+}
+
+fn period_as_f64(period: usize) -> f64 {
+    f64::from(u32::try_from(period).expect("validated TA-Lib period fits in u32"))
+}
+
+fn stream_period(arguments: &Map<String, Value>) -> Result<usize, VectorCoreError> {
+    arguments.get("timeperiod").map_or(Ok(14), |value| {
+        value
+            .as_u64()
+            .and_then(|period| usize::try_from(period).ok())
+            .ok_or_else(|| {
+                VectorCoreError::InvalidState("invalid integer argument timeperiod".to_owned())
+            })
+    })
+}
+
+fn validate_stream_inputs(
+    name: &str,
+    inputs: &[&[f64]],
+    expected_inputs: usize,
+) -> Result<usize, VectorCoreError> {
+    if inputs.len() != expected_inputs {
+        return Err(VectorCoreError::InvalidState(format!(
+            "TA-Lib {name} stream requires {expected_inputs} inputs, got {}",
+            inputs.len()
+        )));
+    }
+    let rows = inputs.first().map_or(0, |input| input.len());
+    if inputs.iter().any(|input| input.len() != rows) {
+        return Err(VectorCoreError::InvalidState(format!(
+            "TA-Lib {name} stream input lengths differ"
+        )));
+    }
+    Ok(rows)
+}
+
+fn validate_two_inputs(name: &str, first: &[f64], second: &[f64]) -> Result<(), VectorCoreError> {
+    if first.len() != second.len() {
+        return Err(VectorCoreError::InvalidProgram(format!(
+            "{name} input lengths differ: {} and {}",
+            first.len(),
+            second.len()
+        )));
+    }
+    Ok(())
+}
+
+fn validate_ohlc(
+    name: &str,
+    high: &[f64],
+    low: &[f64],
+    close: &[f64],
+) -> Result<(), VectorCoreError> {
+    validate_two_inputs(name, high, low)?;
+    if high.len() != close.len() {
+        return Err(VectorCoreError::InvalidProgram(format!(
+            "{name} input lengths differ: high has {}, close has {}",
+            high.len(),
+            close.len()
+        )));
+    }
+    Ok(())
+}
+
+fn validate_period(name: &str, period: usize, minimum: usize) -> Result<(), VectorCoreError> {
+    if !(minimum..=MAX_PERIOD).contains(&period) {
+        return Err(VectorCoreError::InvalidProgram(format!(
+            "{name} period must be in {minimum}..={MAX_PERIOD}, got {period}"
+        )));
+    }
+    Ok(())
+}
+
+#[cfg(test)]
+mod tests {
+    use serde_json::{json, Map};
+
+    use super::{adx, aroon, minus_di, plus_di, stream, willr};
+    use crate::VectorCoreError;
+
+    const HIGH: [f64; 12] = [
+        10.0, 12.0, 11.0, 13.0, 14.0, 13.0, 15.0, 16.0, 15.0, 17.0, 18.0, 17.0,
+    ];
+    const LOW: [f64; 12] = [
+        8.0, 9.0, 8.0, 10.0, 11.0, 10.0, 12.0, 13.0, 12.0, 14.0, 15.0, 14.0,
+    ];
+    const CLOSE: [f64; 12] = [
+        9.0, 11.0, 9.0, 12.0, 13.0, 11.0, 14.0, 15.0, 13.0, 16.0, 17.0, 15.0,
+    ];
+    const NAN_BITS: u64 = f64::NAN.to_bits();
+
+    #[test]
+    fn canonical_nan_warmups_follow_talib_lookbacks() {
+        let (down, up) = aroon(&HIGH, &LOW, 3).expect("valid AROON");
+        let willr = willr(&HIGH, &LOW, &CLOSE, 3).expect("valid WILLR");
+        let plus = plus_di(&HIGH, &LOW, &CLOSE, 3).expect("valid PLUS_DI");
+        let minus = minus_di(&HIGH, &LOW, &CLOSE, 3).expect("valid MINUS_DI");
+        let adx = adx(&HIGH, &LOW, &CLOSE, 3).expect("valid ADX");
+
+        assert!(down[..3].iter().all(|value| value.to_bits() == NAN_BITS));
+        assert!(up[..3].iter().all(|value| value.to_bits() == NAN_BITS));
+        assert!(willr[..2].iter().all(|value| value.to_bits() == NAN_BITS));
+        assert!(plus[..3].iter().all(|value| value.to_bits() == NAN_BITS));
+        assert!(minus[..3].iter().all(|value| value.to_bits() == NAN_BITS));
+        assert!(adx[..5].iter().all(|value| value.to_bits() == NAN_BITS));
+    }
+
+    #[test]
+    fn aroon_and_willr_preserve_talib_tie_rules() {
+        let high = [2.0, 3.0, 3.0, 2.0, 3.0];
+        let low = [1.0, 0.0, 0.0, 1.0, 0.0];
+        let close = [1.5, 1.5, 2.0, 1.5, 2.5];
+        let (down, up) = aroon(&high, &low, 2).expect("valid AROON");
+        let willr = willr(&high, &low, &close, 2).expect("valid WILLR");
+
+        assert_eq!(down[2].to_bits(), 100.0_f64.to_bits());
+        assert_eq!(up[2].to_bits(), 100.0_f64.to_bits());
+        assert_eq!(down[3].to_bits(), 50.0_f64.to_bits());
+        assert_eq!(up[3].to_bits(), 50.0_f64.to_bits());
+        assert_eq!(willr[1].to_bits(), (-50.0_f64).to_bits());
+        assert_eq!(willr[2].to_bits(), (-100.0_f64 / 3.0).to_bits());
+    }
+
+    #[test]
+    fn directional_outputs_match_pinned_talib_bits() {
+        let plus = plus_di(&HIGH, &LOW, &CLOSE, 3).expect("valid PLUS_DI");
+        let minus = minus_di(&HIGH, &LOW, &CLOSE, 3).expect("valid MINUS_DI");
+        let adx = adx(&HIGH, &LOW, &CLOSE, 3).expect("valid ADX");
+
+        assert_bits(
+            &plus[3..],
+            &[
+                0x4044_d555_5555_5556,
+                0x4043_5555_5555_5555,
+                0x4039_1bb4_a404_6ed2,
+                0x4041_af39_f97c_6ad4,
+                0x4041_5cad_1d42_a470,
+                0x4037_89bf_5e4e_cf52,
+                0x4040_f40d_4d13_d643,
+                0x4040_dd99_9dac_b748,
+                0x4037_1ee8_0d25_7e49,
+            ],
+        );
+        assert_bits(
+            &minus[3..],
+            &[
+                0x4020_aaaa_aaaa_aaab,
+                0x4015_5555_5555_5556,
+                0x402e_4d93_64d9_364e,
+                0x4021_cfcb_e356_a2da,
+                0x4018_5655_aac7_25f1,
+                0x402d_b97c_661d_0902,
+                0x4022_13dc_2208_4d3c,
+                0x4019_17f9_7962_76ee,
+                0x402d_921f_990d_d036,
+            ],
+        );
+        assert_bits(
+            &adx[5..],
+            &[
+                0x404b_dbf6_fdbf_6fdb,
+                0x404c_88d5_b3f4_584d,
+                0x404e_b847_f2be_85ed,
+                0x4048_3ed2_a53b_d0db,
+                0x4049_d086_9785_e5a0,
+                0x404c_a62d_b0b4_fb03,
+                0x4046_c3aa_b870_3d6b,
+            ],
+        );
+    }
+
+    #[test]
+    fn zero_range_and_period_one_directional_index_follow_talib() {
+        let flat = [1.0, 1.0, 1.0];
+        let plus = plus_di(&flat, &flat, &flat, 1).expect("valid PLUS_DI");
+        let minus = minus_di(&flat, &flat, &flat, 1).expect("valid MINUS_DI");
+        assert_bits(&plus[1..], &[0, 0]);
+        assert_bits(&minus[1..], &[0, 0]);
+    }
+
+    #[test]
+    fn invalid_input_shapes_and_periods_fail_closed() {
+        assert!(matches!(
+            aroon(&HIGH[..2], &LOW[..1], 2),
+            Err(VectorCoreError::InvalidProgram(_))
+        ));
+        assert!(matches!(
+            willr(&HIGH, &LOW, &CLOSE[..11], 3),
+            Err(VectorCoreError::InvalidProgram(_))
+        ));
+        assert!(matches!(
+            plus_di(&HIGH, &LOW, &CLOSE, 0),
+            Err(VectorCoreError::InvalidProgram(_))
+        ));
+        assert!(matches!(
+            adx(&HIGH, &LOW, &CLOSE, 1),
+            Err(VectorCoreError::InvalidProgram(_))
+        ));
+        assert!(matches!(
+            aroon(&HIGH, &LOW, 100_001),
+            Err(VectorCoreError::InvalidProgram(_))
+        ));
+    }
+
+    #[test]
+    fn streams_are_chunk_exact_for_every_directional_operation() {
+        let mut arguments = Map::new();
+        arguments.insert("timeperiod".to_owned(), json!(3));
+        let chunks = [(0, 1), (1, 5), (5, 8), (8, HIGH.len())];
+
+        let expected = [
+            ("AROON", {
+                let (down, up) = aroon(&HIGH, &LOW, 3).expect("valid AROON");
+                vec![down, up]
+            }),
+            (
+                "WILLR",
+                vec![willr(&HIGH, &LOW, &CLOSE, 3).expect("valid WILLR")],
+            ),
+            (
+                "PLUS_DI",
+                vec![plus_di(&HIGH, &LOW, &CLOSE, 3).expect("valid PLUS_DI")],
+            ),
+            (
+                "MINUS_DI",
+                vec![minus_di(&HIGH, &LOW, &CLOSE, 3).expect("valid MINUS_DI")],
+            ),
+            ("ADX", vec![adx(&HIGH, &LOW, &CLOSE, 3).expect("valid ADX")]),
+        ];
+
+        for (name, expected) in expected {
+            let mut state = stream(name, &arguments)
+                .expect("valid stream arguments")
+                .expect("directional stream");
+            let mut actual = vec![Vec::new(); expected.len()];
+            for (start, end) in chunks {
+                let inputs: Vec<&[f64]> = if name == "AROON" {
+                    vec![&HIGH[start..end], &LOW[start..end]]
+                } else {
+                    vec![&HIGH[start..end], &LOW[start..end], &CLOSE[start..end]]
+                };
+                let batch = state.execute(&inputs).expect("valid stream chunk");
+                assert!(batch.iter().all(|output| output.len() == end - start));
+                for (target, source) in actual.iter_mut().zip(batch) {
+                    target.extend(source);
+                }
+            }
+            for (actual, expected) in actual.iter().zip(expected) {
+                assert_values_match(actual, &expected);
+            }
+        }
+    }
+
+    #[test]
+    fn streams_retain_only_period_scale_state() {
+        let mut arguments = Map::new();
+        arguments.insert("timeperiod".to_owned(), json!(3));
+        let high = (0..1_000).map(f64::from).collect::<Vec<_>>();
+        let low = high.iter().map(|value| value - 1.0).collect::<Vec<_>>();
+        let close = high.iter().map(|value| value - 0.5).collect::<Vec<_>>();
+
+        for (name, expected_bound) in [
+            ("AROON", 4),
+            ("WILLR", 3),
+            ("PLUS_DI", 1),
+            ("MINUS_DI", 1),
+            ("ADX", 1),
+        ] {
+            let mut state = stream(name, &arguments)
+                .expect("valid stream arguments")
+                .expect("directional stream");
+            let inputs: Vec<&[f64]> = if name == "AROON" {
+                vec![&high, &low]
+            } else {
+                vec![&high, &low, &close]
+            };
+            state.execute(&inputs).expect("valid stream chunk");
+            assert!(state.retained() <= expected_bound, "{name}");
+        }
+    }
+
+    fn assert_bits(actual: &[f64], expected: &[u64]) {
+        assert_eq!(actual.len(), expected.len());
+        for (actual, expected) in actual.iter().zip(expected) {
+            assert_eq!(actual.to_bits(), *expected);
+        }
+    }
+
+    fn assert_values_match(actual: &[f64], expected: &[f64]) {
+        assert_eq!(actual.len(), expected.len());
+        for (actual, expected) in actual.iter().zip(expected) {
+            assert_eq!(actual.to_bits(), expected.to_bits());
+        }
+    }
+}
diff --git a/rust/crates/nfi-vector-core/src/kernels/mod.rs b/rust/crates/nfi-vector-core/src/kernels/mod.rs
new file mode 100644
index 0000000..ba2881d
--- /dev/null
+++ b/rust/crates/nfi-vector-core/src/kernels/mod.rs
@@ -0,0 +1,369 @@
+//! Exact, operation-driven indicator kernels reachable from current NFI source.
+//!
+//! Function names and parameters are TA-Lib semantics, never strategy identities.
+
+mod directional;
+mod moving;
+mod oscillator;
+mod rolling;
+
+pub use rolling::execute_rolling;
+pub(crate) use rolling::{stream as rolling_stream, RollingStream};
+
+#[cfg(test)]
+mod tests;
+
+use serde_json::{Map, Value};
+
+use crate::VectorCoreError;
+
+/// Full-length output columns from one exact indicator invocation.
+#[derive(Clone, Debug, PartialEq)]
+pub struct KernelOutput {
+    names: &'static [&'static str],
+    columns: Vec<Vec<f64>>,
+}
+
+/// Operation-bound, bounded TA-Lib state carried between Arrow batches.
+#[derive(Debug)]
+pub(crate) struct TalibStream {
+    name: String,
+    inner: TalibStreamInner,
+}
+
+#[derive(Debug)]
+enum TalibStreamInner {
+    Moving(moving::MovingStream),
+    Directional(directional::DirectionalStream),
+    Oscillator(oscillator::OscillatorStream),
+}
+
+impl TalibStream {
+    pub(crate) fn new(name: &str, arguments: &Map<String, Value>) -> Result<Self, VectorCoreError> {
+        let inner = if let Some(state) = moving::stream(name, arguments)? {
+            TalibStreamInner::Moving(state)
+        } else if let Some(state) = directional::stream(name, arguments)? {
+            TalibStreamInner::Directional(state)
+        } else if let Some(state) = oscillator::stream(name, arguments)? {
+            TalibStreamInner::Oscillator(state)
+        } else {
+            return Err(kernel_error(
+                name,
+                "operation is not in the exact streaming registry",
+            ));
+        };
+        Ok(Self {
+            name: name.to_owned(),
+            inner,
+        })
+    }
+
+    pub(crate) fn execute(&mut self, inputs: &[&[f64]]) -> Result<KernelOutput, VectorCoreError> {
+        let rows = validate_inputs(&self.name, inputs)?;
+        let columns = match &mut self.inner {
+            TalibStreamInner::Moving(state) => state.execute(inputs)?,
+            TalibStreamInner::Directional(state) => state.execute(inputs)?,
+            TalibStreamInner::Oscillator(state) => state.execute(inputs)?,
+        };
+        if columns.iter().any(|column| column.len() != rows) {
+            return Err(kernel_error(
+                &self.name,
+                "streaming output length differs from its input",
+            ));
+        }
+        Ok(KernelOutput::new(output_names(&self.name)?, columns))
+    }
+
+    pub(crate) fn retained(&self) -> usize {
+        match &self.inner {
+            TalibStreamInner::Moving(state) => state.retained(),
+            TalibStreamInner::Directional(state) => state.retained(),
+            TalibStreamInner::Oscillator(state) => state.retained(),
+        }
+    }
+}
+
+impl KernelOutput {
+    fn new(names: &'static [&'static str], columns: Vec<Vec<f64>>) -> Self {
+        Self { names, columns }
+    }
+
+    #[must_use]
+    pub const fn names(&self) -> &'static [&'static str] {
+        self.names
+    }
+
+    #[must_use]
+    pub fn columns(&self) -> &[Vec<f64>] {
+        &self.columns
+    }
+
+    /// Select one named output without relying on tuple position in callers.
+    #[must_use]
+    pub fn column(&self, name: &str) -> Option<&[f64]> {
+        self.names
+            .iter()
+            .position(|candidate| *candidate == name)
+            .and_then(|index| self.columns.get(index).map(Vec::as_slice))
+    }
+}
+
+/// Execute one pinned TA-Lib-compatible operation over complete input columns.
+///
+/// This is deliberately a generic operation API. It does not know an NFI class,
+/// Signal, pair, timerange, strategy hash, or expected result.
+///
+/// # Errors
+///
+/// Returns a fail-closed error for an unknown function, unsupported MA type,
+/// invalid parameter, input arity, or unequal column length.
+pub fn execute_talib(
+    name: &str,
+    inputs: &[&[f64]],
+    arguments: &Map<String, Value>,
+) -> Result<KernelOutput, VectorCoreError> {
+    let rows = validate_inputs(name, inputs)?;
+    let output = execute_moving(name, inputs, arguments)?
+        .or(execute_directional(name, inputs, arguments)?)
+        .or(execute_oscillator(name, inputs, arguments)?)
+        .ok_or_else(|| kernel_error(name, "operation is not in the exact kernel registry"))?;
+    if output.columns.iter().any(|column| column.len() != rows) {
+        return Err(kernel_error(
+            name,
+            "kernel output length differs from its input",
+        ));
+    }
+    Ok(output)
+}
+
+fn execute_moving(
+    name: &str,
+    inputs: &[&[f64]],
+    arguments: &Map<String, Value>,
+) -> Result<Option<KernelOutput>, VectorCoreError> {
+    let output = match name {
+        "BBANDS" => {
+            if integer(arguments, "matype", 0)? != 0 {
+                return Err(kernel_error(
+                    name,
+                    "only exact TA-Lib SMA bands are implemented",
+                ));
+            }
+            let (upper, middle, lower) = moving::bbands_sma(
+                input(inputs, 0)?,
+                integer(arguments, "timeperiod", 5)?,
+                number(arguments, "nbdevup", 2.0)?,
+                number(arguments, "nbdevdn", 2.0)?,
+            )?;
+            KernelOutput::new(
+                &["upperband", "middleband", "lowerband"],
+                vec![upper, middle, lower],
+            )
+        }
+        "EMA" => single(moving::ema(
+            input(inputs, 0)?,
+            integer(arguments, "timeperiod", 30)?,
+        )?),
+        "MAX" => single(moving::max(
+            input(inputs, 0)?,
+            integer(arguments, "timeperiod", 30)?,
+        )?),
+        "MIN" => single(moving::min(
+            input(inputs, 0)?,
+            integer(arguments, "timeperiod", 30)?,
+        )?),
+        "ROC" => single(moving::roc(
+            input(inputs, 0)?,
+            integer(arguments, "timeperiod", 10)?,
+        )?),
+        "SMA" => single(moving::sma(
+            input(inputs, 0)?,
+            integer(arguments, "timeperiod", 30)?,
+        )?),
+        "STDDEV" => single(moving::stddev(
+            input(inputs, 0)?,
+            integer(arguments, "timeperiod", 5)?,
+            number(arguments, "nbdev", 1.0)?,
+        )?),
+        "SUM" => single(moving::sum(
+            input(inputs, 0)?,
+            integer(arguments, "timeperiod", 30)?,
+        )?),
+        _ => return Ok(None),
+    };
+    Ok(Some(output))
+}
+
+fn execute_directional(
+    name: &str,
+    inputs: &[&[f64]],
+    arguments: &Map<String, Value>,
+) -> Result<Option<KernelOutput>, VectorCoreError> {
+    let output = match name {
+        "ADX" => KernelOutput::new(
+            &["real"],
+            vec![directional::adx(
+                input(inputs, 0)?,
+                input(inputs, 1)?,
+                input(inputs, 2)?,
+                integer(arguments, "timeperiod", 14)?,
+            )?],
+        ),
+        "AROON" => {
+            let (down, up) = directional::aroon(
+                input(inputs, 0)?,
+                input(inputs, 1)?,
+                integer(arguments, "timeperiod", 14)?,
+            )?;
+            KernelOutput::new(&["aroondown", "aroonup"], vec![down, up])
+        }
+        "MINUS_DI" => KernelOutput::new(
+            &["real"],
+            vec![directional::minus_di(
+                input(inputs, 0)?,
+                input(inputs, 1)?,
+                input(inputs, 2)?,
+                integer(arguments, "timeperiod", 14)?,
+            )?],
+        ),
+        "PLUS_DI" => KernelOutput::new(
+            &["real"],
+            vec![directional::plus_di(
+                input(inputs, 0)?,
+                input(inputs, 1)?,
+                input(inputs, 2)?,
+                integer(arguments, "timeperiod", 14)?,
+            )?],
+        ),
+        "WILLR" => KernelOutput::new(
+            &["real"],
+            vec![directional::willr(
+                input(inputs, 0)?,
+                input(inputs, 1)?,
+                input(inputs, 2)?,
+                integer(arguments, "timeperiod", 14)?,
+            )?],
+        ),
+        _ => return Ok(None),
+    };
+    Ok(Some(output))
+}
+
+fn execute_oscillator(
+    name: &str,
+    inputs: &[&[f64]],
+    arguments: &Map<String, Value>,
+) -> Result<Option<KernelOutput>, VectorCoreError> {
+    let output = match name {
+        "CCI" => single(oscillator::cci(
+            input(inputs, 0)?,
+            input(inputs, 1)?,
+            input(inputs, 2)?,
+            integer(arguments, "timeperiod", 14)?,
+        )?),
+        "MFI" => single(oscillator::mfi(
+            input(inputs, 0)?,
+            input(inputs, 1)?,
+            input(inputs, 2)?,
+            input(inputs, 3)?,
+            integer(arguments, "timeperiod", 14)?,
+        )?),
+        "OBV" => single(oscillator::obv(input(inputs, 0)?, input(inputs, 1)?)?),
+        "RSI" => single(oscillator::rsi(
+            input(inputs, 0)?,
+            integer(arguments, "timeperiod", 14)?,
+        )?),
+        "STOCHF" => {
+            if integer(arguments, "fastd_matype", 0)? != 0 {
+                return Err(kernel_error(
+                    name,
+                    "only exact TA-Lib SMA fast-D is implemented",
+                ));
+            }
+            let (fast_k, fast_d) = oscillator::stochf(
+                input(inputs, 0)?,
+                input(inputs, 1)?,
+                input(inputs, 2)?,
+                integer(arguments, "fastk_period", 5)?,
+                integer(arguments, "fastd_period", 3)?,
+            )?;
+            KernelOutput::new(&["fastk", "fastd"], vec![fast_k, fast_d])
+        }
+        "ULTOSC" => single(oscillator::ultosc(
+            input(inputs, 0)?,
+            input(inputs, 1)?,
+            input(inputs, 2)?,
+            integer(arguments, "timeperiod1", 7)?,
+            integer(arguments, "timeperiod2", 14)?,
+            integer(arguments, "timeperiod3", 28)?,
+        )?),
+        _ => return Ok(None),
+    };
+    Ok(Some(output))
+}
+
+fn single(column: Vec<f64>) -> KernelOutput {
+    KernelOutput::new(&["real"], vec![column])
+}
+
+fn output_names(name: &str) -> Result<&'static [&'static str], VectorCoreError> {
+    match name {
+        "AROON" => Ok(&["aroondown", "aroonup"]),
+        "BBANDS" => Ok(&["upperband", "middleband", "lowerband"]),
+        "STOCHF" => Ok(&["fastk", "fastd"]),
+        "ADX" | "CCI" | "EMA" | "MAX" | "MFI" | "MIN" | "MINUS_DI" | "OBV" | "PLUS_DI" | "ROC"
+        | "RSI" | "SMA" | "STDDEV" | "SUM" | "ULTOSC" | "WILLR" => Ok(&["real"]),
+        _ => Err(kernel_error(name, "operation has no exact output contract")),
+    }
+}
+
+fn validate_inputs(name: &str, inputs: &[&[f64]]) -> Result<usize, VectorCoreError> {
+    let Some(first) = inputs.first() else {
+        return Err(kernel_error(name, "indicator requires at least one input"));
+    };
+    if inputs.iter().any(|input| input.len() != first.len()) {
+        return Err(kernel_error(name, "indicator input lengths differ"));
+    }
+    Ok(first.len())
+}
+
+fn input<'a>(inputs: &'a [&[f64]], index: usize) -> Result<&'a [f64], VectorCoreError> {
+    inputs
+        .get(index)
+        .copied()
+        .ok_or_else(|| VectorCoreError::InvalidState(format!("missing indicator input {index}")))
+}
+
+fn integer(
+    arguments: &Map<String, Value>,
+    name: &str,
+    default: usize,
+) -> Result<usize, VectorCoreError> {
+    arguments.get(name).map_or(Ok(default), |value| {
+        value
+            .as_u64()
+            .and_then(|item| usize::try_from(item).ok())
+            .ok_or_else(|| {
+                VectorCoreError::InvalidState(format!("invalid integer argument {name}"))
+            })
+    })
+}
+
+fn number(
+    arguments: &Map<String, Value>,
+    name: &str,
+    default: f64,
+) -> Result<f64, VectorCoreError> {
+    arguments.get(name).map_or(Ok(default), |value| {
+        value
+            .as_f64()
+            .filter(|item| item.is_finite())
+            .ok_or_else(|| {
+                VectorCoreError::InvalidState(format!("invalid numeric argument {name}"))
+            })
+    })
+}
+
+fn kernel_error(name: &str, message: &str) -> VectorCoreError {
+    VectorCoreError::InvalidState(format!("TA-Lib {name}: {message}"))
+}
diff --git a/rust/crates/nfi-vector-core/src/kernels/moving.rs b/rust/crates/nfi-vector-core/src/kernels/moving.rs
new file mode 100644
index 0000000..929bdb7
--- /dev/null
+++ b/rust/crates/nfi-vector-core/src/kernels/moving.rs
@@ -0,0 +1,920 @@
+//! Exact scalar ports of the TA-Lib v0.6.4 moving kernels used by NFI.
+
+use std::collections::VecDeque;
+
+use serde_json::{Map, Value};
+
+use crate::VectorCoreError;
+
+const MAX_PERIOD: usize = 100_000;
+type Bands = (Vec<f64>, Vec<f64>, Vec<f64>);
+
+/// Bounded state for one exact TA-Lib-compatible moving kernel.
+#[derive(Debug)]
+pub(super) enum MovingStream {
+    Sum {
+        period: usize,
+        total: f64,
+        values: VecDeque<f64>,
+        average: bool,
+    },
+    Ema {
+        period: usize,
+        count: usize,
+        seed_total: f64,
+        previous: Option<f64>,
+    },
+    Extreme {
+        period: usize,
+        seen: usize,
+        values: VecDeque<f64>,
+        maximum: bool,
+    },
+    Roc {
+        period: usize,
+        seen: usize,
+        values: VecDeque<f64>,
+    },
+    Stddev {
+        period: usize,
+        total_one: f64,
+        total_two: f64,
+        values: VecDeque<f64>,
+        nb_dev: f64,
+    },
+    Bbands {
+        period: usize,
+        total_one: f64,
+        total_two: f64,
+        values: VecDeque<f64>,
+        nb_dev_up: f64,
+        nb_dev_down: f64,
+    },
+}
+
+/// Build bounded streaming state for a moving indicator, if it is supported.
+pub(super) fn stream(
+    name: &str,
+    arguments: &Map<String, Value>,
+) -> Result<Option<MovingStream>, VectorCoreError> {
+    let state = match name {
+        "SMA" => MovingStream::Sum {
+            period: argument_period(arguments, 30, "SMA")?,
+            total: 0.0,
+            values: VecDeque::new(),
+            average: true,
+        },
+        "SUM" => MovingStream::Sum {
+            period: argument_period(arguments, 30, "SUM")?,
+            total: 0.0,
+            values: VecDeque::new(),
+            average: false,
+        },
+        "EMA" => MovingStream::Ema {
+            period: argument_period(arguments, 30, "EMA")?,
+            count: 0,
+            seed_total: 0.0,
+            previous: None,
+        },
+        "MIN" => MovingStream::Extreme {
+            period: argument_period(arguments, 30, "MIN")?,
+            seen: 0,
+            values: VecDeque::new(),
+            maximum: false,
+        },
+        "MAX" => MovingStream::Extreme {
+            period: argument_period(arguments, 30, "MAX")?,
+            seen: 0,
+            values: VecDeque::new(),
+            maximum: true,
+        },
+        "ROC" => MovingStream::Roc {
+            period: argument_period_minimum(arguments, 10, "ROC", 1)?,
+            seen: 0,
+            values: VecDeque::new(),
+        },
+        "STDDEV" => MovingStream::Stddev {
+            period: argument_period(arguments, 5, "STDDEV")?,
+            total_one: 0.0,
+            total_two: 0.0,
+            values: VecDeque::new(),
+            nb_dev: argument_number(arguments, "nbdev", 1.0)?,
+        },
+        "BBANDS" => {
+            if argument_integer(arguments, "matype", 0)? != 0 {
+                return Err(VectorCoreError::InvalidProgram(
+                    "BBANDS only supports TA-Lib SMA matype 0".to_owned(),
+                ));
+            }
+            MovingStream::Bbands {
+                period: argument_period(arguments, 5, "BBANDS")?,
+                total_one: 0.0,
+                total_two: 0.0,
+                values: VecDeque::new(),
+                nb_dev_up: argument_number(arguments, "nbdevup", 2.0)?,
+                nb_dev_down: argument_number(arguments, "nbdevdn", 2.0)?,
+            }
+        }
+        _ => return Ok(None),
+    };
+    Ok(Some(state))
+}
+
+impl MovingStream {
+    /// Process exactly the supplied rows and return one same-length output per column.
+    pub(super) fn execute(&mut self, inputs: &[&[f64]]) -> Result<Vec<Vec<f64>>, VectorCoreError> {
+        let values = single_stream_input(inputs)?;
+        match self {
+            Self::Bbands { .. } => {
+                let mut upper = Vec::with_capacity(values.len());
+                let mut middle = Vec::with_capacity(values.len());
+                let mut lower = Vec::with_capacity(values.len());
+                for value in values {
+                    let (next_upper, next_middle, next_lower) = self.next_bbands(*value);
+                    upper.push(next_upper);
+                    middle.push(next_middle);
+                    lower.push(next_lower);
+                }
+                Ok(vec![upper, middle, lower])
+            }
+            _ => Ok(vec![values
+                .iter()
+                .map(|value| self.next_single(*value))
+                .collect()]),
+        }
+    }
+
+    /// Number of historical values retained for cross-batch exactness.
+    pub(super) fn retained(&self) -> usize {
+        match self {
+            Self::Sum { values, .. }
+            | Self::Extreme { values, .. }
+            | Self::Roc { values, .. }
+            | Self::Stddev { values, .. }
+            | Self::Bbands { values, .. } => values.len(),
+            Self::Ema { .. } => 0,
+        }
+    }
+
+    fn next_single(&mut self, value: f64) -> f64 {
+        match self {
+            Self::Sum {
+                period,
+                total,
+                values,
+                average,
+            } => next_sum(value, *period, total, values, *average),
+            Self::Ema {
+                period,
+                count,
+                seed_total,
+                previous,
+            } => next_ema(value, *period, count, seed_total, previous),
+            Self::Extreme {
+                period,
+                seen,
+                values,
+                maximum,
+            } => next_extreme(value, *period, seen, values, *maximum),
+            Self::Roc {
+                period,
+                seen,
+                values,
+            } => next_roc(value, *period, seen, values),
+            Self::Stddev {
+                period,
+                total_one,
+                total_two,
+                values,
+                nb_dev,
+            } => next_stddev(value, *period, total_one, total_two, values, *nb_dev),
+            Self::Bbands { .. } => unreachable!("BBANDS has three outputs"),
+        }
+    }
+
+    fn next_bbands(&mut self, value: f64) -> BandsRow {
+        let Self::Bbands {
+            period,
+            total_one,
+            total_two,
+            values,
+            nb_dev_up,
+            nb_dev_down,
+        } = self
+        else {
+            unreachable!("only BBANDS has three outputs");
+        };
+        next_bbands(
+            value,
+            *period,
+            total_one,
+            total_two,
+            values,
+            *nb_dev_up,
+            *nb_dev_down,
+        )
+    }
+}
+
+type BandsRow = (f64, f64, f64);
+
+fn argument_period(
+    arguments: &Map<String, Value>,
+    default: usize,
+    name: &str,
+) -> Result<usize, VectorCoreError> {
+    argument_period_minimum(arguments, default, name, 2)
+}
+
+fn argument_period_minimum(
+    arguments: &Map<String, Value>,
+    default: usize,
+    name: &str,
+    minimum: usize,
+) -> Result<usize, VectorCoreError> {
+    let period = argument_integer(arguments, "timeperiod", default)?;
+    validate_period(period, minimum, name)?;
+    Ok(period)
+}
+
+fn argument_integer(
+    arguments: &Map<String, Value>,
+    name: &str,
+    default: usize,
+) -> Result<usize, VectorCoreError> {
+    let Some(value) = arguments.get(name) else {
+        return Ok(default);
+    };
+    value
+        .as_u64()
+        .and_then(|value| usize::try_from(value).ok())
+        .ok_or_else(|| {
+            VectorCoreError::InvalidProgram(format!(
+                "moving kernel argument {name} must be an integer"
+            ))
+        })
+}
+
+fn argument_number(
+    arguments: &Map<String, Value>,
+    name: &str,
+    default: f64,
+) -> Result<f64, VectorCoreError> {
+    let Some(value) = arguments.get(name) else {
+        return Ok(default);
+    };
+    value.as_f64().ok_or_else(|| {
+        VectorCoreError::InvalidProgram(format!("moving kernel argument {name} must be numeric"))
+    })
+}
+
+fn single_stream_input<'a>(inputs: &'a [&[f64]]) -> Result<&'a [f64], VectorCoreError> {
+    match inputs {
+        [values] => Ok(values),
+        _ => Err(VectorCoreError::InvalidProgram(
+            "moving stream requires exactly one input column".to_owned(),
+        )),
+    }
+}
+
+fn next_sum(
+    value: f64,
+    period: usize,
+    total: &mut f64,
+    values: &mut VecDeque<f64>,
+    average: bool,
+) -> f64 {
+    *total += value;
+    values.push_back(value);
+    if values.len() < period {
+        return f64::NAN;
+    }
+    let current = *total;
+    let trailing = values
+        .pop_front()
+        .expect("full rolling sum has a trailing value");
+    *total -= trailing;
+    if average {
+        current / period_as_f64(period)
+    } else {
+        current
+    }
+}
+
+fn next_ema(
+    value: f64,
+    period: usize,
+    count: &mut usize,
+    seed_total: &mut f64,
+    previous: &mut Option<f64>,
+) -> f64 {
+    if *count < period - 1 {
+        *count += 1;
+        *seed_total += value;
+        return f64::NAN;
+    }
+    if *count == period - 1 {
+        *count += 1;
+        *seed_total += value;
+        let seed = *seed_total / period_as_f64(period);
+        *previous = Some(seed);
+        return seed;
+    }
+    let previous_value = previous.as_mut().expect("EMA seed exists after warmup");
+    let k = 2.0 / (period_as_f64(period) + 1.0);
+    *previous_value = ((value - *previous_value) * k) + *previous_value;
+    *previous_value
+}
+
+fn next_extreme(
+    value: f64,
+    period: usize,
+    seen: &mut usize,
+    values: &mut VecDeque<f64>,
+    maximum: bool,
+) -> f64 {
+    *seen = (*seen + 1).min(period);
+    values.push_back(value);
+    if *seen < period {
+        return f64::NAN;
+    }
+    let mut extreme = values[0];
+    for candidate in values.iter().skip(1) {
+        if if maximum {
+            *candidate > extreme
+        } else {
+            *candidate < extreme
+        } {
+            extreme = *candidate;
+        }
+    }
+    values.pop_front();
+    extreme
+}
+
+fn next_roc(value: f64, period: usize, seen: &mut usize, values: &mut VecDeque<f64>) -> f64 {
+    let output = if *seen < period {
+        f64::NAN
+    } else {
+        let previous = values[0];
+        if exact_equal(previous, 0.0) {
+            0.0
+        } else {
+            ((value / previous) - 1.0) * 100.0
+        }
+    };
+    *seen = (*seen + 1).min(period);
+    values.push_back(value);
+    if values.len() > period {
+        values.pop_front();
+    }
+    output
+}
+
+fn next_stddev(
+    value: f64,
+    period: usize,
+    total_one: &mut f64,
+    total_two: &mut f64,
+    values: &mut VecDeque<f64>,
+    nb_dev: f64,
+) -> f64 {
+    let Some((variance, _)) = next_variance(value, period, total_one, total_two, values) else {
+        return f64::NAN;
+    };
+    if variance > 0.0 {
+        if is_one(nb_dev) {
+            variance.sqrt()
+        } else {
+            variance.sqrt() * nb_dev
+        }
+    } else {
+        0.0
+    }
+}
+
+fn next_bbands(
+    value: f64,
+    period: usize,
+    total_one: &mut f64,
+    total_two: &mut f64,
+    values: &mut VecDeque<f64>,
+    nb_dev_up: f64,
+    nb_dev_down: f64,
+) -> BandsRow {
+    let Some((variance, mean)) = next_variance(value, period, total_one, total_two, values) else {
+        return (f64::NAN, f64::NAN, f64::NAN);
+    };
+    let deviation = if variance > 0.0 { variance.sqrt() } else { 0.0 };
+    if exact_equal(nb_dev_up, nb_dev_down) {
+        if is_one(nb_dev_up) {
+            (mean + deviation, mean, mean - deviation)
+        } else {
+            let scaled = deviation * nb_dev_up;
+            (mean + scaled, mean, mean - scaled)
+        }
+    } else if is_one(nb_dev_up) {
+        (mean + deviation, mean, mean - (deviation * nb_dev_down))
+    } else if is_one(nb_dev_down) {
+        (mean + (deviation * nb_dev_up), mean, mean - deviation)
+    } else {
+        (
+            mean + (deviation * nb_dev_up),
+            mean,
+            mean - (deviation * nb_dev_down),
+        )
+    }
+}
+
+fn next_variance(
+    value: f64,
+    period: usize,
+    total_one: &mut f64,
+    total_two: &mut f64,
+    values: &mut VecDeque<f64>,
+) -> Option<(f64, f64)> {
+    *total_one += value;
+    *total_two += value * value;
+    values.push_back(value);
+    if values.len() < period {
+        return None;
+    }
+    let mean_one = *total_one / period_as_f64(period);
+    let mean_two = *total_two / period_as_f64(period);
+    let trailing = values
+        .pop_front()
+        .expect("full rolling variance has a trailing value");
+    *total_one -= trailing;
+    *total_two -= trailing * trailing;
+    Some((mean_two - (mean_one * mean_one), mean_one))
+}
+
+pub(super) fn sma(values: &[f64], period: usize) -> Result<Vec<f64>, VectorCoreError> {
+    validate_period(period, 2, "SMA")?;
+    Ok(rolling_sum(values, period, true))
+}
+
+pub(super) fn ema(values: &[f64], period: usize) -> Result<Vec<f64>, VectorCoreError> {
+    validate_period(period, 2, "EMA")?;
+    let mut output = warmup(values.len());
+    if values.len() < period {
+        return Ok(output);
+    }
+    let mut total = 0.0;
+    for value in &values[..period] {
+        total += value;
+    }
+    let period_as_f64 = period_as_f64(period);
+    let k = 2.0 / (period_as_f64 + 1.0);
+    let mut previous = total / period_as_f64;
+    output[period - 1] = previous;
+    for (index, value) in values.iter().enumerate().skip(period) {
+        previous = ((*value - previous) * k) + previous;
+        output[index] = previous;
+    }
+    Ok(output)
+}
+
+pub(super) fn min(values: &[f64], period: usize) -> Result<Vec<f64>, VectorCoreError> {
+    rolling_extreme(values, period, false)
+}
+
+pub(super) fn max(values: &[f64], period: usize) -> Result<Vec<f64>, VectorCoreError> {
+    rolling_extreme(values, period, true)
+}
+
+pub(super) fn sum(values: &[f64], period: usize) -> Result<Vec<f64>, VectorCoreError> {
+    validate_period(period, 2, "SUM")?;
+    Ok(rolling_sum(values, period, false))
+}
+
+pub(super) fn roc(values: &[f64], period: usize) -> Result<Vec<f64>, VectorCoreError> {
+    validate_period(period, 1, "ROC")?;
+    let mut output = warmup(values.len());
+    for index in period..values.len() {
+        let previous = values[index - period];
+        output[index] = if exact_equal(previous, 0.0) {
+            0.0
+        } else {
+            ((values[index] / previous) - 1.0) * 100.0
+        };
+    }
+    Ok(output)
+}
+
+pub(super) fn stddev(
+    values: &[f64],
+    period: usize,
+    nb_dev: f64,
+) -> Result<Vec<f64>, VectorCoreError> {
+    stddev_with_nbdev(values, period, nb_dev)
+}
+
+pub(super) fn bbands_sma(
+    values: &[f64],
+    period: usize,
+    nb_dev_up: f64,
+    nb_dev_down: f64,
+) -> Result<Bands, VectorCoreError> {
+    validate_period(period, 2, "BBANDS")?;
+    let middle = sma(values, period)?;
+    let deviations = stddev_using_precalculated_sma(values, &middle, period);
+    let mut upper = warmup(values.len());
+    let mut lower = warmup(values.len());
+    for index in (period - 1)..values.len() {
+        let deviation = deviations[index];
+        let average = middle[index];
+        if exact_equal(nb_dev_up, nb_dev_down) {
+            if is_one(nb_dev_up) {
+                upper[index] = average + deviation;
+                lower[index] = average - deviation;
+            } else {
+                let scaled = deviation * nb_dev_up;
+                upper[index] = average + scaled;
+                lower[index] = average - scaled;
+            }
+        } else if is_one(nb_dev_up) {
+            upper[index] = average + deviation;
+            lower[index] = average - (deviation * nb_dev_down);
+        } else if is_one(nb_dev_down) {
+            lower[index] = average - deviation;
+            upper[index] = average + (deviation * nb_dev_up);
+        } else {
+            upper[index] = average + (deviation * nb_dev_up);
+            lower[index] = average - (deviation * nb_dev_down);
+        }
+    }
+    Ok((upper, middle, lower))
+}
+
+fn validate_period(period: usize, minimum: usize, name: &str) -> Result<(), VectorCoreError> {
+    if !(minimum..=MAX_PERIOD).contains(&period) {
+        return Err(VectorCoreError::InvalidProgram(format!(
+            "{name} timeperiod must be in {minimum}..={MAX_PERIOD}"
+        )));
+    }
+    Ok(())
+}
+
+fn warmup(length: usize) -> Vec<f64> {
+    vec![f64::NAN; length]
+}
+
+/// TA-Lib permits periods through 100,000, so this cast is exact on all targets.
+#[allow(clippy::cast_precision_loss)]
+fn period_as_f64(period: usize) -> f64 {
+    period as f64
+}
+
+/// TA-Lib selects optimized band branches with exact IEEE equality.
+#[allow(clippy::float_cmp)]
+fn exact_equal(left: f64, right: f64) -> bool {
+    left == right
+}
+
+fn is_one(value: f64) -> bool {
+    exact_equal(value, 1.0)
+}
+
+fn rolling_sum(values: &[f64], period: usize, average: bool) -> Vec<f64> {
+    let mut output = warmup(values.len());
+    if values.len() < period {
+        return output;
+    }
+    let mut total = 0.0;
+    let mut trailing = 0;
+    for value in &values[..period - 1] {
+        total += value;
+    }
+    for today in (period - 1)..values.len() {
+        total += values[today];
+        let current = total;
+        total -= values[trailing];
+        output[today] = if average {
+            current / period_as_f64(period)
+        } else {
+            current
+        };
+        trailing += 1;
+    }
+    output
+}
+
+fn rolling_extreme(
+    values: &[f64],
+    period: usize,
+    maximum: bool,
+) -> Result<Vec<f64>, VectorCoreError> {
+    validate_period(period, 2, if maximum { "MAX" } else { "MIN" })?;
+    let mut output = warmup(values.len());
+    if values.len() < period {
+        return Ok(output);
+    }
+    let mut extreme_index = None;
+    let mut extreme = 0.0;
+    for (trailing, today) in ((period - 1)..values.len()).enumerate() {
+        let current = values[today];
+        if extreme_index.is_none_or(|index| index < trailing) {
+            extreme_index = Some(trailing);
+            extreme = values[trailing];
+            for (index, candidate) in values.iter().enumerate().take(today + 1).skip(trailing + 1) {
+                if if maximum {
+                    *candidate > extreme
+                } else {
+                    *candidate < extreme
+                } {
+                    extreme_index = Some(index);
+                    extreme = *candidate;
+                }
+            }
+        } else if if maximum {
+            current >= extreme
+        } else {
+            current <= extreme
+        } {
+            extreme_index = Some(today);
+            extreme = current;
+        }
+        output[today] = extreme;
+    }
+    Ok(output)
+}
+
+fn stddev_with_nbdev(
+    values: &[f64],
+    period: usize,
+    nb_dev: f64,
+) -> Result<Vec<f64>, VectorCoreError> {
+    validate_period(period, 2, "STDDEV")?;
+    let mut output = variance(values, period);
+    for value in output.iter_mut().skip(period - 1) {
+        if *value > 0.0 {
+            *value = if is_one(nb_dev) {
+                value.sqrt()
+            } else {
+                value.sqrt() * nb_dev
+            };
+        } else {
+            *value = 0.0;
+        }
+    }
+    Ok(output)
+}
+
+fn variance(values: &[f64], period: usize) -> Vec<f64> {
+    let mut output = warmup(values.len());
+    if values.len() < period {
+        return output;
+    }
+    let mut total_one = 0.0;
+    let mut total_two = 0.0;
+    for value in &values[..period - 1] {
+        total_one += value;
+        total_two += value * value;
+    }
+    for (trailing, today) in ((period - 1)..values.len()).enumerate() {
+        let value = values[today];
+        total_one += value;
+        total_two += value * value;
+        let mean_one = total_one / period_as_f64(period);
+        let mean_two = total_two / period_as_f64(period);
+        let value = values[trailing];
+        total_one -= value;
+        total_two -= value * value;
+        output[today] = mean_two - (mean_one * mean_one);
+    }
+    output
+}
+
+fn stddev_using_precalculated_sma(values: &[f64], averages: &[f64], period: usize) -> Vec<f64> {
+    let mut output = warmup(values.len());
+    if values.len() < period {
+        return output;
+    }
+    let mut total_two = 0.0;
+    for value in &values[..period - 1] {
+        total_two += value * value;
+    }
+    for (trailing, index) in ((period - 1)..values.len()).enumerate() {
+        let value = values[index];
+        total_two += value * value;
+        let mut mean_two = total_two / period_as_f64(period);
+        let value = values[trailing];
+        total_two -= value * value;
+        mean_two -= averages[index] * averages[index];
+        output[index] = if mean_two > 0.0 { mean_two.sqrt() } else { 0.0 };
+    }
+    output
+}
+
+#[cfg(test)]
+mod tests {
+    use serde_json::{json, Map, Value};
+
+    use super::*;
+
+    fn assert_bits(actual: &[f64], expected: &[f64]) {
+        assert_eq!(actual.len(), expected.len());
+        for (actual, expected) in actual.iter().zip(expected) {
+            assert_eq!(actual.to_bits(), expected.to_bits());
+        }
+    }
+
+    #[test]
+    fn moving_averages_and_sum_match_talib_order() {
+        let values = [1.0, 2.0, 3.0, 4.0, 5.0];
+        assert_bits(
+            &sma(&values, 3).expect("valid SMA"),
+            &[f64::NAN, f64::NAN, 2.0, 3.0, 4.0],
+        );
+        assert_bits(
+            &ema(&values, 3).expect("valid EMA"),
+            &[f64::NAN, f64::NAN, 2.0, 3.0, 4.0],
+        );
+        assert_bits(
+            &sum(&values, 3).expect("valid SUM"),
+            &[f64::NAN, f64::NAN, 6.0, 9.0, 12.0],
+        );
+    }
+
+    #[test]
+    fn extrema_and_roc_preserve_talib_comparisons_and_zero_rule() {
+        let values = [3.0, 1.0, 2.0, 4.0, 0.0];
+        assert_bits(
+            &min(&values, 3).expect("valid MIN"),
+            &[f64::NAN, f64::NAN, 1.0, 1.0, 0.0],
+        );
+        assert_bits(
+            &max(&values, 3).expect("valid MAX"),
+            &[f64::NAN, f64::NAN, 3.0, 4.0, 4.0],
+        );
+        assert_bits(
+            &roc(&[0.0, 2.0, 4.0], 1).expect("valid ROC"),
+            &[f64::NAN, 0.0, 100.0],
+        );
+    }
+
+    #[test]
+    fn stddev_and_sma_bbands_match_talib_variance_path() {
+        let values = [1.0, 2.0, 3.0, 4.0, 5.0];
+        assert_bits(
+            &stddev(&values, 3, 1.0).expect("valid STDDEV"),
+            &[
+                f64::NAN,
+                f64::NAN,
+                f64::from_bits(0x3fea_20bd_700c_2c40),
+                f64::from_bits(0x3fea_20bd_700c_2c3b),
+                f64::from_bits(0x3fea_20bd_700c_2c45),
+            ],
+        );
+        let (upper, middle, lower) = bbands_sma(&values, 3, 2.0, 2.0).expect("valid BBANDS");
+        assert_bits(&middle, &[f64::NAN, f64::NAN, 2.0, 3.0, 4.0]);
+        assert_bits(
+            &upper,
+            &[
+                f64::NAN,
+                f64::NAN,
+                f64::from_bits(0x400d_105e_b806_1620),
+                f64::from_bits(0x4012_882f_5c03_0b0f),
+                f64::from_bits(0x4016_882f_5c03_0b11),
+            ],
+        );
+        assert_bits(
+            &lower,
+            &[
+                f64::NAN,
+                f64::NAN,
+                f64::from_bits(0x3fd7_7d0a_3fcf_4f00),
+                f64::from_bits(0x3ff5_df42_8ff3_d3c5),
+                f64::from_bits(0x4002_efa1_47f9_e9de),
+            ],
+        );
+    }
+
+    #[test]
+    fn invalid_periods_fail_closed() {
+        assert!(sma(&[1.0], 1).is_err());
+        assert!(roc(&[1.0], 0).is_err());
+        assert!(bbands_sma(&[1.0], MAX_PERIOD + 1, 2.0, 2.0).is_err());
+    }
+
+    #[test]
+    fn streams_match_batch_kernels_across_arbitrary_boundaries() {
+        let values = [
+            3.0, 1.0, 4.0, 1.5, 9.0, 2.0, 6.0, 5.0, 3.5, 5.5, 8.0, 9.5, 7.0,
+        ];
+        let period = 3;
+        let defaults = arguments(&json!({"timeperiod": 3}));
+        assert_stream(
+            "SMA",
+            &defaults,
+            &values,
+            &[sma(&values, period).expect("SMA")],
+            period,
+        );
+        assert_stream(
+            "EMA",
+            &defaults,
+            &values,
+            &[ema(&values, period).expect("EMA")],
+            period,
+        );
+        assert_stream(
+            "MIN",
+            &defaults,
+            &values,
+            &[min(&values, period).expect("MIN")],
+            period,
+        );
+        assert_stream(
+            "MAX",
+            &defaults,
+            &values,
+            &[max(&values, period).expect("MAX")],
+            period,
+        );
+        assert_stream(
+            "SUM",
+            &defaults,
+            &values,
+            &[sum(&values, period).expect("SUM")],
+            period,
+        );
+        assert_stream(
+            "ROC",
+            &defaults,
+            &values,
+            &[roc(&values, period).expect("ROC")],
+            period,
+        );
+        let stddev_arguments = arguments(&json!({"timeperiod": 3, "nbdev": 1.75}));
+        assert_stream(
+            "STDDEV",
+            &stddev_arguments,
+            &values,
+            &[stddev(&values, period, 1.75).expect("STDDEV")],
+            period,
+        );
+        let bbands_arguments = arguments(&json!({
+            "timeperiod": 3,
+            "nbdevup": 2.0,
+            "nbdevdn": 1.5,
+            "matype": 0,
+        }));
+        let (upper, middle, lower) = bbands_sma(&values, period, 2.0, 1.5).expect("BBANDS");
+        assert_stream(
+            "BBANDS",
+            &bbands_arguments,
+            &values,
+            &[upper, middle, lower],
+            period,
+        );
+    }
+
+    #[test]
+    fn streaming_rejects_wrong_input_arity_and_unsupported_bbands_matype() {
+        let mut state = stream("SMA", &arguments(&json!({"timeperiod": 3})))
+            .expect("valid stream")
+            .expect("moving stream");
+        assert!(state.execute(&[]).is_err());
+        assert!(state.execute(&[&[1.0][..], &[1.0][..]]).is_err());
+        assert!(stream("BBANDS", &arguments(&json!({"matype": 1}))).is_err());
+        assert!(stream("RSI", &Map::new())
+            .expect("supported lookup")
+            .is_none());
+    }
+
+    fn arguments(value: &Value) -> Map<String, Value> {
+        value.as_object().expect("argument object").clone()
+    }
+
+    fn assert_stream(
+        name: &str,
+        arguments: &Map<String, Value>,
+        values: &[f64],
+        expected: &[Vec<f64>],
+        period: usize,
+    ) {
+        let mut state = stream(name, arguments)
+            .expect("valid moving stream")
+            .expect("moving operation");
+        let mut actual = vec![Vec::new(); expected.len()];
+        let mut start = 0;
+        for requested in [1, 2, 1, 3, 1, 5] {
+            if start == values.len() {
+                break;
+            }
+            let end = (start + requested).min(values.len());
+            let output = state.execute(&[&values[start..end]]).expect("stream batch");
+            for (actual, output) in actual.iter_mut().zip(output) {
+                actual.extend(output);
+            }
+            assert!(state.retained() <= period);
+            start = end;
+        }
+        assert_eq!(start, values.len());
+        for (actual, expected) in actual.iter().zip(expected) {
+            assert_bits(actual, expected);
+        }
+    }
+}
diff --git a/rust/crates/nfi-vector-core/src/kernels/oscillator.rs b/rust/crates/nfi-vector-core/src/kernels/oscillator.rs
new file mode 100644
index 0000000..1f131fb
--- /dev/null
+++ b/rust/crates/nfi-vector-core/src/kernels/oscillator.rs
@@ -0,0 +1,1580 @@
+//! Exact batch-local ports of the supported TA-Lib oscillator kernels.
+//!
+//! These functions use the TA-Lib v0.6.4 default global settings: no unstable
+//! period and default compatibility. Outputs retain the input length, with the
+//! unavailable lookback prefix represented by canonical quiet NaNs.
+
+use std::collections::VecDeque;
+
+use serde_json::{Map, Value};
+
+use crate::error::VectorCoreError;
+
+const MAX_PERIOD: usize = 100_000;
+const TA_EPSILON: f64 = 0.000_000_000_000_01;
+
+/// TA-Lib RSI with the default compatibility and unstable-period settings.
+pub(super) fn rsi(in_real: &[f64], period: usize) -> Result<Vec<f64>, VectorCoreError> {
+    validate_period("RSI", "period", period, 2)?;
+    let mut out = unavailable(in_real.len());
+    if in_real.len() <= period {
+        return Ok(out);
+    }
+
+    let mut today = 0;
+    let mut prev_value = in_real[today];
+    let mut prev_gain = 0.0;
+    let mut prev_loss = 0.0;
+    today += 1;
+    for _ in 0..period {
+        let temp_value_1 = in_real[today];
+        today += 1;
+        let temp_value_2 = temp_value_1 - prev_value;
+        prev_value = temp_value_1;
+        if temp_value_2 < 0.0 {
+            prev_loss -= temp_value_2;
+        } else {
+            prev_gain += temp_value_2;
+        }
+    }
+
+    prev_loss /= period_as_f64(period);
+    prev_gain /= period_as_f64(period);
+    let total = prev_gain + prev_loss;
+    out[period] = if is_ta_zero(total) {
+        0.0
+    } else {
+        100.0 * (prev_gain / total)
+    };
+
+    while today < in_real.len() {
+        let current_value = in_real[today];
+        today += 1;
+        let temp_value_2 = current_value - prev_value;
+        prev_value = current_value;
+
+        prev_loss *= period_as_f64(period - 1);
+        prev_gain *= period_as_f64(period - 1);
+        if temp_value_2 < 0.0 {
+            prev_loss -= temp_value_2;
+        } else {
+            prev_gain += temp_value_2;
+        }
+        prev_loss /= period_as_f64(period);
+        prev_gain /= period_as_f64(period);
+        let total = prev_gain + prev_loss;
+        out[today - 1] = if is_ta_zero(total) {
+            0.0
+        } else {
+            100.0 * (prev_gain / total)
+        };
+    }
+
+    Ok(out)
+}
+
+/// TA-Lib CCI using the original circular-buffer summation order.
+pub(super) fn cci(
+    high: &[f64],
+    low: &[f64],
+    close: &[f64],
+    period: usize,
+) -> Result<Vec<f64>, VectorCoreError> {
+    let len = validate_price_inputs("CCI", high, low, close)?;
+    validate_period("CCI", "period", period, 2)?;
+    let mut out = unavailable(len);
+    let lookback = period - 1;
+    if len <= lookback {
+        return Ok(out);
+    }
+
+    let mut circular = vec![0.0; period];
+    let mut circular_index = 0;
+    let mut today = 0;
+    while today < lookback {
+        circular[circular_index] = typical_price(high, low, close, today);
+        circular_index = next_index(circular_index, period);
+        today += 1;
+    }
+
+    while today < len {
+        let last_value = typical_price(high, low, close, today);
+        circular[circular_index] = last_value;
+
+        let mut average = 0.0;
+        for value in &circular {
+            average += *value;
+        }
+        average /= period_as_f64(period);
+
+        let mut absolute_deviation_sum = 0.0;
+        for value in &circular {
+            absolute_deviation_sum += (*value - average).abs();
+        }
+        let difference = last_value - average;
+        out[today] = if difference != 0.0 && absolute_deviation_sum != 0.0 {
+            difference / (0.015 * (absolute_deviation_sum / period_as_f64(period)))
+        } else {
+            0.0
+        };
+
+        circular_index = next_index(circular_index, period);
+        today += 1;
+    }
+
+    Ok(out)
+}
+
+/// TA-Lib MFI with the documented zero-price-movement treatment.
+pub(super) fn mfi(
+    high: &[f64],
+    low: &[f64],
+    close: &[f64],
+    volume: &[f64],
+    period: usize,
+) -> Result<Vec<f64>, VectorCoreError> {
+    let len = validate_price_inputs("MFI", high, low, close)?;
+    validate_length("MFI", "volume", volume.len(), len)?;
+    validate_period("MFI", "period", period, 2)?;
+    let mut out = unavailable(len);
+    if len <= period {
+        return Ok(out);
+    }
+
+    let mut money_flow = vec![(0.0, 0.0); period];
+    let mut money_flow_index = 0;
+    let mut today = 0;
+    let mut prev_value = typical_price(high, low, close, today);
+    let mut positive_sum = 0.0;
+    let mut negative_sum = 0.0;
+    today += 1;
+    for _ in 0..period {
+        let mut temp_value_1 = typical_price(high, low, close, today);
+        let temp_value_2 = temp_value_1 - prev_value;
+        prev_value = temp_value_1;
+        temp_value_1 *= volume[today];
+        today += 1;
+        let flow = classify_money_flow(temp_value_1, temp_value_2);
+        positive_sum += flow.0;
+        negative_sum += flow.1;
+        money_flow[money_flow_index] = flow;
+        money_flow_index = next_index(money_flow_index, period);
+    }
+    out[period] = mfi_value(positive_sum, negative_sum);
+
+    while today < len {
+        let outgoing = money_flow[money_flow_index];
+        positive_sum -= outgoing.0;
+        negative_sum -= outgoing.1;
+
+        let mut temp_value_1 = typical_price(high, low, close, today);
+        let temp_value_2 = temp_value_1 - prev_value;
+        prev_value = temp_value_1;
+        temp_value_1 *= volume[today];
+        today += 1;
+        let flow = classify_money_flow(temp_value_1, temp_value_2);
+        positive_sum += flow.0;
+        negative_sum += flow.1;
+        money_flow[money_flow_index] = flow;
+        out[today - 1] = mfi_value(positive_sum, negative_sum);
+        money_flow_index = next_index(money_flow_index, period);
+    }
+
+    Ok(out)
+}
+
+/// TA-Lib OBV, including its initial-volume output at index zero.
+pub(super) fn obv(in_real: &[f64], volume: &[f64]) -> Result<Vec<f64>, VectorCoreError> {
+    validate_length("OBV", "volume", volume.len(), in_real.len())?;
+    if in_real.is_empty() {
+        return Ok(Vec::new());
+    }
+
+    let mut out = Vec::with_capacity(in_real.len());
+    let mut previous_obv = volume[0];
+    let mut previous_value = in_real[0];
+    for (value, volume) in in_real.iter().zip(volume) {
+        if *value > previous_value {
+            previous_obv += *volume;
+        } else if *value < previous_value {
+            previous_obv -= *volume;
+        }
+        out.push(previous_obv);
+        previous_value = *value;
+    }
+    Ok(out)
+}
+
+/// TA-Lib STOCHF with the only NFI-reachable Fast-D moving average, SMA (type 0).
+pub(super) fn stochf(
+    high: &[f64],
+    low: &[f64],
+    close: &[f64],
+    k_period: usize,
+    d_period: usize,
+) -> Result<(Vec<f64>, Vec<f64>), VectorCoreError> {
+    let len = validate_price_inputs("STOCHF", high, low, close)?;
+    validate_period("STOCHF", "fast_k_period", k_period, 1)?;
+    validate_period("STOCHF", "fast_d_period", d_period, 1)?;
+    let lookback_k = k_period - 1;
+    let lookback_fast_d = d_period - 1;
+    let lookback_total = lookback_k + lookback_fast_d;
+    let mut fast_k = unavailable(len);
+    let mut fast_d = unavailable(len);
+    if len <= lookback_total {
+        return Ok((fast_k, fast_d));
+    }
+
+    let mut trailing = 0;
+    let mut today = lookback_k;
+    let mut lowest_index = None;
+    let mut highest_index = None;
+    let mut lowest = 0.0;
+    let mut highest = 0.0;
+    let mut difference = 0.0;
+    let mut raw_fast_k = Vec::with_capacity(len - today);
+
+    while today < len {
+        let mut value = low[today];
+        if lowest_index.is_none_or(|index| index < trailing) {
+            lowest_index = Some(trailing);
+            lowest = low[trailing];
+            let mut index = trailing;
+            while index < today {
+                index += 1;
+                value = low[index];
+                if value < lowest {
+                    lowest_index = Some(index);
+                    lowest = value;
+                }
+            }
+            difference = (highest - lowest) / 100.0;
+        } else if value <= lowest {
+            lowest_index = Some(today);
+            lowest = value;
+            difference = (highest - lowest) / 100.0;
+        }
+
+        value = high[today];
+        if highest_index.is_none_or(|index| index < trailing) {
+            highest_index = Some(trailing);
+            highest = high[trailing];
+            let mut index = trailing;
+            while index < today {
+                index += 1;
+                value = high[index];
+                if value > highest {
+                    highest_index = Some(index);
+                    highest = value;
+                }
+            }
+            difference = (highest - lowest) / 100.0;
+        } else if value >= highest {
+            highest_index = Some(today);
+            highest = value;
+            difference = (highest - lowest) / 100.0;
+        }
+
+        raw_fast_k.push(if difference == 0.0 {
+            0.0
+        } else {
+            (close[today] - lowest) / difference
+        });
+        trailing += 1;
+        today += 1;
+    }
+
+    let smoothed_fast_d = simple_moving_average(&raw_fast_k, d_period);
+    for (offset, value) in smoothed_fast_d.iter().enumerate() {
+        let output_index = lookback_total + offset;
+        fast_k[output_index] = raw_fast_k[lookback_fast_d + offset];
+        fast_d[output_index] = *value;
+    }
+    Ok((fast_k, fast_d))
+}
+
+/// TA-Lib ULTOSC after its period ordering and true-range priming steps.
+pub(super) fn ultosc(
+    high: &[f64],
+    low: &[f64],
+    close: &[f64],
+    period_1: usize,
+    period_2: usize,
+    period_3: usize,
+) -> Result<Vec<f64>, VectorCoreError> {
+    let len = validate_price_inputs("ULTOSC", high, low, close)?;
+    validate_period("ULTOSC", "period_1", period_1, 1)?;
+    validate_period("ULTOSC", "period_2", period_2, 1)?;
+    validate_period("ULTOSC", "period_3", period_3, 1)?;
+    let (period_1, period_2, period_3) = sort_ultosc_periods(period_1, period_2, period_3);
+    let mut out = unavailable(len);
+    let lookback = period_3;
+    if len <= lookback {
+        return Ok(out);
+    }
+
+    let (mut a1_total, mut b1_total) = prime_ultosc_totals(high, low, close, lookback, period_1);
+    let (mut a2_total, mut b2_total) = prime_ultosc_totals(high, low, close, lookback, period_2);
+    let (mut a3_total, mut b3_total) = prime_ultosc_totals(high, low, close, lookback, period_3);
+    let mut today = lookback;
+    let mut trailing_1 = today - period_1 + 1;
+    let mut trailing_2 = today - period_2 + 1;
+    let mut trailing_3 = today - period_3 + 1;
+
+    while today < len {
+        let (buying_pressure, true_range) = ultosc_terms(high, low, close, today);
+        a1_total += buying_pressure;
+        a2_total += buying_pressure;
+        a3_total += buying_pressure;
+        b1_total += true_range;
+        b2_total += true_range;
+        b3_total += true_range;
+
+        let mut value = 0.0;
+        if !is_ta_zero(b1_total) {
+            value += 4.0 * (a1_total / b1_total);
+        }
+        if !is_ta_zero(b2_total) {
+            value += 2.0 * (a2_total / b2_total);
+        }
+        if !is_ta_zero(b3_total) {
+            value += a3_total / b3_total;
+        }
+
+        let (buying_pressure, true_range) = ultosc_terms(high, low, close, trailing_1);
+        a1_total -= buying_pressure;
+        b1_total -= true_range;
+        let (buying_pressure, true_range) = ultosc_terms(high, low, close, trailing_2);
+        a2_total -= buying_pressure;
+        b2_total -= true_range;
+        let (buying_pressure, true_range) = ultosc_terms(high, low, close, trailing_3);
+        a3_total -= buying_pressure;
+        b3_total -= true_range;
+
+        out[today] = 100.0 * (value / 7.0);
+        today += 1;
+        trailing_1 += 1;
+        trailing_2 += 1;
+        trailing_3 += 1;
+    }
+    Ok(out)
+}
+
+/// Bounded, exact TA-Lib oscillator state for an ordered stream of batches.
+#[derive(Debug)]
+pub(super) enum OscillatorStream {
+    Rsi(RsiStream),
+    Cci(CciStream),
+    Mfi(MfiStream),
+    Obv(ObvStream),
+    Stochf(StochfStream),
+    Ultosc(UltOscStream),
+}
+
+impl OscillatorStream {
+    /// Execute one ordered batch and return only values for that batch.
+    pub(super) fn execute(&mut self, inputs: &[&[f64]]) -> Result<Vec<Vec<f64>>, VectorCoreError> {
+        match self {
+            Self::Rsi(state) => Ok(vec![state.execute(single_input("RSI", inputs)?)?]),
+            Self::Cci(state) => Ok(vec![state.execute(price_inputs("CCI", inputs)?)?]),
+            Self::Mfi(state) => Ok(vec![state.execute(price_volume_inputs("MFI", inputs)?)?]),
+            Self::Obv(state) => Ok(vec![state.execute(obv_inputs(inputs)?)?]),
+            Self::Stochf(state) => {
+                let (fast_k, fast_d) = state.execute(price_inputs("STOCHF", inputs)?)?;
+                Ok(vec![fast_k, fast_d])
+            }
+            Self::Ultosc(state) => Ok(vec![state.execute(price_inputs("ULTOSC", inputs)?)?]),
+        }
+    }
+
+    /// Number of scalar values retained between batches.
+    #[must_use]
+    pub(super) fn retained(&self) -> usize {
+        match self {
+            Self::Rsi(state) => state.retained(),
+            Self::Cci(state) => state.retained(),
+            Self::Mfi(state) => state.retained(),
+            Self::Obv(state) => state.retained(),
+            Self::Stochf(state) => state.retained(),
+            Self::Ultosc(state) => state.retained(),
+        }
+    }
+}
+
+/// Create bounded streaming state for an implemented oscillator, if applicable.
+pub(super) fn stream(
+    name: &str,
+    arguments: &Map<String, Value>,
+) -> Result<Option<OscillatorStream>, VectorCoreError> {
+    let state = match name {
+        "RSI" => {
+            let period = argument_period(arguments, "timeperiod", 14)?;
+            validate_period("RSI", "period", period, 2)?;
+            OscillatorStream::Rsi(RsiStream::new(period))
+        }
+        "CCI" => {
+            let period = argument_period(arguments, "timeperiod", 14)?;
+            validate_period("CCI", "period", period, 2)?;
+            OscillatorStream::Cci(CciStream::new(period))
+        }
+        "MFI" => {
+            let period = argument_period(arguments, "timeperiod", 14)?;
+            validate_period("MFI", "period", period, 2)?;
+            OscillatorStream::Mfi(MfiStream::new(period))
+        }
+        "OBV" => OscillatorStream::Obv(ObvStream::default()),
+        "STOCHF" => {
+            if argument_period(arguments, "fastd_matype", 0)? != 0 {
+                return Err(VectorCoreError::InvalidState(
+                    "TA-Lib STOCHF only supports exact SMA fast-D".to_owned(),
+                ));
+            }
+            let k_period = argument_period(arguments, "fastk_period", 5)?;
+            let d_period = argument_period(arguments, "fastd_period", 3)?;
+            validate_period("STOCHF", "fast_k_period", k_period, 1)?;
+            validate_period("STOCHF", "fast_d_period", d_period, 1)?;
+            OscillatorStream::Stochf(StochfStream::new(k_period, d_period))
+        }
+        "ULTOSC" => {
+            let period_1 = argument_period(arguments, "timeperiod1", 7)?;
+            let period_2 = argument_period(arguments, "timeperiod2", 14)?;
+            let period_3 = argument_period(arguments, "timeperiod3", 28)?;
+            validate_period("ULTOSC", "period_1", period_1, 1)?;
+            validate_period("ULTOSC", "period_2", period_2, 1)?;
+            validate_period("ULTOSC", "period_3", period_3, 1)?;
+            OscillatorStream::Ultosc(UltOscStream::new(period_1, period_2, period_3))
+        }
+        _ => return Ok(None),
+    };
+    Ok(Some(state))
+}
+
+#[derive(Debug)]
+pub(super) struct RsiStream {
+    period: usize,
+    previous: Option<f64>,
+    changes: usize,
+    gain: f64,
+    loss: f64,
+    initialized: bool,
+}
+
+impl RsiStream {
+    fn new(period: usize) -> Self {
+        Self {
+            period,
+            previous: None,
+            changes: 0,
+            gain: 0.0,
+            loss: 0.0,
+            initialized: false,
+        }
+    }
+
+    fn execute(&mut self, values: &[f64]) -> Result<Vec<f64>, VectorCoreError> {
+        validate_period("RSI", "period", self.period, 2)?;
+        let mut out = unavailable(values.len());
+        for (index, value) in values.iter().enumerate() {
+            let Some(previous) = self.previous else {
+                self.previous = Some(*value);
+                continue;
+            };
+            let change = *value - previous;
+            self.previous = Some(*value);
+            if self.initialized {
+                self.loss *= period_as_f64(self.period - 1);
+                self.gain *= period_as_f64(self.period - 1);
+                if change < 0.0 {
+                    self.loss -= change;
+                } else {
+                    self.gain += change;
+                }
+                self.loss /= period_as_f64(self.period);
+                self.gain /= period_as_f64(self.period);
+                out[index] = rsi_value(self.gain, self.loss);
+            } else {
+                if change < 0.0 {
+                    self.loss -= change;
+                } else {
+                    self.gain += change;
+                }
+                self.changes += 1;
+                if self.changes == self.period {
+                    self.loss /= period_as_f64(self.period);
+                    self.gain /= period_as_f64(self.period);
+                    self.initialized = true;
+                    out[index] = rsi_value(self.gain, self.loss);
+                }
+            }
+        }
+        Ok(out)
+    }
+
+    fn retained(&self) -> usize {
+        usize::from(self.previous.is_some()) + 2
+    }
+}
+
+#[derive(Debug)]
+pub(super) struct CciStream {
+    period: usize,
+    values: Vec<f64>,
+    next: usize,
+    count: usize,
+}
+
+impl CciStream {
+    fn new(period: usize) -> Self {
+        Self {
+            period,
+            values: Vec::new(),
+            next: 0,
+            count: 0,
+        }
+    }
+
+    fn execute(
+        &mut self,
+        (high, low, close): PriceInputs<'_>,
+    ) -> Result<Vec<f64>, VectorCoreError> {
+        let len = validate_price_inputs("CCI", high, low, close)?;
+        validate_period("CCI", "period", self.period, 2)?;
+        if self.values.is_empty() {
+            self.values = vec![0.0; self.period];
+        }
+        let mut out = unavailable(len);
+        for (index, ((high, low), close)) in high.iter().zip(low).zip(close).enumerate() {
+            let last = (*high + *low + *close) / 3.0;
+            self.values[self.next] = last;
+            self.next = next_index(self.next, self.period);
+            self.count = self.count.saturating_add(1);
+            if self.count >= self.period {
+                let mut average = 0.0;
+                for value in &self.values {
+                    average += *value;
+                }
+                average /= period_as_f64(self.period);
+                let mut deviation = 0.0;
+                for value in &self.values {
+                    deviation += (*value - average).abs();
+                }
+                let difference = last - average;
+                out[index] = if difference != 0.0 && deviation != 0.0 {
+                    difference / (0.015 * (deviation / period_as_f64(self.period)))
+                } else {
+                    0.0
+                };
+            }
+        }
+        Ok(out)
+    }
+
+    fn retained(&self) -> usize {
+        self.values.len()
+    }
+}
+
+#[derive(Debug)]
+pub(super) struct MfiStream {
+    period: usize,
+    previous: Option<f64>,
+    values: Vec<(f64, f64)>,
+    next: usize,
+    count: usize,
+    positive: f64,
+    negative: f64,
+}
+
+impl MfiStream {
+    fn new(period: usize) -> Self {
+        Self {
+            period,
+            previous: None,
+            values: Vec::new(),
+            next: 0,
+            count: 0,
+            positive: 0.0,
+            negative: 0.0,
+        }
+    }
+
+    fn execute(
+        &mut self,
+        (high, low, close, volume): PriceVolumeInputs<'_>,
+    ) -> Result<Vec<f64>, VectorCoreError> {
+        let len = validate_price_inputs("MFI", high, low, close)?;
+        validate_length("MFI", "volume", volume.len(), len)?;
+        validate_period("MFI", "period", self.period, 2)?;
+        if self.values.is_empty() {
+            self.values = vec![(0.0, 0.0); self.period];
+        }
+        let mut out = unavailable(len);
+        for index in 0..len {
+            let typical = typical_price(high, low, close, index);
+            let Some(previous) = self.previous else {
+                self.previous = Some(typical);
+                continue;
+            };
+            if self.count >= self.period {
+                let outgoing = self.values[self.next];
+                self.positive -= outgoing.0;
+                self.negative -= outgoing.1;
+            }
+            let flow = classify_money_flow(typical * volume[index], typical - previous);
+            self.previous = Some(typical);
+            self.positive += flow.0;
+            self.negative += flow.1;
+            self.values[self.next] = flow;
+            self.next = next_index(self.next, self.period);
+            self.count = self.count.saturating_add(1);
+            if self.count >= self.period {
+                out[index] = mfi_value(self.positive, self.negative);
+            }
+        }
+        Ok(out)
+    }
+
+    fn retained(&self) -> usize {
+        usize::from(self.previous.is_some()) + (self.values.len() * 2) + 2
+    }
+}
+
+#[derive(Debug, Default)]
+pub(super) struct ObvStream {
+    previous: Option<f64>,
+    value: f64,
+}
+
+impl ObvStream {
+    fn execute(&mut self, (values, volume): ObvInputs<'_>) -> Result<Vec<f64>, VectorCoreError> {
+        validate_length("OBV", "volume", volume.len(), values.len())?;
+        let mut out = Vec::with_capacity(values.len());
+        for (value, volume) in values.iter().zip(volume) {
+            if let Some(previous) = self.previous {
+                if *value > previous {
+                    self.value += *volume;
+                } else if *value < previous {
+                    self.value -= *volume;
+                }
+            } else {
+                self.value = *volume;
+            }
+            self.previous = Some(*value);
+            out.push(self.value);
+        }
+        Ok(out)
+    }
+
+    fn retained(&self) -> usize {
+        usize::from(self.previous.is_some()) + 1
+    }
+}
+
+#[derive(Debug)]
+pub(super) struct StochfStream {
+    k_period: usize,
+    d_period: usize,
+    prices: VecDeque<(f64, f64)>,
+    raw_values: VecDeque<f64>,
+    raw_total: f64,
+    seen: usize,
+    lowest_index: Option<usize>,
+    highest_index: Option<usize>,
+    lowest: f64,
+    highest: f64,
+    difference: f64,
+}
+
+impl StochfStream {
+    fn new(k_period: usize, d_period: usize) -> Self {
+        Self {
+            k_period,
+            d_period,
+            prices: VecDeque::new(),
+            raw_values: VecDeque::new(),
+            raw_total: 0.0,
+            seen: 0,
+            lowest_index: None,
+            highest_index: None,
+            lowest: 0.0,
+            highest: 0.0,
+            difference: 0.0,
+        }
+    }
+
+    fn execute(
+        &mut self,
+        (high, low, close): PriceInputs<'_>,
+    ) -> Result<(Vec<f64>, Vec<f64>), VectorCoreError> {
+        let len = validate_price_inputs("STOCHF", high, low, close)?;
+        validate_period("STOCHF", "fast_k_period", self.k_period, 1)?;
+        validate_period("STOCHF", "fast_d_period", self.d_period, 1)?;
+        let mut fast_k = unavailable(len);
+        let mut fast_d = unavailable(len);
+        for index in 0..len {
+            let today = self.seen;
+            self.prices.push_back((high[index], low[index]));
+            if self.prices.len() > self.k_period {
+                self.prices.pop_front();
+            }
+            if self.prices.len() == self.k_period {
+                let trailing = today + 1 - self.k_period;
+                self.update_extrema(trailing, today);
+                let raw = if self.difference == 0.0 {
+                    0.0
+                } else {
+                    (close[index] - self.lowest) / self.difference
+                };
+                self.raw_total += raw;
+                self.raw_values.push_back(raw);
+                if self.raw_values.len() == self.d_period {
+                    let average = self.raw_total / period_as_f64(self.d_period);
+                    let oldest = self.raw_values.pop_front().expect("non-empty SMA state");
+                    self.raw_total -= oldest;
+                    fast_k[index] = raw;
+                    fast_d[index] = average;
+                }
+            }
+            self.seen = self.seen.saturating_add(1);
+        }
+        Ok((fast_k, fast_d))
+    }
+
+    fn update_extrema(&mut self, trailing: usize, today: usize) {
+        let current_low = self.prices.back().expect("current price exists").1;
+        if self.lowest_index.is_none_or(|index| index < trailing) {
+            self.lowest_index = Some(trailing);
+            self.lowest = self.prices.front().expect("window exists").1;
+            for (offset, (_, value)) in self.prices.iter().enumerate().skip(1) {
+                if *value < self.lowest {
+                    self.lowest_index = Some(trailing + offset);
+                    self.lowest = *value;
+                }
+            }
+            self.difference = (self.highest - self.lowest) / 100.0;
+        } else if current_low <= self.lowest {
+            self.lowest_index = Some(today);
+            self.lowest = current_low;
+            self.difference = (self.highest - self.lowest) / 100.0;
+        }
+
+        let current_high = self.prices.back().expect("current price exists").0;
+        if self.highest_index.is_none_or(|index| index < trailing) {
+            self.highest_index = Some(trailing);
+            self.highest = self.prices.front().expect("window exists").0;
+            for (offset, (value, _)) in self.prices.iter().enumerate().skip(1) {
+                if *value > self.highest {
+                    self.highest_index = Some(trailing + offset);
+                    self.highest = *value;
+                }
+            }
+            self.difference = (self.highest - self.lowest) / 100.0;
+        } else if current_high >= self.highest {
+            self.highest_index = Some(today);
+            self.highest = current_high;
+            self.difference = (self.highest - self.lowest) / 100.0;
+        }
+    }
+
+    fn retained(&self) -> usize {
+        (self.prices.len() * 2) + self.raw_values.len() + 3
+    }
+}
+
+#[derive(Debug)]
+pub(super) struct UltOscStream {
+    periods: (usize, usize, usize),
+    previous: Option<f64>,
+    seen: usize,
+    pending: VecDeque<(f64, f64)>,
+    totals: [(f64, f64); 3],
+    windows: [VecDeque<(f64, f64)>; 3],
+    initialized: bool,
+}
+
+impl UltOscStream {
+    fn new(period_1: usize, period_2: usize, period_3: usize) -> Self {
+        Self {
+            periods: sort_ultosc_periods(period_1, period_2, period_3),
+            previous: None,
+            seen: 0,
+            pending: VecDeque::new(),
+            totals: [(0.0, 0.0); 3],
+            windows: std::array::from_fn(|_| VecDeque::new()),
+            initialized: false,
+        }
+    }
+
+    fn execute(
+        &mut self,
+        (high, low, close): PriceInputs<'_>,
+    ) -> Result<Vec<f64>, VectorCoreError> {
+        let len = validate_price_inputs("ULTOSC", high, low, close)?;
+        validate_period("ULTOSC", "period_1", self.periods.0, 1)?;
+        validate_period("ULTOSC", "period_2", self.periods.1, 1)?;
+        validate_period("ULTOSC", "period_3", self.periods.2, 1)?;
+        let mut out = unavailable(len);
+        for index in 0..len {
+            let Some(previous) = self.previous else {
+                self.previous = Some(close[index]);
+                self.seen = 1;
+                continue;
+            };
+            let term = ultosc_term(high[index], low[index], close[index], previous);
+            self.previous = Some(close[index]);
+            let today = self.seen;
+            if self.initialized {
+                for total in &mut self.totals {
+                    total.0 += term.0;
+                    total.1 += term.1;
+                }
+                out[index] = self.value();
+                self.remove_trailing(term);
+            } else if today < self.periods.2 {
+                self.pending.push_back(term);
+            } else {
+                self.initialize(term);
+                out[index] = self.value();
+                self.finish_initialization(term);
+                self.initialized = true;
+                self.pending.clear();
+            }
+            self.seen = self.seen.saturating_add(1);
+        }
+        Ok(out)
+    }
+
+    fn initialize(&mut self, current: (f64, f64)) {
+        for (index, period) in self.period_values().into_iter().enumerate() {
+            let mut total = (0.0, 0.0);
+            let retained = period - 1;
+            for value in self.pending.iter().skip(self.pending.len() - retained) {
+                total.0 += value.0;
+                total.1 += value.1;
+            }
+            total.0 += current.0;
+            total.1 += current.1;
+            self.totals[index] = total;
+
+            let mut window = VecDeque::new();
+            if period > 1 {
+                for value in self.pending.iter().skip(self.pending.len() - (period - 2)) {
+                    window.push_back(*value);
+                }
+                window.push_back(current);
+            }
+            self.windows[index] = window;
+        }
+    }
+
+    fn value(&self) -> f64 {
+        let mut value = 0.0;
+        if !is_ta_zero(self.totals[0].1) {
+            value += 4.0 * (self.totals[0].0 / self.totals[0].1);
+        }
+        if !is_ta_zero(self.totals[1].1) {
+            value += 2.0 * (self.totals[1].0 / self.totals[1].1);
+        }
+        if !is_ta_zero(self.totals[2].1) {
+            value += self.totals[2].0 / self.totals[2].1;
+        }
+        100.0 * (value / 7.0)
+    }
+
+    fn remove_trailing(&mut self, current: (f64, f64)) {
+        for (index, period) in self.period_values().into_iter().enumerate() {
+            let outgoing = if period == 1 {
+                current
+            } else {
+                self.windows[index]
+                    .pop_front()
+                    .expect("bounded ULTOSC window has a trailing term")
+            };
+            self.totals[index].0 -= outgoing.0;
+            self.totals[index].1 -= outgoing.1;
+            if period > 1 {
+                self.windows[index].push_back(current);
+            }
+        }
+    }
+
+    fn finish_initialization(&mut self, current: (f64, f64)) {
+        for (index, period) in self.period_values().into_iter().enumerate() {
+            let outgoing = if period == 1 {
+                current
+            } else {
+                self.pending[self.pending.len() - (period - 1)]
+            };
+            self.totals[index].0 -= outgoing.0;
+            self.totals[index].1 -= outgoing.1;
+        }
+    }
+
+    fn period_values(&self) -> [usize; 3] {
+        [self.periods.0, self.periods.1, self.periods.2]
+    }
+
+    fn retained(&self) -> usize {
+        let window_values = self.windows.iter().map(VecDeque::len).sum::<usize>();
+        usize::from(self.previous.is_some()) + (self.pending.len() * 2) + (window_values * 2) + 6
+    }
+}
+
+type PriceInputs<'a> = (&'a [f64], &'a [f64], &'a [f64]);
+type PriceVolumeInputs<'a> = (&'a [f64], &'a [f64], &'a [f64], &'a [f64]);
+type ObvInputs<'a> = (&'a [f64], &'a [f64]);
+
+fn single_input<'a>(name: &str, inputs: &[&'a [f64]]) -> Result<&'a [f64], VectorCoreError> {
+    if let [values] = inputs {
+        Ok(values)
+    } else {
+        Err(stream_input_error(name, "requires exactly one input"))
+    }
+}
+
+fn price_inputs<'a>(name: &str, inputs: &[&'a [f64]]) -> Result<PriceInputs<'a>, VectorCoreError> {
+    if let [high, low, close] = inputs {
+        Ok((high, low, close))
+    } else {
+        Err(stream_input_error(
+            name,
+            "requires high, low, and close inputs",
+        ))
+    }
+}
+
+fn price_volume_inputs<'a>(
+    name: &str,
+    inputs: &[&'a [f64]],
+) -> Result<PriceVolumeInputs<'a>, VectorCoreError> {
+    if let [high, low, close, volume] = inputs {
+        Ok((high, low, close, volume))
+    } else {
+        Err(stream_input_error(
+            name,
+            "requires high, low, close, and volume inputs",
+        ))
+    }
+}
+
+fn obv_inputs<'a>(inputs: &[&'a [f64]]) -> Result<ObvInputs<'a>, VectorCoreError> {
+    if let [real, volume] = inputs {
+        Ok((real, volume))
+    } else {
+        Err(stream_input_error("OBV", "requires real and volume inputs"))
+    }
+}
+
+fn argument_period(
+    arguments: &Map<String, Value>,
+    name: &str,
+    default: usize,
+) -> Result<usize, VectorCoreError> {
+    arguments.get(name).map_or(Ok(default), |value| {
+        value
+            .as_u64()
+            .and_then(|value| usize::try_from(value).ok())
+            .ok_or_else(|| {
+                VectorCoreError::InvalidState(format!("invalid integer argument {name}"))
+            })
+    })
+}
+
+fn stream_input_error(name: &str, message: &str) -> VectorCoreError {
+    VectorCoreError::InvalidState(format!("TA-Lib {name}: {message}"))
+}
+
+fn rsi_value(gain: f64, loss: f64) -> f64 {
+    let total = gain + loss;
+    if is_ta_zero(total) {
+        0.0
+    } else {
+        100.0 * (gain / total)
+    }
+}
+
+fn ultosc_term(high: f64, low: f64, close: f64, previous_close: f64) -> (f64, f64) {
+    let true_low = if low < previous_close {
+        low
+    } else {
+        previous_close
+    };
+    let buying_pressure = close - true_low;
+    let mut true_range = high - low;
+    let mut temporary = (previous_close - high).abs();
+    if temporary > true_range {
+        true_range = temporary;
+    }
+    temporary = (previous_close - low).abs();
+    if temporary > true_range {
+        true_range = temporary;
+    }
+    (buying_pressure, true_range)
+}
+
+fn unavailable(len: usize) -> Vec<f64> {
+    vec![f64::NAN; len]
+}
+
+fn validate_period(
+    kernel: &str,
+    parameter: &str,
+    period: usize,
+    minimum: usize,
+) -> Result<(), VectorCoreError> {
+    if (minimum..=MAX_PERIOD).contains(&period) {
+        Ok(())
+    } else {
+        Err(VectorCoreError::InvalidState(format!(
+            "{kernel} {parameter} must be in {minimum}..={MAX_PERIOD}, got {period}"
+        )))
+    }
+}
+
+fn validate_price_inputs(
+    kernel: &str,
+    high: &[f64],
+    low: &[f64],
+    close: &[f64],
+) -> Result<usize, VectorCoreError> {
+    let len = high.len();
+    validate_length(kernel, "low", low.len(), len)?;
+    validate_length(kernel, "close", close.len(), len)?;
+    Ok(len)
+}
+
+fn validate_length(
+    kernel: &str,
+    name: &str,
+    actual: usize,
+    expected: usize,
+) -> Result<(), VectorCoreError> {
+    if actual == expected {
+        Ok(())
+    } else {
+        Err(VectorCoreError::InvalidState(format!(
+            "{kernel} {name} length {actual} does not match expected length {expected}"
+        )))
+    }
+}
+
+fn is_ta_zero(value: f64) -> bool {
+    (-TA_EPSILON < value) && (value < TA_EPSILON)
+}
+
+fn typical_price(high: &[f64], low: &[f64], close: &[f64], index: usize) -> f64 {
+    (high[index] + low[index] + close[index]) / 3.0
+}
+
+fn next_index(index: usize, length: usize) -> usize {
+    if index + 1 == length {
+        0
+    } else {
+        index + 1
+    }
+}
+
+fn period_as_f64(period: usize) -> f64 {
+    f64::from(u32::try_from(period).expect("validated TA-Lib period fits u32"))
+}
+
+fn classify_money_flow(value: f64, change: f64) -> (f64, f64) {
+    if change < 0.0 {
+        (0.0, value)
+    } else if change > 0.0 {
+        (value, 0.0)
+    } else {
+        (0.0, 0.0)
+    }
+}
+
+fn mfi_value(positive_sum: f64, negative_sum: f64) -> f64 {
+    let total = positive_sum + negative_sum;
+    if total < 1.0 {
+        0.0
+    } else {
+        100.0 * (positive_sum / total)
+    }
+}
+
+fn simple_moving_average(values: &[f64], period: usize) -> Vec<f64> {
+    let lookback = period - 1;
+    if values.len() <= lookback {
+        return Vec::new();
+    }
+    let mut total = 0.0;
+    let mut trailing = 0;
+    let mut today = 0;
+    while today < lookback {
+        total += values[today];
+        today += 1;
+    }
+
+    let mut out = Vec::with_capacity(values.len() - lookback);
+    while today < values.len() {
+        total += values[today];
+        let current = total;
+        total -= values[trailing];
+        out.push(current / period_as_f64(period));
+        trailing += 1;
+        today += 1;
+    }
+    out
+}
+
+fn sort_ultosc_periods(period_1: usize, period_2: usize, period_3: usize) -> (usize, usize, usize) {
+    let periods = [period_1, period_2, period_3];
+    let mut used = [false; 3];
+    let mut sorted = [0; 3];
+    for slot in &mut sorted {
+        let mut longest_period = 0;
+        let mut longest_index = 0;
+        for input_index in 0..3 {
+            if !used[input_index] && periods[input_index] > longest_period {
+                longest_period = periods[input_index];
+                longest_index = input_index;
+            }
+        }
+        used[longest_index] = true;
+        *slot = longest_period;
+    }
+    (sorted[2], sorted[1], sorted[0])
+}
+
+fn prime_ultosc_totals(
+    high: &[f64],
+    low: &[f64],
+    close: &[f64],
+    start: usize,
+    period: usize,
+) -> (f64, f64) {
+    let mut buying_pressure_total = 0.0;
+    let mut true_range_total = 0.0;
+    for day in start - period + 1..start {
+        let (buying_pressure, true_range) = ultosc_terms(high, low, close, day);
+        buying_pressure_total += buying_pressure;
+        true_range_total += true_range;
+    }
+    (buying_pressure_total, true_range_total)
+}
+
+fn ultosc_terms(high: &[f64], low: &[f64], close: &[f64], day: usize) -> (f64, f64) {
+    let temp_low = low[day];
+    let temp_high = high[day];
+    let previous_close = close[day - 1];
+    let true_low = if temp_low < previous_close {
+        temp_low
+    } else {
+        previous_close
+    };
+    let buying_pressure = close[day] - true_low;
+    let mut true_range = temp_high - temp_low;
+    let mut temp = (previous_close - temp_high).abs();
+    if temp > true_range {
+        true_range = temp;
+    }
+    temp = (previous_close - temp_low).abs();
+    if temp > true_range {
+        true_range = temp;
+    }
+    (buying_pressure, true_range)
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    const HIGH: [f64; 16] = [
+        10.0, 11.0, 12.0, 13.0, 12.5, 14.0, 15.0, 14.5, 16.0, 17.0, 16.5, 18.0, 19.0, 18.5, 20.0,
+        21.0,
+    ];
+    const LOW: [f64; 16] = [
+        8.0, 9.0, 10.0, 11.0, 10.5, 12.0, 13.0, 12.5, 14.0, 15.0, 14.5, 16.0, 17.0, 16.5, 18.0,
+        19.0,
+    ];
+    const CLOSE: [f64; 16] = [
+        9.0, 10.5, 10.5, 12.5, 11.0, 13.5, 13.5, 13.0, 15.5, 16.0, 15.0, 17.5, 18.0, 17.0, 19.5,
+        20.0,
+    ];
+    const VOLUME: [f64; 16] = [
+        100.0, 120.0, 80.0, 110.0, 90.0, 130.0, 140.0, 100.0, 150.0, 160.0, 125.0, 170.0, 180.0,
+        140.0, 190.0, 200.0,
+    ];
+
+    #[test]
+    fn exact_bits_match_pinned_python_talib_for_supported_oscillators() {
+        rsi_matches_pinned_bits();
+        cci_matches_pinned_bits();
+        mfi_matches_pinned_bits();
+        obv_matches_pinned_bits();
+        stochf_matches_pinned_bits();
+        ultosc_matches_pinned_bits();
+    }
+
+    fn rsi_matches_pinned_bits() {
+        assert_bits(
+            &rsi(&CLOSE, 3).expect("valid RSI"),
+            &[
+                0x7ff8_0000_0000_0000,
+                0x7ff8_0000_0000_0000,
+                0x7ff8_0000_0000_0000,
+                0x4059_0000_0000_0000,
+                0x404e_6f4d_e9bd_37a8,
+                0x4054_0e10_e10e_10e1,
+                0x4054_0e10_e10e_10e1,
+                0x4050_678c_f19e_33c6,
+                0x4055_5da4_c9e1_98a1,
+                0x4055_e6f7_0872_dc4a,
+                0x404e_5c53_a205_511e,
+                0x4054_6f42_0fca_c0cd,
+                0x4055_10ea_f6d9_3545,
+                0x404d_c6b8_fdc6_679e,
+                0x4054_2f2a_5d21_0807,
+                0x4054_d692_4e7f_1db6,
+            ],
+        );
+    }
+
+    fn cci_matches_pinned_bits() {
+        assert_bits(
+            &cci(&HIGH, &LOW, &CLOSE, 3).expect("valid CCI"),
+            &[
+                0x7ff8_0000_0000_0000,
+                0x7ff8_0000_0000_0000,
+                0x4054_d555_5555_555a,
+                0x4059_0000_0000_0001,
+                0xc02e_c4ec_4ec4_ec3a,
+                0x4059_0000_0000_0007,
+                0x4052_44ec_4ec4_ec51,
+                0xc03c_9249_2492_4900,
+                0x4058_ffff_ffff_fff4,
+                0x4053_71c7_1c71_c71d,
+                0xc040_aaaa_aaaa_aa9b,
+                0x4058_ffff_ffff_fffa,
+                0x4053_71c7_1c71_c71e,
+                0xc040_aaaa_aaaa_aacd,
+                0x4058_ffff_ffff_fff4,
+                0x4053_71c7_1c71_c71c,
+            ],
+        );
+    }
+
+    fn mfi_matches_pinned_bits() {
+        assert_bits(
+            &mfi(&HIGH, &LOW, &CLOSE, &VOLUME, 3).expect("valid MFI"),
+            &[
+                0x7ff8_0000_0000_0000,
+                0x7ff8_0000_0000_0000,
+                0x7ff8_0000_0000_0000,
+                0x4059_0000_0000_0000,
+                0x4051_17d0_5f41_7d06,
+                0x4052_bc11_9c9e_8193,
+                0x4053_89a4_6bd8_e1ee,
+                0x4052_4f0d_7256_d8b0,
+                0x4052_fd13_77a6_be0f,
+                0x4053_9897_1180_08da,
+                0x4051_e72a_268c_6aec,
+                0x4052_8538_b73e_99d2,
+                0x4053_10e8_7cb2_97a5,
+                0x4051_eef4_05c3_dd37,
+                0x4052_7b87_e82a_2b8c,
+                0x4052_f979_535b_1181,
+            ],
+        );
+    }
+
+    fn obv_matches_pinned_bits() {
+        assert_bits(
+            &obv(&CLOSE, &VOLUME).expect("valid OBV"),
+            &[
+                0x4059_0000_0000_0000,
+                0x406b_8000_0000_0000,
+                0x406b_8000_0000_0000,
+                0x4074_a000_0000_0000,
+                0x406e_0000_0000_0000,
+                0x4077_2000_0000_0000,
+                0x4077_2000_0000_0000,
+                0x4070_e000_0000_0000,
+                0x407a_4000_0000_0000,
+                0x4082_2000_0000_0000,
+                0x407c_7000_0000_0000,
+                0x4083_8800_0000_0000,
+                0x4089_2800_0000_0000,
+                0x4084_c800_0000_0000,
+                0x408a_b800_0000_0000,
+                0x4090_7c00_0000_0000,
+            ],
+        );
+    }
+
+    fn stochf_matches_pinned_bits() {
+        let (fast_k, fast_d) = stochf(&HIGH, &LOW, &CLOSE, 3, 2).expect("valid STOCHF");
+        assert_bits(
+            &fast_k,
+            &[
+                0x7ff8_0000_0000_0000,
+                0x7ff8_0000_0000_0000,
+                0x7ff8_0000_0000_0000,
+                0x4055_e000_0000_0000,
+                0x4040_aaaa_aaaa_aaab,
+                0x4055_6db6_db6d_b6db,
+                0x4050_aaaa_aaaa_aaab,
+                0x4040_aaaa_aaaa_aaab,
+                0x4055_6db6_db6d_b6db,
+                0x4053_71c7_1c71_c71d,
+                0x4040_aaaa_aaaa_aaab,
+                0x4055_6db6_db6d_b6db,
+                0x4053_71c7_1c71_c71d,
+                0x4040_aaaa_aaaa_aaab,
+                0x4055_6db6_db6d_b6db,
+                0x4053_71c7_1c71_c71d,
+            ],
+        );
+        assert_bits(
+            &fast_d,
+            &[
+                0x7ff8_0000_0000_0000,
+                0x7ff8_0000_0000_0000,
+                0x7ff8_0000_0000_0000,
+                0x4052_c000_0000_0000,
+                0x404e_3555_5555_5556,
+                0x404d_c30c_30c3_0c31,
+                0x4053_0c30_c30c_30c4,
+                0x4049_0000_0000_0002,
+                0x404d_c30c_30c3_0c32,
+                0x4054_6fbe_fbef_befc,
+                0x404b_c71c_71c7_1c72,
+                0x404d_c30c_30c3_0c30,
+                0x4054_6fbe_fbef_befc,
+                0x404b_c71c_71c7_1c72,
+                0x404d_c30c_30c3_0c30,
+                0x4054_6fbe_fbef_befc,
+            ],
+        );
+    }
+
+    fn ultosc_matches_pinned_bits() {
+        assert_bits(
+            &ultosc(&HIGH, &LOW, &CLOSE, 2, 3, 4).expect("valid ULTOSC"),
+            &[
+                0x7ff8_0000_0000_0000,
+                0x7ff8_0000_0000_0000,
+                0x7ff8_0000_0000_0000,
+                0x7ff8_0000_0000_0000,
+                0x404a_3f78_ac3f_78ad,
+                0x404e_cd50_3354_0cd4,
+                0x404c_6bca_1af2_86bc,
+                0x4041_75d7_5d75_d75e,
+                0x404c_9249_2492_4924,
+                0x404f_bc14_e5e0_a730,
+                0x4046_72f0_5397_829d,
+                0x404d_f2f0_5397_829e,
+                0x4050_10d5_9fa3_1ec4,
+                0x4046_72f0_5397_829d,
+                0x404d_f2f0_5397_829e,
+                0x4050_10d5_9fa3_1ec4,
+            ],
+        );
+    }
+
+    #[test]
+    fn rejects_invalid_periods_and_mismatched_inputs() {
+        assert!(rsi(&CLOSE, 1).is_err());
+        assert!(cci(&HIGH[..3], &LOW[..2], &CLOSE[..3], 2).is_err());
+        assert!(mfi(&HIGH[..3], &LOW[..3], &CLOSE[..3], &VOLUME[..2], 2).is_err());
+        assert!(obv(&CLOSE[..3], &VOLUME[..2]).is_err());
+        assert!(stochf(&HIGH, &LOW, &CLOSE, 0, 3).is_err());
+        assert!(ultosc(&HIGH, &LOW, &CLOSE, 1, 0, 3).is_err());
+    }
+
+    #[test]
+    fn ties_and_zero_ranges_follow_talib_branches() {
+        let high = [2.0, 2.0, 2.0, 2.0];
+        let low = [2.0, 2.0, 2.0, 2.0];
+        let close = [2.0, 2.0, 2.0, 2.0];
+        let volume = [1.0, 2.0, 3.0, 4.0];
+        assert_eq!(
+            mfi(&high, &low, &close, &volume, 2).expect("MFI")[2].to_bits(),
+            0.0_f64.to_bits()
+        );
+        let (fast_k, fast_d) = stochf(&high, &low, &close, 2, 2).expect("STOCHF");
+        assert_eq!(fast_k[2].to_bits(), 0.0_f64.to_bits());
+        assert_eq!(fast_d[2].to_bits(), 0.0_f64.to_bits());
+        assert_eq!(
+            obv(&close, &volume)
+                .expect("OBV")
+                .iter()
+                .map(|value| value.to_bits())
+                .collect::<Vec<_>>(),
+            vec![1.0_f64.to_bits(); 4]
+        );
+    }
+
+    #[test]
+    fn streams_match_batch_bits_across_arbitrary_chunks() {
+        let rsi_first = [&CLOSE[..2]];
+        let rsi_second = [&CLOSE[2..7]];
+        let rsi_third = [&CLOSE[7..11]];
+        let rsi_last = [&CLOSE[11..]];
+        assert_columns_bits(
+            &[rsi(&CLOSE, 3).expect("batch RSI")],
+            &collect_stream(
+                "RSI",
+                &arguments(&[("timeperiod", 3)]),
+                &[&rsi_first, &rsi_second, &rsi_third, &rsi_last],
+            ),
+        );
+
+        let price_first = [&HIGH[..2], &LOW[..2], &CLOSE[..2]];
+        let price_second = [&HIGH[2..7], &LOW[2..7], &CLOSE[2..7]];
+        let price_third = [&HIGH[7..11], &LOW[7..11], &CLOSE[7..11]];
+        let price_last = [&HIGH[11..], &LOW[11..], &CLOSE[11..]];
+        let price_chunks: [&[&[f64]]; 4] = [
+            &price_first[..],
+            &price_second[..],
+            &price_third[..],
+            &price_last[..],
+        ];
+        assert_columns_bits(
+            &[cci(&HIGH, &LOW, &CLOSE, 3).expect("batch CCI")],
+            &collect_stream("CCI", &arguments(&[("timeperiod", 3)]), &price_chunks),
+        );
+        assert_columns_bits(
+            &[ultosc(&HIGH, &LOW, &CLOSE, 2, 3, 4).expect("batch ULTOSC")],
+            &collect_stream(
+                "ULTOSC",
+                &arguments(&[("timeperiod1", 2), ("timeperiod2", 3), ("timeperiod3", 4)]),
+                &price_chunks,
+            ),
+        );
+        assert_columns_bits(
+            &{
+                let (fast_k, fast_d) = stochf(&HIGH, &LOW, &CLOSE, 3, 2).expect("batch STOCHF");
+                vec![fast_k, fast_d]
+            },
+            &collect_stream(
+                "STOCHF",
+                &arguments(&[("fastk_period", 3), ("fastd_period", 2)]),
+                &price_chunks,
+            ),
+        );
+
+        let volume_first = [&HIGH[..2], &LOW[..2], &CLOSE[..2], &VOLUME[..2]];
+        let volume_second = [&HIGH[2..7], &LOW[2..7], &CLOSE[2..7], &VOLUME[2..7]];
+        let volume_third = [&HIGH[7..11], &LOW[7..11], &CLOSE[7..11], &VOLUME[7..11]];
+        let volume_last = [&HIGH[11..], &LOW[11..], &CLOSE[11..], &VOLUME[11..]];
+        assert_columns_bits(
+            &[mfi(&HIGH, &LOW, &CLOSE, &VOLUME, 3).expect("batch MFI")],
+            &collect_stream(
+                "MFI",
+                &arguments(&[("timeperiod", 3)]),
+                &[
+                    &volume_first[..],
+                    &volume_second[..],
+                    &volume_third[..],
+                    &volume_last[..],
+                ],
+            ),
+        );
+
+        let obv_first = [&CLOSE[..2], &VOLUME[..2]];
+        let obv_second = [&CLOSE[2..7], &VOLUME[2..7]];
+        let obv_third = [&CLOSE[7..11], &VOLUME[7..11]];
+        let obv_last = [&CLOSE[11..], &VOLUME[11..]];
+        assert_columns_bits(
+            &[obv(&CLOSE, &VOLUME).expect("batch OBV")],
+            &collect_stream(
+                "OBV",
+                &Map::new(),
+                &[
+                    &obv_first[..],
+                    &obv_second[..],
+                    &obv_third[..],
+                    &obv_last[..],
+                ],
+            ),
+        );
+    }
+
+    #[test]
+    fn streams_retain_only_period_scale_state() {
+        let price = [&HIGH[..], &LOW[..], &CLOSE[..]];
+        let volume = [&HIGH[..], &LOW[..], &CLOSE[..], &VOLUME[..]];
+        let cases = [
+            ("RSI", arguments(&[("timeperiod", 3)]), vec![&CLOSE[..]], 3),
+            ("CCI", arguments(&[("timeperiod", 3)]), price.to_vec(), 3),
+            ("MFI", arguments(&[("timeperiod", 3)]), volume.to_vec(), 9),
+            ("OBV", Map::new(), vec![&CLOSE[..], &VOLUME[..]], 2),
+            (
+                "STOCHF",
+                arguments(&[("fastk_period", 3), ("fastd_period", 2)]),
+                price.to_vec(),
+                10,
+            ),
+            (
+                "ULTOSC",
+                arguments(&[("timeperiod1", 2), ("timeperiod2", 3), ("timeperiod3", 4)]),
+                price.to_vec(),
+                19,
+            ),
+        ];
+        for (name, arguments, inputs, maximum) in cases {
+            let mut state = stream(name, &arguments)
+                .expect("valid stream arguments")
+                .expect("implemented stream");
+            state.execute(&inputs).expect("execute stream");
+            assert!(
+                state.retained() <= maximum,
+                "{name} retained too much state"
+            );
+        }
+    }
+
+    fn arguments(items: &[(&str, u64)]) -> Map<String, Value> {
+        items
+            .iter()
+            .map(|(name, value)| ((*name).to_owned(), Value::from(*value)))
+            .collect()
+    }
+
+    fn collect_stream(
+        name: &str,
+        arguments: &Map<String, Value>,
+        chunks: &[&[&[f64]]],
+    ) -> Vec<Vec<f64>> {
+        let mut state = stream(name, arguments)
+            .expect("valid stream arguments")
+            .expect("implemented stream");
+        let mut output = Vec::new();
+        for inputs in chunks {
+            let current = state.execute(inputs).expect("execute stream chunk");
+            if output.is_empty() {
+                output = vec![Vec::new(); current.len()];
+            }
+            for (full, current) in output.iter_mut().zip(current) {
+                full.extend(current);
+            }
+        }
+        output
+    }
+
+    fn assert_columns_bits(expected: &[Vec<f64>], actual: &[Vec<f64>]) {
+        assert_eq!(expected.len(), actual.len());
+        for (expected, actual) in expected.iter().zip(actual) {
+            assert_bits(
+                actual,
+                &expected
+                    .iter()
+                    .map(|value| value.to_bits())
+                    .collect::<Vec<_>>(),
+            );
+        }
+    }
+
+    fn assert_bits(actual: &[f64], expected: &[u64]) {
+        assert_eq!(actual.len(), expected.len());
+        for (index, (actual, expected)) in actual.iter().zip(expected).enumerate() {
+            assert_eq!(actual.to_bits(), *expected, "bit mismatch at index {index}");
+        }
+    }
+}
diff --git a/rust/crates/nfi-vector-core/src/kernels/rolling.rs b/rust/crates/nfi-vector-core/src/kernels/rolling.rs
new file mode 100644
index 0000000..5399cd2
--- /dev/null
+++ b/rust/crates/nfi-vector-core/src/kernels/rolling.rs
@@ -0,0 +1,388 @@
+//! Exact fixed-window reducers matching pandas 3.0.3 causal rolling semantics.
+
+use std::collections::VecDeque;
+
+use serde_json::{Map, Value};
+
+use crate::VectorCoreError;
+
+const MAX_WINDOW: usize = 100_000;
+
+/// Bounded state for one causal pandas rolling reducer across record batches.
+#[derive(Debug)]
+pub(crate) struct RollingStream {
+    inner: RollingStreamInner,
+}
+
+#[derive(Debug)]
+enum RollingStreamInner {
+    Sum(SumMeanState),
+    Mean(SumMeanState),
+    Max(ExtremeState),
+    Min(ExtremeState),
+}
+
+impl RollingStream {
+    pub(crate) fn execute(&mut self, values: &[f64]) -> Vec<f64> {
+        match &mut self.inner {
+            RollingStreamInner::Sum(state) => state.execute(values, false),
+            RollingStreamInner::Mean(state) => state.execute(values, true),
+            RollingStreamInner::Max(state) | RollingStreamInner::Min(state) => {
+                state.execute(values)
+            }
+        }
+    }
+
+    pub(crate) fn retained(&self) -> usize {
+        match &self.inner {
+            RollingStreamInner::Sum(state) | RollingStreamInner::Mean(state) => state.values.len(),
+            RollingStreamInner::Max(state) | RollingStreamInner::Min(state) => {
+                state.finite.len().saturating_add(state.candidates.len())
+            }
+        }
+    }
+}
+
+/// Execute a fixed, right-aligned pandas rolling reducer.
+///
+/// # Errors
+///
+/// Returns an error for lookahead-capable centering, an invalid window or
+/// `min_periods`, or a reducer outside the latest-NFI exact registry.
+pub fn execute_rolling(
+    reducer: &str,
+    values: &[f64],
+    arguments: &Map<String, Value>,
+) -> Result<Vec<f64>, VectorCoreError> {
+    stream(reducer, arguments).map(|mut state| state.execute(values))
+}
+
+pub(crate) fn stream(
+    reducer: &str,
+    arguments: &Map<String, Value>,
+) -> Result<RollingStream, VectorCoreError> {
+    let window = integer(arguments, "window")?;
+    let min_periods = arguments
+        .get("min_periods")
+        .filter(|value| !value.is_null())
+        .map_or(Ok(window), |value| bounded_integer(value, "min_periods"))?;
+    if window == 0 || window > MAX_WINDOW || min_periods > window {
+        return Err(error(
+            "window and min_periods must satisfy 0 < min_periods <= window",
+        ));
+    }
+    if arguments
+        .get("center")
+        .and_then(Value::as_bool)
+        .unwrap_or(false)
+    {
+        return Err(error("centered rolling would look ahead"));
+    }
+    match reducer {
+        "mean" => Ok(RollingStream {
+            inner: RollingStreamInner::Mean(SumMeanState::new(window, min_periods)),
+        }),
+        "sum" => Ok(RollingStream {
+            inner: RollingStreamInner::Sum(SumMeanState::new(window, min_periods)),
+        }),
+        "max" => Ok(RollingStream {
+            inner: RollingStreamInner::Max(ExtremeState::new(window, min_periods, true)),
+        }),
+        "min" => Ok(RollingStream {
+            inner: RollingStreamInner::Min(ExtremeState::new(window, min_periods, false)),
+        }),
+        _ => Err(error("reducer is not in the exact rolling registry")),
+    }
+}
+
+#[derive(Debug)]
+pub(super) struct SumMeanState {
+    window: usize,
+    min_periods: usize,
+    values: VecDeque<f64>,
+    sum: f64,
+    compensation_add: f64,
+    compensation_remove: f64,
+    observations: usize,
+    negative: usize,
+    previous: f64,
+    consecutive_same: usize,
+}
+
+impl SumMeanState {
+    fn new(window: usize, min_periods: usize) -> Self {
+        Self {
+            window,
+            min_periods,
+            values: VecDeque::with_capacity(window),
+            sum: 0.0,
+            compensation_add: 0.0,
+            compensation_remove: 0.0,
+            observations: 0,
+            negative: 0,
+            previous: f64::NAN,
+            consecutive_same: 0,
+        }
+    }
+
+    fn execute(&mut self, values: &[f64], mean: bool) -> Vec<f64> {
+        let mut output = Vec::with_capacity(values.len());
+        for value in values.iter().copied() {
+            if self.values.len() == self.window {
+                let removed = self.values.pop_front().expect("full rolling state");
+                remove_value(
+                    removed,
+                    &mut self.observations,
+                    &mut self.negative,
+                    &mut self.sum,
+                    &mut self.compensation_remove,
+                );
+            }
+            self.values.push_back(value);
+            add_value(
+                value,
+                &mut self.observations,
+                &mut self.negative,
+                &mut self.sum,
+                &mut self.compensation_add,
+                &mut self.consecutive_same,
+                &mut self.previous,
+            );
+            output.push(if self.observations < self.min_periods {
+                f64::NAN
+            } else if mean {
+                pandas_mean(
+                    self.sum,
+                    self.observations,
+                    self.negative,
+                    self.consecutive_same,
+                    self.previous,
+                )
+            } else if self.consecutive_same >= self.observations {
+                self.previous * count_as_f64(self.observations)
+            } else {
+                self.sum
+            });
+        }
+        output
+    }
+}
+
+#[allow(clippy::too_many_arguments)]
+#[allow(clippy::float_cmp)] // pandas uses exact equality to repair constant-window artifacts.
+fn add_value(
+    value: f64,
+    observations: &mut usize,
+    negative: &mut usize,
+    sum: &mut f64,
+    compensation: &mut f64,
+    consecutive_same: &mut usize,
+    previous: &mut f64,
+) {
+    if value.is_nan() {
+        return;
+    }
+    *observations += 1;
+    let adjusted = value - *compensation;
+    let next = *sum + adjusted;
+    *compensation = next - *sum - adjusted;
+    *sum = next;
+    if value.is_sign_negative() {
+        *negative += 1;
+    }
+    if value == *previous {
+        *consecutive_same += 1;
+    } else {
+        *consecutive_same = 1;
+    }
+    *previous = value;
+}
+
+fn remove_value(
+    value: f64,
+    observations: &mut usize,
+    negative: &mut usize,
+    sum: &mut f64,
+    compensation: &mut f64,
+) {
+    if value.is_nan() {
+        return;
+    }
+    *observations -= 1;
+    let adjusted = -value - *compensation;
+    let next = *sum + adjusted;
+    *compensation = next - *sum - adjusted;
+    *sum = next;
+    if value.is_sign_negative() {
+        *negative -= 1;
+    }
+}
+
+fn pandas_mean(
+    sum: f64,
+    observations: usize,
+    negative: usize,
+    consecutive_same: usize,
+    previous: f64,
+) -> f64 {
+    if consecutive_same >= observations {
+        previous
+    } else {
+        let result = sum / count_as_f64(observations);
+        if negative == 0 && result < 0.0 || negative == observations && result > 0.0 {
+            0.0
+        } else {
+            result
+        }
+    }
+}
+
+#[derive(Debug)]
+pub(super) struct ExtremeState {
+    window: usize,
+    min_periods: usize,
+    maximum: bool,
+    candidates: VecDeque<(usize, f64)>,
+    finite: VecDeque<bool>,
+    observations: usize,
+    next_index: usize,
+}
+
+impl ExtremeState {
+    fn new(window: usize, min_periods: usize, maximum: bool) -> Self {
+        Self {
+            window,
+            min_periods,
+            maximum,
+            candidates: VecDeque::with_capacity(window),
+            finite: VecDeque::with_capacity(window),
+            observations: 0,
+            next_index: 0,
+        }
+    }
+
+    fn execute(&mut self, values: &[f64]) -> Vec<f64> {
+        let mut output = Vec::with_capacity(values.len());
+        for value in values.iter().copied() {
+            if self.finite.len() == self.window && self.finite.pop_front().is_some_and(|item| item)
+            {
+                self.observations -= 1;
+            }
+            let start = self
+                .next_index
+                .saturating_add(1)
+                .saturating_sub(self.window);
+            while self
+                .candidates
+                .front()
+                .is_some_and(|candidate| candidate.0 < start)
+            {
+                self.candidates.pop_front();
+            }
+            let valid = !value.is_nan();
+            self.finite.push_back(valid);
+            if valid {
+                self.observations += 1;
+                while self.candidates.back().is_some_and(|candidate| {
+                    if self.maximum {
+                        value >= candidate.1
+                    } else {
+                        value <= candidate.1
+                    }
+                }) {
+                    self.candidates.pop_back();
+                }
+                self.candidates.push_back((self.next_index, value));
+            }
+            output.push(if self.observations >= self.min_periods {
+                self.candidates
+                    .front()
+                    .map_or(f64::NAN, |candidate| candidate.1)
+            } else {
+                f64::NAN
+            });
+            self.next_index = self.next_index.saturating_add(1);
+        }
+        output
+    }
+}
+
+fn integer(arguments: &Map<String, Value>, name: &str) -> Result<usize, VectorCoreError> {
+    arguments
+        .get(name)
+        .ok_or_else(|| error(&format!("missing integer argument {name}")))
+        .and_then(|value| bounded_integer(value, name))
+}
+
+fn bounded_integer(value: &Value, name: &str) -> Result<usize, VectorCoreError> {
+    value
+        .as_u64()
+        .and_then(|item| usize::try_from(item).ok())
+        .ok_or_else(|| error(&format!("invalid integer argument {name}")))
+}
+
+fn count_as_f64(count: usize) -> f64 {
+    f64::from(u32::try_from(count).expect("rolling counts are bounded by MAX_WINDOW"))
+}
+
+fn error(message: &str) -> VectorCoreError {
+    VectorCoreError::InvalidState(format!("pandas rolling: {message}"))
+}
+
+#[cfg(test)]
+mod tests {
+    use serde_json::json;
+
+    use super::*;
+
+    #[test]
+    fn fixed_reducers_match_pandas_warmup_and_values() {
+        let arguments = json!({"window": 3, "min_periods": 3, "center": false})
+            .as_object()
+            .expect("arguments")
+            .clone();
+        let values = [1.0, 2.0, 3.0, 4.0];
+        let sum = execute_rolling("sum", &values, &arguments).expect("sum");
+        let mean = execute_rolling("mean", &values, &arguments).expect("mean");
+        let min = execute_rolling("min", &values, &arguments).expect("min");
+        let max = execute_rolling("max", &values, &arguments).expect("max");
+        assert!(sum[0].is_nan() && sum[1].is_nan());
+        assert_eq!(&sum[2..], &[6.0, 9.0]);
+        assert_eq!(&mean[2..], &[2.0, 3.0]);
+        assert_eq!(&min[2..], &[1.0, 2.0]);
+        assert_eq!(&max[2..], &[3.0, 4.0]);
+    }
+
+    #[test]
+    fn center_and_unknown_reducer_fail_closed() {
+        let centered = json!({"window": 3, "center": true})
+            .as_object()
+            .expect("arguments")
+            .clone();
+        assert!(execute_rolling("mean", &[1.0], &centered).is_err());
+        let causal = json!({"window": 3}).as_object().expect("arguments").clone();
+        assert!(execute_rolling("median", &[1.0], &causal).is_err());
+    }
+
+    #[test]
+    fn rolling_state_is_exact_across_arbitrary_chunks_and_bounded() {
+        let arguments = json!({"window": 4, "min_periods": 4, "center": false})
+            .as_object()
+            .expect("arguments")
+            .clone();
+        let values = [1.0, 1.0, 3.0, -0.0, 8.0, 13.0, 21.0, 34.0, 55.0];
+        for reducer in ["sum", "mean", "min", "max"] {
+            let expected = execute_rolling(reducer, &values, &arguments).expect("batch result");
+            let mut state = stream(reducer, &arguments).expect("stream state");
+            let mut actual = Vec::new();
+            for chunk in [&values[..1], &values[1..3], &values[3..8], &values[8..]] {
+                actual.extend(state.execute(chunk));
+            }
+            assert_eq!(actual.len(), expected.len());
+            for (actual, expected) in actual.iter().zip(expected) {
+                assert_eq!(actual.to_bits(), expected.to_bits(), "{reducer}");
+            }
+            assert!(state.retained() <= 8);
+        }
+    }
+}
diff --git a/rust/crates/nfi-vector-core/src/kernels/tests.rs b/rust/crates/nfi-vector-core/src/kernels/tests.rs
new file mode 100644
index 0000000..841ec14
--- /dev/null
+++ b/rust/crates/nfi-vector-core/src/kernels/tests.rs
@@ -0,0 +1,176 @@
+use std::cmp::Ordering;
+use std::collections::{BTreeMap, BTreeSet};
+
+use serde::Deserialize;
+use serde_json::{Map, Value};
+
+use super::{execute_rolling, execute_talib};
+
+const ORACLE: &str = include_str!(concat!(
+    env!("CARGO_MANIFEST_DIR"),
+    "/../../../benchmarks/reference/indicator-kernels/",
+    "nfi-x7-e857f9b6-talib-v0.6.4.json"
+));
+
+#[derive(Deserialize)]
+struct Fixture {
+    rows: usize,
+    inputs: BTreeMap<String, Vec<String>>,
+    cases: Vec<Case>,
+}
+
+#[derive(Deserialize)]
+struct Case {
+    id: String,
+    family: String,
+    name: String,
+    arguments: Map<String, Value>,
+    input_columns: Vec<String>,
+    outputs: Vec<ExpectedColumn>,
+}
+
+#[derive(Deserialize)]
+struct ExpectedColumn {
+    name: String,
+    values: Vec<String>,
+}
+
+#[test]
+fn every_latest_nfi_talib_case_is_column_exact() {
+    let fixture: Fixture = serde_json::from_str(ORACLE).expect("valid committed oracle");
+    assert_eq!(fixture.rows, 2_200);
+    assert_eq!(fixture.cases.len(), 80);
+    let inputs = fixture
+        .inputs
+        .iter()
+        .map(|(name, values)| {
+            (
+                name.clone(),
+                values.iter().map(|token| decode(token)).collect::<Vec<_>>(),
+            )
+        })
+        .collect::<BTreeMap<_, _>>();
+    let mut covered = BTreeSet::new();
+    for case in fixture.cases {
+        if case.family != "talib" {
+            continue;
+        }
+        covered.insert(case.name.clone());
+        let selected = case
+            .input_columns
+            .iter()
+            .map(|name| inputs.get(name).expect("oracle input").as_slice())
+            .collect::<Vec<_>>();
+        let actual = execute_talib(&case.name, &selected, &case.arguments)
+            .unwrap_or_else(|error| panic!("{} failed: {error}", case.id));
+        assert_eq!(actual.names().len(), case.outputs.len(), "{}", case.id);
+        for expected in case.outputs {
+            let values = actual
+                .column(&expected.name)
+                .unwrap_or_else(|| panic!("{} missing {}", case.id, expected.name));
+            assert_eq!(values.len(), expected.values.len(), "{}", case.id);
+            for (row, (actual, expected)) in values.iter().zip(&expected.values).enumerate() {
+                assert_token(*actual, expected, &case.id, row);
+            }
+        }
+    }
+    assert_eq!(covered.len(), 19);
+}
+
+#[test]
+fn every_latest_nfi_pandas_rolling_case_is_column_exact() {
+    let fixture: Fixture = serde_json::from_str(ORACLE).expect("valid committed oracle");
+    let inputs = fixture
+        .inputs
+        .iter()
+        .map(|(name, values)| {
+            (
+                name.clone(),
+                values.iter().map(|token| decode(token)).collect::<Vec<_>>(),
+            )
+        })
+        .collect::<BTreeMap<_, _>>();
+    let mut covered = BTreeSet::new();
+    let mut cases = 0;
+    for case in fixture.cases {
+        if case.family != "pandas" {
+            continue;
+        }
+        cases += 1;
+        let reducer = case.name.strip_prefix("rolling.").expect("rolling name");
+        covered.insert(reducer.to_owned());
+        let input = inputs.get(&case.input_columns[0]).expect("oracle input");
+        let actual = execute_rolling(reducer, input, &case.arguments)
+            .unwrap_or_else(|error| panic!("{} failed: {error}", case.id));
+        let expected = &case.outputs[0];
+        for (row, (actual, expected)) in actual.iter().zip(&expected.values).enumerate() {
+            assert_token(*actual, expected, &case.id, row);
+        }
+    }
+    assert_eq!(cases, 24);
+    assert_eq!(
+        covered,
+        BTreeSet::from_iter(["max", "mean", "min", "sum"].map(str::to_owned))
+    );
+}
+
+#[test]
+fn finite_signal_boundaries_never_use_a_tolerance() {
+    let fixture: Fixture = serde_json::from_str(ORACLE).expect("valid committed oracle");
+    for case in fixture.cases {
+        for output in case.outputs {
+            for token in output.values {
+                let threshold = decode(&token);
+                if !threshold.is_finite() {
+                    continue;
+                }
+                let below = adjacent(threshold, false);
+                let above = adjacent(threshold, true);
+                assert_eq!(threshold.partial_cmp(&threshold), Some(Ordering::Equal));
+                assert_eq!(below.partial_cmp(&threshold), Some(Ordering::Less));
+                assert_eq!(above.partial_cmp(&threshold), Some(Ordering::Greater));
+            }
+        }
+    }
+}
+
+fn decode(token: &str) -> f64 {
+    match token {
+        "nan" => f64::NAN,
+        "inf" => f64::INFINITY,
+        "-inf" => f64::NEG_INFINITY,
+        encoded => f64::from_bits(
+            u64::from_str_radix(encoded.strip_prefix("0x").expect("f64 token"), 16)
+                .expect("f64 bits"),
+        ),
+    }
+}
+
+fn assert_token(actual: f64, expected: &str, case: &str, row: usize) {
+    if expected == "nan" {
+        assert!(
+            actual.is_nan(),
+            "{case} row {row}: expected NaN, got {actual:?}"
+        );
+    } else {
+        assert_eq!(
+            actual.to_bits(),
+            decode(expected).to_bits(),
+            "{case} row {row}: expected {expected}, got 0x{:016x}",
+            actual.to_bits()
+        );
+    }
+}
+
+fn adjacent(value: f64, upward: bool) -> f64 {
+    if value == 0.0 {
+        return if upward {
+            f64::from_bits(1)
+        } else {
+            -f64::from_bits(1)
+        };
+    }
+    let bits = value.to_bits();
+    let increment = upward == value.is_sign_positive();
+    f64::from_bits(if increment { bits + 1 } else { bits - 1 })
+}
diff --git a/rust/crates/nfi-vector-core/src/lib.rs b/rust/crates/nfi-vector-core/src/lib.rs
index 16fed37..5ed6ba4 100644
--- a/rust/crates/nfi-vector-core/src/lib.rs
+++ b/rust/crates/nfi-vector-core/src/lib.rs
@@ -12,6 +12,7 @@ pub mod column;
 pub mod engine;
 pub mod error;
 pub mod float;
+pub mod kernels;
 pub mod program;
 pub mod sink;
 pub mod state;
diff --git a/scripts/generate_indicator_kernel_fixture.py b/scripts/generate_indicator_kernel_fixture.py
new file mode 100644
index 0000000..5d8c783
--- /dev/null
+++ b/scripts/generate_indicator_kernel_fixture.py
@@ -0,0 +1,26 @@
+#!/usr/bin/env python3
+"""Regenerate the official TA-Lib column oracle for the Rust vector kernels."""
+
+from __future__ import annotations
+
+import argparse
+from pathlib import Path
+
+from nfi_backtest_engine.indicator_kernel_fixture import (
+    DEFAULT_ROWS,
+    write_talib_kernel_fixture,
+)
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("inventory", type=Path)
+    parser.add_argument("output", type=Path)
+    parser.add_argument("--rows", type=int, default=DEFAULT_ROWS)
+    args = parser.parse_args()
+    write_talib_kernel_fixture(args.inventory, args.output, rows=args.rows)
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tests/test_indicator_kernel_fixture.py b/tests/test_indicator_kernel_fixture.py
new file mode 100644
index 0000000..77eecfb
--- /dev/null
+++ b/tests/test_indicator_kernel_fixture.py
@@ -0,0 +1,76 @@
+from __future__ import annotations
+
+import copy
+import json
+from pathlib import Path
+
+import pytest
+from nfi_backtest_engine.indicator_kernel_fixture import (
+    KernelFixtureError,
+    generate_talib_kernel_fixture,
+)
+
+
+def _inventory(path: Path) -> None:
+    path.write_text(
+        json.dumps(
+            {
+                "fingerprint": "a" * 64,
+                "upstream": {"repository": "example.invalid/nfi", "commit": "b" * 40},
+                "source": {"sha256": "c" * 64},
+                "operations": [
+                    {
+                        "family": "talib",
+                        "callable": "talib.RSI",
+                        "occurrences": [
+                            {
+                                "arguments": [
+                                    {"name": "#0", "literal": None},
+                                    {"name": "timeperiod", "literal": 14},
+                                ]
+                            },
+                            {
+                                "arguments": [
+                                    {"name": "#0", "literal": None},
+                                    {"name": "timeperiod", "literal": 3},
+                                ]
+                            },
+                        ],
+                    }
+                ],
+            }
+        ),
+        encoding="utf-8",
+    )
+
+
+def test_fixture_is_deterministic_bit_exact_and_inventory_driven(tmp_path: Path) -> None:
+    inventory = tmp_path / "inventory.json"
+    _inventory(inventory)
+
+    first = generate_talib_kernel_fixture(inventory, rows=600)
+    second = generate_talib_kernel_fixture(inventory, rows=600)
+
+    assert first == second
+    assert first["fingerprint"] == second["fingerprint"]
+    assert {case["arguments"]["timeperiod"] for case in first["cases"]} == {3, 14}
+    assert all(case["name"] == "RSI" for case in first["cases"])
+    assert all(len(case["outputs"][0]["values"]) == 600 for case in first["cases"])
+    tokens = {token for case in first["cases"] for token in case["outputs"][0]["values"]}
+    assert "nan" in tokens
+    assert any(token.startswith("0x") for token in tokens)
+
+
+def test_fixture_fails_closed_for_non_literal_parameter(tmp_path: Path) -> None:
+    inventory = tmp_path / "inventory.json"
+    _inventory(inventory)
+    document = json.loads(inventory.read_text(encoding="utf-8"))
+    invalid = copy.deepcopy(document)
+    invalid["operations"][0]["occurrences"][0]["arguments"][1] = {
+        "name": "timeperiod",
+        "literal": None,
+    }
+    inventory.write_text(json.dumps(invalid), encoding="utf-8")
+
+    with pytest.raises(KernelFixtureError, match="non-literal"):
+        generate_talib_kernel_fixture(inventory, rows=600)
diff --git a/tests/test_indicator_program.py b/tests/test_indicator_program.py
index a94d0cc..10d598e 100644
--- a/tests/test_indicator_program.py
+++ b/tests/test_indicator_program.py
@@ -120,6 +120,39 @@ def test_indicator_program_compiles_typed_causal_dag_and_helpers(tmp_path: Path)
     assert len(program["fingerprint"]) == 64
 
 
+def test_indicator_program_compiles_generic_talib_multi_outputs(tmp_path: Path) -> None:
+    source = tmp_path / "MultiOutputStrategy.py"
+    source.write_text(
+        "import talib.abstract as ta\n"
+        "from freqtrade.strategy import IStrategy\n"
+        "class MultiOutputStrategy(IStrategy):\n"
+        "    timeframe = '5m'\n"
+        "    def populate_indicators(self, dataframe, metadata):\n"
+        "        high = dataframe['high']\n"
+        "        low = dataframe['low']\n"
+        "        close = dataframe['close']\n"
+        "        aroon_down, aroon_up = ta.AROON(high, low, timeperiod=14)\n"
+        "        fast_k = ta.STOCHF(high, low, close, fastk_period=9)[0]\n"
+        "        dataframe['aroon_down'] = aroon_down\n"
+        "        dataframe['aroon_up'] = aroon_up\n"
+        "        dataframe['fast_k'] = fast_k\n"
+        "        return dataframe\n",
+        encoding="utf-8",
+    )
+
+    program = compile_indicator_program(source, class_name="MultiOutputStrategy")
+
+    calls = [node for node in program["nodes"] if node["op"] == "indicator-call"]
+    assert [(node["parameters"]["name"], node["parameters"]["output"]) for node in calls] == [
+        ("AROON", "aroondown"),
+        ("AROON", "aroonup"),
+        ("STOCHF", "fastk"),
+    ]
+    assert all(node["parameters"]["family"] == "ta" for node in calls)
+    assert program["required_input_columns"] == ["close", "high", "low"]
+    validate_indicator_program(program)
+
+
 def test_committed_indicator_program_contract_remains_schema_valid() -> None:
     program = compile_indicator_program(
         CONTRACT,