Fallacy checker refactor #385

michaelr524 · 2026-01-03T22:35:01Z

PR Type

Enhancement

Description

Fallacy checker refactored with profile-based configuration, single-pass full-document extraction, and comprehensive telemetry tracking via PipelineTelemetry class
Multi-extractor support with LLM judge for issue aggregation, deduplication, and configurable filter chain (principle-of-charity, supported-elsewhere)
OpenRouter client refactored to direct HTTP API with reasoning budget support, temperature normalization across providers, and unified usage metrics
Fallacy extractor enhanced with multi-model support (Claude and OpenRouter), configurable parameters, date context injection, and telemetry capture
New fallacy judge tool for aggregating and deduplicating issues from multiple extractors with decision logic (accept/merge/reject)
Reasoning budget resolver for OpenRouter models with caching, provider-specific limits, and client-safe UI display formatting
Validation framework with comparison logic, regression detection, baseline management, and corpus document tracking in MetaEvaluationRepository
Job orchestrator updated with profile support, improved type safety, and pipelineTelemetry persistence
Plugin manager enhanced with profile configuration and telemetry collection from plugins
New filter tools for principle-of-charity and supported-elsewhere evaluation using LLM-based filtering
Unified LLM filter utilities abstracting Claude and OpenRouter API differences with model detection and reasoning configuration
Lab validation feature with TypeScript types, API endpoints for runs/baselines/profiles, and UI hooks for validation management
Model discovery utilities for fetching and caching available models from Anthropic and OpenRouter APIs
Fuzzy deduplication strategies for comparing extraction issues with multiple similarity algorithms

Diagram Walkthrough

flowchart LR
  A["Fallacy Checker Plugin"] -->|"profiles"| B["Profile Loader"]
  A -->|"multi-extract"| C["Multi-Extractor"]
  C -->|"parallel"| D["Fallacy Extractors<br/>Claude/OpenRouter"]
  C -->|"aggregate"| E["Fallacy Judge"]
  A -->|"filter chain"| F["Filter Tools"]
  F -->|"principle-of-charity"| G["Charity Filter"]
  F -->|"supported-elsewhere"| H["Support Filter"]
  G -->|"LLM calls"| I["LLM Filter Utils"]
  H -->|"LLM calls"| I
  D -->|"LLM calls"| J["Claude Wrapper<br/>OpenRouter Client"]
  E -->|"LLM calls"| J
  J -->|"reasoning budget"| K["Reasoning Budget<br/>Resolver"]
  A -->|"telemetry"| L["Pipeline Telemetry"]
  L -->|"metrics"| M["Job Orchestrator"]
  M -->|"save results"| N["Database"]
  N -->|"validation"| O["Validation Framework"]
  O -->|"compare"| P["Comparison Logic"]

File Walkthrough

Relevant files

Enhancement

27 files

index.ts `Fallacy checker refactored with profiles, telemetry, and` `multi-extractor support` internal-packages/ai/src/analysis-plugins/plugins/fallacy-check/index.ts Refactored to support profile-based configuration with `FallacyCheckPluginOptions` for flexible profile loading Implemented single-pass full-document extraction instead of chunk-based processing for better context Added comprehensive telemetry tracking via `PipelineTelemetry` class capturing all pipeline stages Introduced configurable filter chain (principle-of-charity, supported-elsewhere) with dynamic dispatch Integrated multi-extractor support with LLM judge for issue aggregation and deduplication Added helper methods for resolving thinking/reasoning configuration across different model types	+855/-186
openrouter.ts `OpenRouter client refactored to direct HTTP with reasoning budget` `support` internal-packages/ai/src/utils/openrouter.ts Replaced OpenAI SDK wrapper with direct HTTP API client for full control over OpenRouter-specific parameters Added comprehensive type definitions for OpenRouter request/response structures and reasoning configuration Implemented `callOpenRouter()` low-level API, `callOpenRouterChat()` for simple completions, and `callOpenRouterWithTool()` for tool calling Added unified usage metrics integration capturing cost, cache tokens, and reasoning tokens Implemented temperature normalization across different provider ranges (Anthropic, OpenAI, Google, etc.) Added reasoning budget resolution with provider-specific limits and explicit token budget support	+668/-31
index.ts `Fallacy extractor enhanced with multi-model support and telemetry` internal-packages/ai/src/tools/fallacy-extractor/index.ts Added support for both Claude and OpenRouter models via conditional dispatch based on model ID format Implemented configurable extraction parameters (model, temperature, thinking, custom prompts, thresholds) Added unified usage metrics and actual API params capture for telemetry Refactored to support single-pass full-document mode in addition to chunk-based extraction Integrated date context injection to prevent false positives on recent dates Moved system/user prompts to separate `prompts.ts` file for better maintainability	+263/-216
index.ts `New fallacy judge tool for multi-extractor issue aggregation` internal-packages/ai/src/tools/fallacy-judge/index.ts New tool for aggregating and deduplicating issues from multiple extractors using LLM judge Implements decision logic: accept (single/multi-source), merge (duplicates), reject (low-confidence) Supports both Claude and OpenRouter models with configurable reasoning effort Includes environment variable parsing for judge configuration (`FALLACY_JUDGE`, `FALLACY_JUDGES`) Captures unified usage metrics and actual API parameters for cost tracking Provides judge label generation and reasoning display utilities	+636/-0
reasoningBudget-client.ts `New client-safe reasoning budget resolver for UI display` internal-packages/ai/src/utils/reasoningBudget-client.ts New client-safe synchronous version of reasoning budget resolver for UI components Calculates reasoning token budgets based on effort level and provider-specific max completion tokens Implements dynamic output reserve calculation to ensure sufficient tokens for tool responses Provides display-friendly budget formatting (e.g., "12.5K") for user-facing UI Supports explicit budget (max_tokens) vs effort-based reasoning configuration	+239/-0
MetaEvaluationRepository.ts `Validation framework and baseline management repository methods` internal-packages/db/src/repositories/MetaEvaluationRepository.ts Added `deleteSeries()` method to delete a series and all its associated runs with proper foreign key constraint handling Added comprehensive validation framework methods: `getValidationCorpusDocuments()`, `getEvaluationSnapshots()`, `getEvaluationSnapshotById()` for retrieving evaluation data Added validation baseline management methods: `createValidationBaseline()`, `getValidationBaselines()`, `getBaselineSnapshots()`, `deleteValidationBaseline()`, `getBaselineDocumentIds()` Added validation run tracking methods: `createValidationRun()`, `updateValidationRunStatus()`, `addValidationRunSnapshot()`, `getValidationRuns()`, `getValidationRunDetail()`, `deleteValidationRun()`, `getBaselineSnapshotByDocument()` Changed nullish coalescing operators from `\|\|` to `??` for proper null/undefined handling in `firstRunAt` and `lastRunAt` calculations Removed unnecessary null checks for `docVersion` with explanatory comment about TypeScript type guarantees Enhanced `getRecentDocuments()` with optional `titleFilter` parameter for case-insensitive title search and increased result limit from 30 to 100	+701/-7
profile-loader.ts `Fallacy checker profile loading and validation framework` internal-packages/ai/src/analysis-plugins/plugins/fallacy-check/profile-loader.ts New file implementing profile loading and validation for fallacy checker configurations Provides functions to load profiles by ID, load default profiles for agents, and fall back to defaults on errors Implements comprehensive validation and merging of profile configurations with defaults Includes profile CRUD operations: `createProfile()`, `updateProfile()`, `deleteProfile()` Validates model configurations, thresholds, prompts, filter chains, reasoning settings, and provider preferences Handles migration from old filter chain format to new format	+478/-0
llm-filter-utils.ts `Unified LLM filter utilities for Claude and OpenRouter APIs` internal-packages/ai/src/tools/shared/llm-filter-utils.ts New file providing shared utilities for LLM-based filter operations Abstracts differences between Claude API and OpenRouter API calls with unified interface Implements model detection, reasoning configuration building, and thinking/reasoning parameter conversion Provides `callLLMFilter()` main function for unified LLM calls with tool use support Includes document truncation utilities for context management and date context generation to prevent temporal reasoning errors Exports types for reasoning config, provider preferences, API parameters, and response metrics	+427/-0
compare.ts `Validation comparison and regression detection logic` meta-evals/src/validation/compare.ts New file implementing comparison logic for validation framework Implements string similarity calculation using Levenshtein distance for fuzzy matching Provides comment matching between baseline and current snapshots with confidence scoring Implements regression detection for score drops, lost comments, high-importance comment loss, and telemetry anomalies Includes telemetry extraction and analysis with thresholds for extraction drops and duration spikes Provides formatting utilities for comparison results and status determination	+389/-0
reasoningBudget.ts `Reasoning budget calculation and resolution for OpenRouter` internal-packages/ai/src/utils/reasoningBudget.ts New file implementing reasoning budget resolver for OpenRouter models Calculates optimal reasoning token budgets based on effort levels and provider-specific limits Implements caching mechanism for model endpoint data with TTL-based invalidation Provides both async and synchronous budget resolution functions Handles model-specific API compatibility (explicit budget vs effort-based reasoning) Includes dynamic output reserve calculation to ensure sufficient tokens for tool responses	+399/-0
JobOrchestrator.ts `Job orchestrator profile support and type safety improvements` internal-packages/jobs/src/core/JobOrchestrator.ts Added `JobProcessingOptions` interface with optional `profileId` for plugin configuration Updated `processJob()` signature to accept optional `options` parameter for profile ID passing Changed `setupSessionTracking()` from async to synchronous with removed null checks (TypeScript guarantees) Removed unnecessary null checks in `prepareJobData()` with explanatory comments about type guarantees Updated `executeAnalysis()` to use options-based signature for passing `profileId` to `analyzeDocument()` Changed `saveAnalysisResults()` to properly type `analysisResult` as `DocumentAnalysisResult` and save `pipelineTelemetry` Improved `saveHighlights()` to properly type comments and remove redundant null checks Changed nullish coalescing from `\|\|` to `??` for proper null/undefined handling in comment field assignments Updated logging to include profile ID information when processing jobs	+90/-93
multiExtractor.ts `Multi-extractor parallel execution and deduplication` internal-packages/ai/src/analysis-plugins/plugins/fallacy-check/extraction/multiExtractor.ts New file implementing multi-extractor runner for parallel fallacy extraction Provides `runMultiExtractor()` to execute multiple extractors in parallel with aggregated results Implements reasoning configuration resolution from profile settings with backward compatibility for legacy thinking boolean Provides issue deduplication using Jaccard word-overlap similarity with quality-based duplicate resolution Includes extractor result flattening and quality scoring for extracted issues Implements comprehensive logging and error handling for parallel extraction operations	+359/-0
wrapper.ts `Claude API extended thinking and telemetry support` internal-packages/ai/src/claude/wrapper.ts Added `ThinkingConfig` interface for extended thinking configuration with budget tokens Enhanced `ClaudeCallOptions` with `thinking` parameter supporting boolean or `ThinkingConfig` object Added `ClaudeActualParams`, `ClaudeResponseMetrics` interfaces for telemetry tracking Implemented extended thinking support with automatic temperature adjustment (must be 1 when thinking enabled) Added response metrics collection including latency, token usage, cache metrics, and stop reason Implemented unified usage metrics calculation with cost estimation Updated `callClaudeWithTool()` to use `tool_choice: 'auto'` when thinking is enabled (incompatible with forced tool choice) Improved error handling with enhanced max_tokens truncation detection Changed from deprecated `withRetry` to inline retry logic with exponential backoff Added comprehensive telemetry capture for API calls and responses	+158/-28
types.ts `Lab validation feature TypeScript type definitions` apps/web/src/app/monitor/lab/types.ts New file defining TypeScript types for the Lab (Validation) feature Defines baseline, corpus document, validation run, and snapshot types for validation framework Includes comparison data types for tracking matched, new, and lost comments Defines filter configuration types for principle-of-charity, supported-elsewhere, severity, and confidence filters Includes extractor and judge configuration types with reasoning and provider preferences Defines profile configuration structure with models, thresholds, prompts, and filter chain Includes API parameter and response metrics types for telemetry tracking	+340/-0
index.ts `Validation framework barrel export` meta-evals/src/validation/index.ts New file serving as barrel export for validation framework Exports types and comparison functions from validation module	+8/-0
fuzzy-dedup.ts `Fuzzy deduplication strategies for extraction issues` meta-evals/src/components/extractor-lab/fuzzy-dedup.ts Implements four fuzzy deduplication strategies (exact, Jaccard, Fuse.js, uFuzzy) for comparing extraction issues Provides similarity calculation functions and quality scoring based on text length and severity/confidence/importance metrics Includes deduplication logic that keeps higher-quality issues when duplicates are found Exports multi-strategy runner and helper functions for flattening extractor results	+323/-0
usageMetrics.ts `Unified usage metrics across API providers` internal-packages/ai/src/utils/usageMetrics.ts Defines unified usage metrics interface supporting both OpenRouter and Anthropic APIs Implements Anthropic pricing table with model-specific rates for input/output/cache tokens Provides conversion functions to normalize usage data from different providers into consistent format Includes cost calculation and aggregation utilities for multi-provider usage tracking	+261/-0
index.ts `Principle of charity filter tool implementation` internal-packages/ai/src/tools/principle-of-charity-filter/index.ts Implements principle of charity filter tool that evaluates issues under charitable interpretation Uses LLM to determine if flagged issues remain valid when author's argument is interpreted charitably Separates issues into valid and dissolved categories with detailed reasoning Includes context extraction and document truncation for efficient LLM processing	+326/-0
config.ts `Multi-extractor configuration parser and utilities` internal-packages/ai/src/analysis-plugins/plugins/fallacy-check/extraction/config.ts Parses multi-extractor configuration from `FALLACY_EXTRACTORS` and `FALLACY_JUDGE` environment variables Generates unique extractor labels and IDs based on model and configuration parameters Provides temperature defaults for Claude vs OpenRouter models Supports profile-based configuration loading from database	+319/-0
index.ts `Supported elsewhere filter tool implementation` internal-packages/ai/src/tools/supported-elsewhere-filter/index.ts Implements filter tool to check if flagged issues are supported/explained elsewhere in document Uses LLM to search document for supporting evidence and determine if issues should be filtered Separates results into supported and unsupported issues with location tracking Includes evidence keyword detection and document context truncation	+295/-0
types.ts `Pipeline telemetry types for observability` internal-packages/ai/src/analysis-plugins/plugins/fallacy-check/telemetry/types.ts Defines comprehensive telemetry types for pipeline execution tracking and observability Includes stage metrics, filtered/passed item records, and extraction phase telemetry Tracks per-extractor metrics, judge decisions, and profile configuration information Provides pipeline stage constants and complete execution record structure	+342/-0
profile-types.ts `Fallacy checker profile configuration types` internal-packages/ai/src/analysis-plugins/plugins/fallacy-check/profile-types.ts Defines fallacy checker profile configuration types for database storage Includes model, threshold, prompt, and filter chain configuration structures Provides filter type definitions and migration utilities for backwards compatibility Exports default configurations and profile creation helpers	+317/-0
route.ts `Validation run finalization API endpoint` apps/web/src/app/api/monitor/lab/runs/[id]/finalize/route.ts Implements API endpoint to finalize validation runs by comparing baseline and new evaluation snapshots Performs comment matching using Jaccard similarity and tracks changed/unchanged documents Saves comparison results including pipeline telemetry and stage metrics to database Handles error cases and updates run status appropriately	+278/-0
PipelineTelemetry.ts `Pipeline telemetry collector with fluent API` internal-packages/ai/src/analysis-plugins/plugins/fallacy-check/telemetry/PipelineTelemetry.ts Implements fluent API for collecting and aggregating pipeline execution metrics Tracks stage timing, input/output counts, costs, and API parameters Records filtered and passed items with reasoning for debugging Provides finalization method to generate complete execution records with version tracking	+300/-0
openrouter-types.ts `OpenRouter API types and utilities` internal-packages/ai/src/utils/openrouter-types.ts Defines client-safe type definitions for OpenRouter API integration Includes request/response types, tool definitions, and reasoning configuration Provides constants for common OpenRouter models and temperature ranges by provider Exports utility functions for provider detection and temperature normalization	+257/-0
PluginManager.ts `Plugin manager profile configuration and telemetry` internal-packages/ai/src/analysis-plugins/PluginManager.ts Adds profile configuration support for FallacyCheckPlugin with `fallacyCheckProfileId` and `fallacyCheckAgentId` options Collects and returns `pipelineTelemetry` from plugins in analysis results Improves error handling with better type checking for error messages Removes unnecessary async/await and fixes variable naming issues	+47/-28
allModels.ts `Model discovery and information utilities` internal-packages/ai/src/utils/allModels.ts Fetches available models from both Anthropic and OpenRouter APIs with caching Provides model information including context length, temperature support, and reasoning capabilities Implements filtering and grouping utilities for model discovery Includes temperature presets for model configuration UI	+183/-0

Miscellaneous

1 files

lab-exports.ts `Standalone lab exports avoiding circular dependencies` internal-packages/ai/src/analysis-plugins/plugins/fallacy-check/extraction/lab-exports.ts Provides standalone type definitions and config parsing for Extractor Lab without circular dependencies Duplicates configuration types and parsing logic to avoid import cycles with plugin system Includes extractor result types and multi-extractor configuration structures Exports label generation and ID generation utilities for telemetry correlation	+315/-0

Additional files

101 files

CLAUDE.md	+75/-0
route.ts	+28/-0
route.ts	+96/-0
route.ts	+33/-0
route.ts	+38/-0
route.ts	+56/-0
route.ts	+135/-0
route.ts	+59/-0
route.ts	+33/-0
route.ts	+26/-0
route.ts	+151/-0
route.ts	+135/-0
route.ts	+22/-0
route.ts	+52/-0
route.ts	+59/-0
route.ts	+116/-0
route.ts	+101/-0
types.ts	+10/-0
client-layout.tsx	+6/-0
BaselineCard.tsx	+49/-0
BaselineList.tsx	+27/-0
CreateBaselineModal.tsx	+359/-0
AllEvaluationsList.tsx	+200/-0
RunDetail.tsx	+131/-0
ExtractorEditor.tsx	+80/-0
FilterChainEditor.tsx	+491/-0
JudgeEditor.tsx	+56/-0
ModelConfigurator.tsx	+403/-0
ModelSelector.tsx	+160/-0
ProfileDetailView.tsx	+606/-0
ProfilesList.tsx	+129/-0
ProviderSelector.tsx	+214/-0
ExtractorCards.tsx	+363/-0
ItemCards.tsx	+136/-0
PipelineView.tsx	+434/-0
SnapshotComparison.tsx	+269/-0
pipelineUtils.ts	+109/-0
BaselinesTab.tsx	+105/-0
HistoryTab.tsx	+303/-0
RunTab.tsx	+312/-0
useAllEvaluations.ts	+68/-0
useBaselines.ts	+63/-0
useCorpusDocs.ts	+40/-0
useDefaultPrompts.ts	+37/-0
useModelEndpoints.ts	+107/-0
useModels.ts	+86/-0
useProfiles.ts	+110/-0
useRuns.ts	+73/-0
page.tsx	+534/-0
formatters.ts	+54/-0
createToolAPIHandler.ts	+1/-2
dev-env.sh	+69/-13
setup_db.sh	+3/-0
lint-pr-strict.sh	+242/-0
package.json	+29/-0
markdown.ts	+0/-16
dedup.ts	+182/-0
index.ts	+9/-0
types.ts	+325/-0
index.ts	+23/-0
types.ts	+1/-0
index.ts	+62/-16
server.ts	+15/-0
Tool.ts	+9/-23
testRunner.ts	+3/-2
types.ts	+41/-0
index.ts	+25/-43
client-types.ts	+223/-0
configs.ts	+1/-1
prompts.ts	+117/-0
types.ts	+82/-4
config.ts	+12/-0
prompts.ts	+33/-0
types.ts	+178/-0
index.ts	+13/-1
types.ts	+8/-0
generated-schemas.ts	+51/-7
config.ts	+13/-0
prompts.ts	+64/-0
types.ts	+91/-0
index.ts	+8/-8
prompts.ts	+53/-0
types.ts	+91/-0
common.ts	+148/-0
index.ts	+7/-0
modelConfigResolver.ts	+253/-0
analyzeDocument.ts	+43/-23
types.ts	+17/-1
index.ts	+11/-12
index.ts	+1/-1
migration.sql	+2/-0
migration.sql	+48/-0
migration.sql	+61/-0
migration.sql	+22/-0
migration.sql	+2/-0
schema.prisma	+120/-19
.eslintrc.json	+6/-0
process-pgboss-worker.ts	+16/-8
JobService.ts	+6/-1
jobTypes.ts	+2/-0
Additional files not shown

Based on user feedback from LessWrong/EA Forum about false positives, aggressive flagging, and missing context issues. Key changes planned: - Single-pass full document extraction (replaces chunking) - Multi-stage filtering (charity, supported elsewhere, dedup) - Simplified review (summarization only) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

Was backwards: "defending weak claim by switching to strong one" Now correct: "defending controversial claim by retreating to defensible one" 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Add DB-level title search with case-insensitive LIKE query - Increase document limit from 30 to 100 - Add debounced search input with spinner - Fix 'q' key quit issue when typing in search field - Improve date format to human-readable (Dec 27, 2025) - Fix alignment with fixed-width title padding 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Add deleteSeries() to MetaEvaluationRepository - Add delete confirmation modal in MainMenu (d key, y/n confirm) - Improve API error handling with human-readable messages - Switch dev-env.sh from zellij to tmux 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Plugin now passes full documentText for analysis instead of splitting into chunks - Extractor uses documentText when text param is not provided (single-pass mode) - Made text param optional in FallacyExtractorInput to support both modes - Backwards compatible: chunk mode still works when text+chunkStartOffset provided This reduces code complexity and provides better context to the LLM by analyzing the full document at once. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

vercel · 2026-01-03T22:35:02Z

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Project	Deployment	Review	Updated (UTC)
roast-my-post	Ready	Preview	Jan 23, 2026 1:52pm

coderabbitai · 2026-01-03T22:35:07Z

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- Add SupportedElsewhereFilterTool that checks if flagged issues are actually supported/justified elsewhere in the document - Integrate filter into fallacy-check plugin between extraction and comment generation phases - Add debug logging to fallacy extractor and filter for visibility - Add restart command to dev-env.sh with buffer clearing - Update implementation notes with next steps (model testing, per-claim verification, extraction prompt improvements) Results on test document show filter correctly identifies claims that are justified by technical explanations later in the document. Opus filters more aggressively (0 issues) vs Sonnet (1-2 issues). 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Add callOpenRouterWithTool() wrapper for OpenRouter API tool calling - Add Gemini 3 Pro/Flash model IDs to OPENROUTER_MODELS - Add temperature normalization per provider (Anthropic 0-1, others 0-2) - Update supported-elsewhere filter to use OpenRouter for non-Claude models - Add FALLACY_FILTER_MODEL env var for easy model switching - Increase max_tokens to 8000 for OpenRouter (Gemini Pro needs more) - Add error logging for tool call failures Tested with Gemini 3 Flash ($0.003) and Pro ($0.054) - both agree with Opus that all 5 issues are supported elsewhere (vs Sonnet keeping 1-2). 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

… restart - Add model parameter to FallacyExtractorInput for OpenRouter models - Support FALLACY_EXTRACTOR_MODEL env var for easy model switching - Use callOpenRouterWithTool for non-Claude models (Gemini, GPT, etc.) - Clear visible screen before scrollback in dev-env restart 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Update model testing results (Opus, Sonnet, Gemini Flash/Pro comparison) - Document OpenRouter integration for multi-model testing - Reorganize next steps by pipeline stage (extraction, filtering, review) - Add planned filters: Principle of Charity, dedup/severity threshold - Add cross-cutting concerns: multi-expert aggregation, observability, validation - Add section 3.8: Prioritized implementation plan with 4 phases - Include risk table with mitigations Key insight: Phase 1 (observability + validation) must come first - can't improve what you can't measure. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Meta-eval scoring for comment quality (accuracy, clarity, tone) - Review stage improvements based on meta-eval feedback - Feedback loop to iterate on prompts over time 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Create telemetry module with StageMetrics, PipelineExecutionRecord types - Add PipelineTelemetry collector class with fluent API - Track 5 pipeline stages: extraction, dedup, filter, comment-gen, review - Persist telemetry to EvaluationVersion.pipelineTelemetry JSON field - Refactor FallacyCheckPlugin with helper methods for cleaner code 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Add validation types (EvaluationSnapshot, DocumentComparisonResult, RegressionFlag) - Add comment comparison logic with fuzzy matching (Levenshtein similarity) - Add regression detection: score drop, lost comments, high-importance loss, extraction drop - Add Validation screen to meta-evals CLI with Corpus/Compare/Results tabs - Add repository methods for corpus queries and evaluation snapshots - Clarify Settings UI shows judge model is for Score/Rank flows TODO: Add baseline selection (pinned golden baseline vs latest run) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Add ValidationBaseline and ValidationBaselineSnapshot tables - Add repository methods for baseline CRUD - Update Validation UI with baseline management: - Create/delete/select baselines - Run pipeline on baseline documents - Compare new results vs saved baseline - Save results as new baseline - Show change summary: "X kept, +Y new, -Z lost" per document - Use [=] unchanged / [~] changed instead of pass/fail icons - Clarify main menu labels (Score/Rank vs Validation) - Remove emoji from menu items 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- MainMenu now only has 4 options: Score/Rank, Validation, Settings, Exit - Created ScoreRankMenu component with series list, create, delete - Settings remains as modal overlay in MainMenu - Updated App.tsx routing for new screen structure - Navigation: SeriesDetail and CreateBaseline now return to ScoreRankMenu 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Add ValidationRun and ValidationRunSnapshot tables for persisting runs - Capture per-item filter reasoning in pipeline telemetry (filteredItems) - Record filter reasons from supported-elsewhere-filter and review stages - Display filter reasoning for lost comments in validation UI - Distinguish filtered comments (⊘) from not-extracted comments (−) - Simplify UI: remove Results tab, auto-navigate to History after run - Show all comments in scrollable list (no more "and X more" truncation) - Add legend and summary breakdown (X filtered, Y not extracted) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

…uter direct API Multi-extractor system: - Run multiple extractors in parallel with different models/settings - Optional LLM judge for aggregation (disabled by default, uses simple dedup) - Per-extractor configuration via FALLACY_EXTRACTORS env var New extractor config options: - `thinking: boolean` - Enable/disable extended thinking (Claude) or reasoning (OpenRouter) - `temperature: number | "default"` - Explicit temp or use model's native default OpenRouter direct API: - Replaced OpenAI SDK with direct HTTP calls for full parameter control - Proper `reasoning_effort` support: none/minimal/low/medium/high/xhigh - New `callOpenRouterChat()` for non-tool-calling use cases - Updated claim-evaluator to use new API Telemetry & UI: - Track temperatureConfig and thinkingEnabled per extractor - Display extraction params in validation UI 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Add new Extractor Lab screen to main menu - Allows running fallacy extraction directly without full pipeline - Configure multiple extractors with different models/temperatures - Uses same validation corpus as Validation screen (50 docs) - Display format matches Create Baseline (numbered, with dates) - Export @roast/ai/fallacy-extraction module for external use 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Update package.json export to use dist files instead of src - Use static import instead of dynamic import in ExtractorLab - Fixes ERR_REQUIRE_CYCLE_MODULE error when running extraction Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Add new "All Evals" tab to Lab UI showing recent user-facing evaluations with their pipeline telemetry (not just validation runs) - Add API endpoint /api/monitor/lab/evaluations to fetch evaluation versions with pipelineTelemetry data - Track items that pass through filters (not just filtered out items): - Add PassedItemRecord type to telemetry - Record passed items in principle-of-charity and supported-elsewhere filters - Display passed items in PipelineView (collapsed by default) - New components: AllEvaluationsList, PassedItemCard, useAllEvaluations hook Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Add whitespace-nowrap to prevent text wrapping - Reduce padding and gap for better fit - Shorten 'All Evals' to 'Evals' - Add flex-shrink-0 to icons Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Remove unused imports: getGlobalSessionManager, ToolChainResult, LIMITS, getMultiExtractorConfig, DEFAULT_THRESHOLDS, DEFAULT_FILTER_CHAIN - Remove unused helper functions: escapeMd, sanitizeUrl - Remove unused type import: ReasoningEffort (keep re-export for compat) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

Dead code cleanup - method was defined but never called. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Remove unnecessary optional chains and nullish coalescing - Remove unused imports and variables - Fix async functions without await - Remove redundant type assertions and conditions - Add dev/scripts/lint-pr-strict.sh for PR-scoped strict linting Reduces strict lint warnings from 108 to 18 in the ai package. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Replace || with ?? for nullish coalescing on optional array access - Remove unnecessary defensive check that TypeScript guarantees Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Remove unused formatTimeout import - Replace job: any with proper inline type - Add void prefix to async signal handlers - Remove async from sync setupSessionTracking function - Remove unnecessary defensive checks (TypeScript guarantees values) - Fix nullish coalescing (|| to ??) for submittedBy?.id - Remove unnecessary optional chain on agentVersion - Add .eslintrc.json and tsconfig.lint.json for type-aware linting Remaining 3 warnings are `any` types that would require exporting types from @roast/ai - acceptable tradeoff for now. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

@roast/ai: - Add DocumentAnalysisResult interface to shared/types.ts - Export DocumentAnalysisResult from workflows/index.ts and server.ts - Export PluginType from index.ts (was commented out) - Use named type in analyzeDocument and analyzeDocumentUnified @roast/jobs: - Import DocumentAnalysisResult and Comment from @roast/ai - Replace all `any` types with proper types in JobOrchestrator - Remove unnecessary defensive checks revealed by proper typing - Fix nullish coalescing (|| null to ?? undefined) for Prisma Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Fix floating promises in hooks with void operator - Remove unused imports and variables - Fix unnecessary type assertions and optional chains - Add exhaustive switch cases in tab components - Fix react-hooks/exhaustive-deps warnings Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

Create tools/client-types.ts with type definitions extracted from tool implementations to avoid pulling in server dependencies when importing types for UI components. - Add DocumentChunkerOutput, TextLocationFinderOutput, CheckMathOutput, CheckSpellingGrammarOutput, ExtractFactualClaimsOutput, and related types - Export all client-safe types from @roast/ai index - Fix Tool import in createToolAPIHandler.ts to use @roast/ai/server This fixes CI failures where web app typecheck couldn't find tool types that were commented out due to server dependency issues. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

Document the proper verification workflow when making changes to internal packages vs web app only. Key insight: turbo typecheck rebuilds packages first (like CI), while per-package typecheck uses potentially stale dist/ folders. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

Extract inline type annotations into properly named interfaces across web app, @roast/ai, and @roast/jobs packages. Web app: - Add shared RouteIdParams for Next.js 15 dynamic route params - Add prop interfaces for 8 UI components - Add RunProgress interface for useState in page.tsx @roast/ai: - Add DuplicateMatch<T> generic for dedup matching - Add ResolvedReasoning, DeduplicationResult interfaces - Add ExtractorCallResult, JudgeCallResult type aliases @roast/jobs: - Add JobWithAgentVersions interface Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- Remove obvious/stale comments that don't add value - Replace console.log with context.logger.debug in fallacy-extractor - Simplify error handling in fallacy-judge config parsing Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

- config.ts: Replace 6 console.warn() calls with logger.warn() - openrouter.ts: Replace console.warn/error with logger methods - PluginManager.ts: Remove stale comments and debugging notes Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

qodo-code-review · 2026-01-23T13:56:42Z

PR Compliance Guide 🔍

Below is a summary of compliance checks for this PR:

Security Compliance
⚪	Sensitive data exposure Description: The extractor logs user-supplied content (e.g., `textPreview` via `textToAnalyze.substring(0,` `100)` and other document metadata), which can expose sensitive/PII data in logs and any downstream log aggregation; additionally, similar telemetry/logging patterns in `internal-packages/ai/src/analysis-plugins/plugins/fallacy-check/index.ts` record and persist quoted text/reasoning, so ensure log/telemetry sinks are treated as sensitive and are redacted/access-controlled. index.ts [142-165] Referred Code // Debug logging for development context.logger.debug( `[FallacyExtractor] Running: model=${modelId \|\| "default"} (${isOpenRouterModel ? "OpenRouter" : "Claude"}), mode=${input.text ? "chunk" : "single-pass"}, docLength=${textToAnalyze.length}` ); // Audit log: Tool execution started context.logger.info( "[FallacyExtractor] AUDIT: Tool execution started", { timestamp: new Date().toISOString(), promptVersion: PROMPT_VERSION, textLength: textToAnalyze.length, textPreview: textToAnalyze.substring(0, 100), minSeverityThreshold: MIN_SEVERITY_THRESHOLD, maxIssues: MAX_ISSUES, hasDocumentText: !!input.documentText, hasChunkOffset: input.chunkStartOffset !== undefined, mode: input.text ? "chunk" : "single-pass", } ); ... (clipped 3 lines)
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Codebase Duplication Compliance
⚪	Codebase context is not defined Follow the guide to enable codebase context checks.
Custom Compliance
🟢	Generic: Meaningful Naming and Self-Documenting Code Objective: Ensure all identifiers clearly express their purpose and intent, making code self-documenting Status: Passed Learn more about managing compliance generic rules or creating your own custom rules
🔴	Generic: Comprehensive Audit Trails Objective: To create a detailed and reliable record of critical system actions for security analysis and compliance. Status: Missing actor context: Admin profile update/delete actions are logged without including the authenticated `userId`, making it difficult to reconstruct who performed the change. Referred Code logger.info("Profile updated", { profileId: id }); return NextResponse.json({ profile }); } catch (error) { logger.error("Error updating profile:", error); return commonErrors.serverError("Failed to update profile"); } } /** * DELETE /api/monitor/lab/profiles/[id] * Delete a profile */ export async function DELETE( request: NextRequest, { params }: RouteIdParams ) { const userId = await authenticateRequest(request); if (!userId) return commonErrors.unauthorized(); const adminCheck = await isAdmin(); ... (clipped 19 lines) Learn more about managing compliance generic rules or creating your own custom rules
	Generic: Secure Error Handling Objective: To prevent the leakage of sensitive system information through error messages while providing sufficient detail for internal debugging. Status: Leaky error details: OpenRouter errors include full/raw response payload text in the thrown Error message, which can expose internal provider details if surfaced outside secure logs. Referred Code // Include full error body for debugging (especially useful for 429 rate limits) errorDetails = ` \| Full response: ${errorText}`; } catch { // If not JSON, include raw text if (errorText) { errorDetails = ` \| Response: ${errorText.substring(0, 500)}`; } } throw new Error(`OpenRouter API error (${response.status}): ${errorMessage}${errorDetails}`); } Learn more about managing compliance generic rules or creating your own custom rules
	Generic: Secure Logging Practices Objective: To ensure logs are useful for debugging and auditing without exposing sensitive information like PII, PHI, or cardholder data. Status: Logs user content: The extractor writes `textPreview` (a substring of analyzed document text) to INFO-level audit logs, which can leak user-provided content and potential PII into logs. Referred Code // Audit log: Tool execution started context.logger.info( "[FallacyExtractor] AUDIT: Tool execution started", { timestamp: new Date().toISOString(), promptVersion: PROMPT_VERSION, textLength: textToAnalyze.length, textPreview: textToAnalyze.substring(0, 100), minSeverityThreshold: MIN_SEVERITY_THRESHOLD, maxIssues: MAX_ISSUES, hasDocumentText: !!input.documentText, hasChunkOffset: input.chunkStartOffset !== undefined, mode: input.text ? "chunk" : "single-pass", } Learn more about managing compliance generic rules or creating your own custom rules
	Generic: Security-First Input Validation and Data Handling Objective: Ensure all data inputs are validated, sanitized, and handled securely to prevent vulnerabilities Status: Missing body validation: The PUT handler accepts arbitrary JSON (`name`, `description`, `config`, `isDefault`) without schema validation/sanitization before persisting to the database. Referred Code const body = await request.json(); const { name, description, config, isDefault } = body; // Check profile exists const existing = await prisma.fallacyCheckerProfile.findUnique({ where: { id }, }); if (!existing) { return NextResponse.json({ error: "Profile not found" }, { status: 404 }); } // Check for duplicate name (excluding current profile) if (name && name !== existing.name) { const duplicate = await prisma.fallacyCheckerProfile.findFirst({ where: { agentId: existing.agentId, name, id: { not: id }, }, }); ... (clipped 26 lines) Learn more about managing compliance generic rules or creating your own custom rules
⚪	Generic: Robust Error Handling and Edge Case Management Objective: Ensure comprehensive error handling that provides meaningful context and graceful degradation Status: Error propagation risk: The OpenRouter client throws errors that can include raw upstream response bodies, and it is unclear from the diff whether these errors are always confined to internal logs versus potentially being returned to end users. Referred Code if (!response.ok) { const errorText = await response.text().catch(() => ''); let errorMessage = response.statusText; let errorDetails = ''; try { const errorBody = JSON.parse(errorText) as OpenRouterError; errorMessage = errorBody.error.message \|\| response.statusText; // Include full error body for debugging (especially useful for 429 rate limits) errorDetails = ` \| Full response: ${errorText}`; } catch { // If not JSON, include raw text if (errorText) { errorDetails = ` \| Response: ${errorText.substring(0, 500)}`; } } throw new Error(`OpenRouter API error (${response.status}): ${errorMessage}${errorDetails}`); } Learn more about managing compliance generic rules or creating your own custom rules

Compliance status legend

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🟡 - Partial Compliant
🔴 - Not Compliant
⚪ - Requires Further Human Verification
🏷️ - Compliance label

qodo-code-review · 2026-01-23T13:58:06Z

PR Code Suggestions ✨

Explore these optional code suggestions:

Category	Suggestion	Impact
General	Isolate comment errors safely Wrap the `buildFallacyComment` call within a `try/catch` block to handle potential errors for individual comments, preventing a single failure from halting the entire batch. internal-packages/ai/src/analysis-plugins/plugins/fallacy-check/index.ts [977-994] private async generateCommentsForIssues( issues: FallacyIssue[], documentText: string ): Promise<Comment[]> { const commentPromises = issues.map(async (issue) => { - // Run in next tick to ensure true parallelism - await new Promise((resolve) => setImmediate(resolve)); - const comment = await buildFallacyComment(issue, documentText, { logger }); - // Filter out comments with empty descriptions - if (comment?.description.trim()) { - return comment; + await new Promise(resolve => setImmediate(resolve)); + try { + const comment = await buildFallacyComment(issue, documentText, { logger }); + if (comment?.description.trim()) { + return comment; + } + } catch (error) { + logger.warn('Error generating comment for issue:', error); } return null; }); const commentResults = await Promise.all(commentPromises); - return commentResults.filter((comment): comment is Comment => comment !== null); + return commentResults.filter((c): c is Comment => c !== null); } `[To ensure code accuracy, apply this suggestion manually]` Suggestion importance[1-10]: 8 __ Why: This is a critical improvement for robustness, as it prevents a single error in comment generation from causing the entire analysis pipeline to fail for all other valid issues.	Medium
Possible issue	Ensure consistent return object structure Add `unifiedUsage`, `actualApiParams`, and `responseMetrics` with `undefined` values to the return object in the single-extractor case to ensure consistent telemetry. internal-packages/ai/src/tools/fallacy-judge/index.ts [299-326] // If only one extractor, accept all issues (no aggregation needed) if (input.extractorIds.length === 1) { const acceptedDecisions = input.issues.map((issue, idx) => ({ decision: 'accept' as const, finalText: issue.exactText, finalIssueType: issue.issueType, finalFallacyType: issue.fallacyType, finalSeverity: issue.severityScore, finalConfidence: issue.confidenceScore, finalImportance: issue.importanceScore, finalReasoning: issue.reasoning, sourceExtractors: [issue.extractorId], sourceIssueIndices: [idx], judgeReasoning: 'Single extractor mode - all issues accepted', })); return { acceptedDecisions, rejectedDecisions: [], summary: { totalInputIssues: input.issues.length, uniqueGroups: input.issues.length, acceptedCount: input.issues.length, mergedCount: 0, rejectedCount: 0, }, + unifiedUsage: undefined, + actualApiParams: undefined, + responseMetrics: undefined, }; } `[To ensure code accuracy, apply this suggestion manually]` Suggestion importance[1-10]: 7 __ Why: The suggestion correctly identifies that the return object for the single-extractor case is missing telemetry fields, leading to inconsistent return types and incomplete data.	Medium
	Require text input for extraction Add a `.refine` check to the Zod `inputSchema` to ensure that either `text` or `documentText` is provided, preventing the tool from running without input. internal-packages/ai/src/tools/fallacy-extractor/index.ts [88-102] const inputSchema = z.object({ text: z.string().max(50000).optional().describe("Text chunk to analyze (optional if documentText provided)"), documentText: z.string().optional().describe("Full document text - used for analysis in single-pass mode, or for location finding in chunk mode"), - chunkStartOffset: z.number().min(0).optional().describe("Byte offset where this chunk starts in the full document (optimization for location finding)"), - model: z.string().optional().describe("Model to use (Claude or OpenRouter model ID)"), - temperature: z.union([ - z.number().min(0).max(2), - z.literal('default'), - ]).optional().describe("Temperature for extraction (default: 0 for Claude, 0.1 for OpenRouter, 'default' to use model's native default)"), - thinking: z.boolean().optional().describe("Enable extended thinking/reasoning (default: true for Claude, varies for OpenRouter)"), - customSystemPrompt: z.string().optional().describe("Custom system prompt override"), - customUserPrompt: z.string().optional().describe("Custom user prompt override (document text appended)"), - minSeverityThreshold: z.number().min(0).max(100).optional().describe("Minimum severity threshold (default: 60)"), - maxIssues: z.number().min(1).max(100).optional().describe("Maximum issues to return (default: 15)"), + chunkStartOffset: z.number().min(0).optional().describe("Byte offset where this chunk starts in the full document"), + model: z.string().optional().describe("Model to use"), + temperature: z.union([z.number().min(0).max(2), z.literal('default')]).optional(), + thinking: z.boolean().optional(), + customSystemPrompt: z.string().optional(), + customUserPrompt: z.string().optional(), + minSeverityThreshold: z.number().min(0).max(100).optional(), + maxIssues: z.number().min(1).max(100).optional(), +}) +.refine(data => !!(data.text \|\| data.documentText), { + path: ['text', 'documentText'], + message: 'Either text or documentText must be provided', }) satisfies z.ZodType<FallacyExtractorInput>; `[To ensure code accuracy, apply this suggestion manually]` Suggestion importance[1-10]: 7 __ Why: The suggestion correctly points out that the tool could be called without any text to analyze, and adding a Zod `refine` check provides robust, early validation.	Medium
	Improve performance by caching Fuse.js instances Improve performance in `fuseSimilarity` by caching and reusing `Fuse.js` instances instead of creating a new one on each function call. meta-evals/src/components/extractor-lab/fuzzy-dedup.ts [69-83] +const fuseCache = new Map<string, Fuse<any>>(); + +function getFuse(b: string): Fuse<any> { + if (!fuseCache.has(b)) { + const fuse = new Fuse([{ text: b }], { + keys: ["text"], + includeScore: true, + threshold: 1.0, // Accept all results, we'll check score ourselves + ignoreLocation: true, + minMatchCharLength: 2, + }); + fuseCache.set(b, fuse); + } + return fuseCache.get(b)!; +} + export function fuseSimilarity(a: string, b: string): number { - const fuse = new Fuse([{ text: b }], { - keys: ["text"], - includeScore: true, - threshold: 1.0, // Accept all results, we'll check score ourselves - ignoreLocation: true, - minMatchCharLength: 2, - }); + const fuse = getFuse(b); const results = fuse.search(a); if (results.length > 0 && results[0].score !== undefined) { return results[0].score; } return 1; } `[To ensure code accuracy, apply this suggestion manually]` Suggestion importance[1-10]: 7 __ Why: The suggestion correctly identifies a performance bottleneck by creating a new `Fuse` instance on every call and proposes a valid caching strategy, which significantly improves efficiency.	Medium
	Handle object-based reasoning configuration Update `getClaudeThinkingConfig` to correctly handle object-based `reasoningEffort` configurations, such as `{ budget_tokens: ... }`, to ensure explicit token budgets are respected. internal-packages/ai/src/tools/fallacy-extractor/index.ts [294-320] // For Anthropic models, convert reasoning effort to budget_tokens // Anthropic supports up to 128K thinking tokens const ANTHROPIC_MAX_THINKING_TOKENS = 128000; const EFFORT_PERCENTAGES: Record<string, number> = { minimal: 0.1, low: 0.3, medium: 0.5, high: 0.7, xhigh: 0.9, }; // Calculate thinking config for Claude based on reasoning effort const getClaudeThinkingConfig = (): boolean \| { type: 'enabled'; budget_tokens: number } => { if (!thinkingEnabled) return false; // Only set explicit budget if effort level is specified if (input.reasoningEffort && input.reasoningEffort !== 'none') { - const percentage = EFFORT_PERCENTAGES[input.reasoningEffort]; - if (percentage) { - const budgetTokens = Math.floor(ANTHROPIC_MAX_THINKING_TOKENS * percentage); - return { type: 'enabled' as const, budget_tokens: budgetTokens }; + if (typeof input.reasoningEffort === 'object' && 'budget_tokens' in input.reasoningEffort) { + return { type: 'enabled' as const, budget_tokens: input.reasoningEffort.budget_tokens }; + } + if (typeof input.reasoningEffort === 'object' && 'effort' in input.reasoningEffort) { + const percentage = EFFORT_PERCENTAGES[input.reasoningEffort.effort]; + if (percentage) { + const budgetTokens = Math.floor(ANTHROPIC_MAX_THINKING_TOKENS * percentage); + return { type: 'enabled' as const, budget_tokens: budgetTokens }; + } } } // No effort specified - just return true, let wrapper use its default return true; }; `[To ensure code accuracy, apply this suggestion manually]` Suggestion importance[1-10]: 6 __ Why: The suggestion correctly identifies that `getClaudeThinkingConfig` does not handle object-based `reasoningEffort` configurations, which would cause explicit token budgets to be ignored, impacting cost and performance.	Low
	Delete operations in transaction Wrap the two `delete` operations within a Prisma transaction to ensure atomicity and prevent partial data deletion on failure. internal-packages/db/src/repositories/MetaEvaluationRepository.ts [398-407] async deleteSeries(seriesId: string): Promise<void> { - // Delete runs first (foreign key constraint) - await this.prisma.seriesRun.deleteMany({ - where: { seriesId }, - }); - // Delete the series - await this.prisma.series.delete({ - where: { id: seriesId }, - }); + await this.prisma.$transaction([ + this.prisma.seriesRun.deleteMany({ + where: { seriesId }, + }), + this.prisma.series.delete({ + where: { id: seriesId }, + }), + ]); } `[To ensure code accuracy, apply this suggestion manually]` Suggestion importance[1-10]: 6 __ Why: The suggestion correctly identifies that the two delete operations should be atomic and proposes using a transaction, which improves data integrity and robustness.	Low
	Prevent division-by-zero error in similarity calculation Prevent a division-by-zero error in `calculateSimilarity` by handling cases where input strings are empty, ensuring the function returns a valid numeric score. apps/web/src/app/api/monitor/lab/runs/[id]/finalize/route.ts [269-278] // Simple text similarity (Jaccard on words) function calculateSimilarity(a: string, b: string): number { - const wordsA = new Set(a.toLowerCase().split(/\s+/)); - const wordsB = new Set(b.toLowerCase().split(/\s+/)); + const wordsA = new Set(a.toLowerCase().split(/\s+/).filter(w => w.length > 0)); + const wordsB = new Set(b.toLowerCase().split(/\s+/).filter(w => w.length > 0)); const intersection = new Set([...wordsA].filter((x) => wordsB.has(x))); const union = new Set([...wordsA, ...wordsB]); + if (union.size === 0) { + return wordsA.size === 0 && wordsB.size === 0 ? 1 : 0; + } + return intersection.size / union.size; } Apply / Chat Suggestion importance[1-10]: 6 __ Why: The suggestion correctly identifies a potential division-by-zero edge case and provides a robust fix to prevent `NaN` results, improving the function's reliability.	Low
	Account for missing new snapshots In the finalization logic, handle cases where a new snapshot is not found for a baseline snapshot by logging a warning and appropriately updating the `changedCount`. apps/web/src/app/api/monitor/lab/runs/[id]/finalize/route.ts [95-100] for (const baselineSnapshot of baselineSnapshots) { const newSnapshot = newSnapshots.find( s => s.documentId === baselineSnapshot.documentId ); if (newSnapshot) { // Compare comments... + } else { + changedCount++; + logger.warn(`No new snapshot for document ${baselineSnapshot.documentId}`); } } `[To ensure code accuracy, apply this suggestion manually]` Suggestion importance[1-10]: 5 __ Why: The suggestion correctly identifies a scenario where a baseline snapshot might not have a corresponding new snapshot, and proposes a reasonable way to handle and log this case.	Low
More

michaelr524 · 2026-01-23T14:14:26Z

Closing in favor of split PRs for CodeRabbit review (under 150 files each):

Main PR: #TBD (125 files - core changes)
Follow-up PR: tooling changes (38 files - dev/ and meta-evals/)

Full history preserved in fallacy-checker-refactor branch.

michaelr524 · 2026-01-23T14:15:08Z

Main PR created: #387

michaelr524 and others added 5 commits January 3, 2026 19:59

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fix(lab): Fix tab layout wrapping issue with three tabs

0a21ea5

- Add whitespace-nowrap to prevent text wrapping - Reduce padding and gap for better fit - Shorten 'All Evals' to 'Evals' - Add flex-shrink-0 to icons Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

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refactor(ai): Remove unused resolveReasoningEffortForExtractor method

fbd437c

Dead code cleanup - method was defined but never called. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

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refactor(db): Fix strict lint warnings in MetaEvaluationRepository

948fec5

- Replace || with ?? for nullish coalescing on optional array access - Remove unnecessary defensive check that TypeScript guarantees Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

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docs: Add NO INLINE TYPES rule to CLAUDE.md

bf2a022

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

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