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prompt: retire autofit-sampler-database from draft/ — completed 2026-08-21 (#258)
The task was completed on 2026-08-21 (f58d1e7): record at complete/2026/08/autofit-sampler-database.md, PyAutoFit#1508 closed, 0/9 of the release-run scripts reproduce on current main, no code changed in any repo. That commit deliberately left the prompt file in draft/bug/health_fixes/ on the grounds that it "carries the gate result and the cluster README links it". The first half of that is not true of this file. It was the untouched 2026-07-08 original — 44 lines, no gate annotation, still asserting "The cookbook failures reproduce on current main" and still prescribing "Fix Emcee initialization/ proposal handling". The gate result lives entirely in the record. Its four siblings did receive dated gate annotations (79-148 lines each) and legitimately stay in draft/, because their intermittent parkings cannot be cleared by a single green run; that rule was carried over to this file, which had already crossed into complete/. The effect was not just a stale dashboard row: dashboard.md advertised /start_dev on a body directing an agent to repair a defect proven not to exist. - draft/bug/health_fixes/autofit_sampler_database.md: removed - draft/bug/health_fixes/README.md: row struck through and pointed at the record, matching the aggregator_output_contracts precedent two rows below it - dashboard.md/.html: regenerated (backlog 145 -> 144, bug 33 -> 32) Neither lifecycle.py check nor the intake dashboard's drift detector flagged this: the latter only fires on a `Fix:`-anchored PR reference in the body, and this task shipped no PR. Teaching it to flag a draft prompt whose slug has a complete/ record is left as a separate task. Committed with explicit pathspecs. Claude-Session: https://claude.ai/code/session_01JcEr8GfbVrMeSQ7iN37gTD Co-authored-by: Claude <noreply@anthropic.com>
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‎dashboard.html‎

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<meta charset="utf-8">
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<meta name="viewport" content="width=device-width, initial-scale=1">
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<title>PyAutoMind Dashboard</title>
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<style>:root{color-scheme:light dark;--bg:#fff;--fg:#1f2328;--muted:#59636e;
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--line:#d1d9e0;--btn:#f6f8fa;--ok:#1a7f37;--accent:#0969da}
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<body>
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<h1>📋 PyAutoMind Dashboard</h1>
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<p>Every task the Mind is holding. Tap a task's 📋 and its <code>/start_dev</code> command is on your clipboard — paste it into a Claude Code chat to route Claude straight to that task.</p>
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<p class="muted">In flight 3 · Parked 3 · Planned 6 · Backlog 145 · <a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/dashboard.md">markdown version</a></p>
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<p class="muted">In flight 3 · Parked 3 · Planned 6 · Backlog 144 · <a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/dashboard.md">markdown version</a></p>
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<h2>Start here</h2>
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<h3>Highest priority <span class="facets">(filed as high) — showing 12 of 19</span></h3>
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<h3>Highest priority <span class="facets">(filed as high) — showing 12 of 18</span></h3>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/triage/jax_zero_contour.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/triage/jax_zero_contour.md">TRIAGE: needs manual review before routing</a> — <span class="facets">medium · safe · high</span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/feature/autoarray/numba_cpu_likelihood_mge_convolution_and_caching.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/feature/autoarray/numba_cpu_likelihood_mge_convolution_and_caching.md">Numba CPU likelihood phase 1: batched MGE convolution + operated-matrix</a> — <span class="facets">autoarray · medium · supervised · high</span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/feature/autoarray/rectangular_bilinear_rtu_mesh_split.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/feature/autoarray/rectangular_bilinear_rtu_mesh_split.md">Rectangular mesh split: Bilinear (fast CPU default) vs RTU (advanced/GPU)</a> — <span class="facets">autoarray · medium · supervised · high</span></p></div>
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<div class="task"><button class="copy" data-cmd="/route start the planned PyAutoMind task latent-nan-guard-honest-run — its record is in planned.md" aria-label="Copy the Claude command">📋</button><p><b>latent-nan-guard-honest-run</b></p></div>
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</details>
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<h2>Backlog <a class="mdsrc" href="https://github.com/PyAutoLabs/PyAutoMind/tree/main/draft">markdown version</a></h2>
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<p class="muted">145 filed prompts, not started — sorted most-pickable first (priority, then size). 23 of them belong to an epic and are listed only under Epics below.</p>
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<p class="muted">144 filed prompts, not started — sorted most-pickable first (priority, then size). 23 of them belong to an epic and are listed only under Epics below.</p>
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<details>
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<summary>feature — 28</summary>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/feature/autoarray/numba_cpu_likelihood_mge_convolution_and_caching.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/feature/autoarray/numba_cpu_likelihood_mge_convolution_and_caching.md">Numba CPU likelihood phase 1: batched MGE convolution + operated-matrix</a> — <span class="facets">autoarray · medium · supervised · high</span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/feature/pyautomind/repos-sync-config-stamper.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/feature/pyautomind/repos-sync-config-stamper.md">Teach repos_sync --write to stamp organ config surfaces</a> — <span class="facets">pyautomind · hard · supervised · low</span></p></div>
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</details>
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<details>
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<summary>bug — 33</summary>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/bug/health_fixes/autofit_sampler_database.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/bug/health_fixes/autofit_sampler_database.md">Fix Autofit release sampler and database regressions</a> — <span class="facets">health_fixes · too-large · supervised · high</span></p></div>
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<summary>bug — 32</summary>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/bug/health_fixes/jax_runtime_and_parity.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/bug/health_fixes/jax_runtime_and_parity.md">Fix release JAX runtime compatibility and likelihood parity</a> — <span class="facets">health_fixes · too-large · supervised · high</span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/bug/health_fixes/jit_visualization_outputs.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/bug/health_fixes/jit_visualization_outputs.md">Fix JIT quick-update visualization output regressions</a> — <span class="facets">health_fixes · too-large · supervised · high</span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/bug/health_fixes/numerical_inversion_failures.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/bug/health_fixes/numerical_inversion_failures.md">Fix release-profile numerical inversion failures</a> — <span class="facets">health_fixes · too-large · supervised · high</span></p></div>

‎dashboard.md‎

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# PyAutoMind Dashboard
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This is the markdown version of the [PyAutoMind Dashboard](https://pyautolabs.github.io/PyAutoMind/), which puts a task's command on your clipboard with a single tap of 📋.
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| [In flight](#in-flight) (`active/`) | 3 |
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| [Parked](#parked) (`parked.md`) | 3 |
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| [Planned](#planned) (`planned.md`) | 6 |
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| [Backlog](#backlog) (`draft/`) | 144 |
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## Start here
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**Highest priority** (filed as `high`) — showing 12 of 18
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<details><summary>📋 <a href="draft/triage/jax_zero_contour.md">TRIAGE: needs manual review before routing</a> — medium · safe · high</summary>
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## Backlog
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**144** filed prompts, not started. Each section is sorted most-pickable first (priority, then size). **23** of them belong to an epic and are listed only under [Epics](#epics) below.
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<summary><b>bug</b> — 33</summary>
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<details><summary>📋 <a href="draft/bug/health_fixes/autofit_sampler_database.md">Fix Autofit release sampler and database regressions</a> — health_fixes · too-large · supervised · high</summary>
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```
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/start_dev draft/bug/health_fixes/autofit_sampler_database.md
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```
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<details><summary>📋 <a href="draft/bug/health_fixes/jax_runtime_and_parity.md">Fix release JAX runtime compatibility and likelihood parity</a> — health_fixes · too-large · supervised · high</summary>
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‎draft/bug/health_fixes/README.md‎

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| Prompt | Scripts | Primary concern |
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|---|---:|---|
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| [samples_parameter_paths.md](samples_parameter_paths.md) — ⚠️ parked, does not reproduce on current `main` ([PyAutoFit#1327](https://github.com/PyAutoLabs/PyAutoFit/issues/1327), blocked on clean-CI re-validation) | 9 | PyAutoFit result/sample path resolution |
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| [autofit_sampler_database.md](autofit_sampler_database.md) — ✅ closed 2026-08-21, **0/9 reproduce** on current `main` ([PyAutoFit#1508](https://github.com/PyAutoLabs/PyAutoFit/issues/1508) — no defect; re-validation is automatic, all nine run in every `mode=release` pass). Record: `complete/2026/08/autofit-sampler-database.md` | 9 | Emcee NaNs and database output discovery |
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| ~~autofit_sampler_database.md~~ — ✅ **CLOSED 2026-08-21**, record `complete/2026/08/autofit-sampler-database.md` ([PyAutoFit#1508](https://github.com/PyAutoLabs/PyAutoFit/issues/1508); **0/9 reproduce** on current `main` — no defect, no code changed in any repo; re-validation is automatic, all nine run in every `mode=release` pass) | 9 | Emcee NaNs and database output discovery |
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| ~~aggregator_output_contracts.md~~ — ✅ **SHIPPED 2026-07-07**, record `complete/2026/07/aggregator-output-contracts.md` (PyAutoFit#1324; autogalaxy_workspace#122, autolens_workspace#229, autolens_workspace_test#146 all merged) | 7 | Result/aggregator prerequisites and generated paths |
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| [jax_runtime_and_parity.md](jax_runtime_and_parity.md) — ⚠️ **6/6 pass 2026-08-21**, defect refuted; parkings NOT cleared (intermittent) | 6 | JAX/TFP compatibility and likelihood parity |
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| [jit_visualization_outputs.md](jit_visualization_outputs.md) — ⚠️ **4/4 pass 2026-08-21**, refuted; point_source parking is stale | 4 | Quick-update visualizations not producing images |

‎draft/bug/health_fixes/autofit_sampler_database.md‎

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