diff --git a/dashboard.html b/dashboard.html
index 05b6e2b0..219f4729 100644
--- a/dashboard.html
+++ b/dashboard.html
@@ -4,7 +4,7 @@
 <meta charset="utf-8">
 <meta name="viewport" content="width=device-width, initial-scale=1">
 <title>PyAutoMind Dashboard</title>
-<!-- generated by `pyauto-brain intake dashboard --apply` on 2026-08-21 — regenerate, do not hand-edit -->
+<!-- generated by `pyauto-brain intake dashboard --apply` on 2026-08-22 — regenerate, do not hand-edit -->
 <style>:root{color-scheme:light dark;--bg:#fff;--fg:#1f2328;--muted:#59636e;
  --line:#d1d9e0;--btn:#f6f8fa;--ok:#1a7f37;--accent:#0969da}
 @media(prefers-color-scheme:dark){:root{--bg:#0d1117;--fg:#f0f6fc;
@@ -38,9 +38,9 @@
 <body>
 <h1>📋 PyAutoMind Dashboard</h1>
 <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>
-<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>
+<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>
 <h2>Start here</h2>
-<h3>Highest priority <span class="facets">(filed as high) — showing 12 of 19</span></h3>
+<h3>Highest priority <span class="facets">(filed as high) — showing 12 of 18</span></h3>
 <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>
 <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>
 <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>
@@ -78,7 +78,7 @@ <h2>Planned <a class="mdsrc" href="https://github.com/PyAutoLabs/PyAutoMind/blob
 <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>
 </details>
 <h2>Backlog <a class="mdsrc" href="https://github.com/PyAutoLabs/PyAutoMind/tree/main/draft">markdown version</a></h2>
-<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>
+<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>
 <details>
 <summary>feature — 28</summary>
 <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>
@@ -111,8 +111,7 @@ <h2>Backlog <a class="mdsrc" href="https://github.com/PyAutoLabs/PyAutoMind/tree
 <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>
 </details>
 <details>
-<summary>bug — 33</summary>
-<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>
+<summary>bug — 32</summary>
 <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>
 <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>
 <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>
diff --git a/dashboard.md b/dashboard.md
index b5eaabb8..9dbfdd5a 100644
--- a/dashboard.md
+++ b/dashboard.md
@@ -1,6 +1,6 @@
 # PyAutoMind Dashboard
 
-<!-- generated by `pyauto-brain intake dashboard --apply` on 2026-08-21 — regenerate, do not hand-edit -->
+<!-- generated by `pyauto-brain intake dashboard --apply` on 2026-08-22 — regenerate, do not hand-edit -->
 
 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 📋.
 
@@ -11,11 +11,11 @@ Every task the Mind is holding, on one page: what is in flight, what is parked,
 | [In flight](#in-flight) (`active/`) | 3 |
 | [Parked](#parked) (`parked.md`) | 3 |
 | [Planned](#planned) (`planned.md`) | 6 |
-| [Backlog](#backlog) (`draft/`) | 145 |
+| [Backlog](#backlog) (`draft/`) | 144 |
 
 ## Start here
 
-**Highest priority** (filed as `high`) — showing 12 of 19
+**Highest priority** (filed as `high`) — showing 12 of 18
 
 <details><summary>📋 <a href="draft/triage/jax_zero_contour.md">TRIAGE: needs manual review before routing</a> — medium · safe · high</summary>
 
@@ -237,7 +237,7 @@ Scoped but not started; some are not yet prompt files. Full detail in [`planned.
 
 ## Backlog
 
-**145** 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.
+**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.
 
 <details>
 <summary><b>feature</b> — 28</summary>
@@ -469,15 +469,7 @@ Scoped but not started; some are not yet prompt files. Full detail in [`planned.
 </details>
 
 <details>
-<summary><b>bug</b> — 33</summary>
-
-<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>
-
-```
-/start_dev draft/bug/health_fixes/autofit_sampler_database.md
-```
-
-</details>
+<summary><b>bug</b> — 32</summary>
 
 <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>
 
diff --git a/draft/bug/health_fixes/README.md b/draft/bug/health_fixes/README.md
index 070a06cb..7464ca8c 100644
--- a/draft/bug/health_fixes/README.md
+++ b/draft/bug/health_fixes/README.md
@@ -14,7 +14,7 @@ Each failing script is assigned to exactly one prompt:
 | Prompt | Scripts | Primary concern |
 |---|---:|---|
 | [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 |
-| [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 |
+| ~~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 |
 | ~~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 |
 | [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 |
 | [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 |
diff --git a/draft/bug/health_fixes/autofit_sampler_database.md b/draft/bug/health_fixes/autofit_sampler_database.md
deleted file mode 100644
index a8c47138..00000000
--- a/draft/bug/health_fixes/autofit_sampler_database.md
+++ /dev/null
@@ -1,44 +0,0 @@
-# Fix Autofit release sampler and database regressions
-
-Type: bug
-Target: health_fixes
-Difficulty: too-large
-Autonomy: supervised
-Priority: high
-Status: formalised
-
-## Context
-
-Release run `28784914443` failed two @autofit_workspace cookbooks and seven
-@autofit_workspace_test scripts. The cookbook failures reproduce on current `main`:
-Emcee proposes invalid LogUniform values and raises `ValueError: Probability function
-returned NaN`. Database failures include empty aggregators, stale/mismatched scraped
-search metadata, and changed likelihood assertions.
-
-Primary library: @PyAutoFit.
-
-## Scripts
-
-- `autofit_workspace/scripts/cookbooks/result.py`
-- `autofit_workspace/scripts/cookbooks/samples.py`
-- `autofit_workspace_test/scripts/database/directory/general.py`
-- `autofit_workspace_test/scripts/database/directory/multi_analysis.py`
-- `autofit_workspace_test/scripts/database/scrape/general.py`
-- `autofit_workspace_test/scripts/database/scrape/grid_search.py`
-- `autofit_workspace_test/scripts/database/scrape/multi_analysis.py`
-- `autofit_workspace_test/scripts/database/scrape/sensitivity.py`
-- `autofit_workspace_test/scripts/features/minimal_output.py`
-
-## Required work
-
-1. Reproduce each script from a clean output/database state using the exact release
-   profiles; directory and scrape scripts must not consume prior local runs.
-2. Fix Emcee initialization/proposal handling so bounded priors cannot emit NaN
-   probabilities during reduced release-mode sampling.
-3. Audit database directory and scrape paths, identifiers, session lifecycle, grid and
-   sensitivity metadata, and minimal-output expectations against current PyAutoFit.
-4. Fix library defects in PyAutoFit. Change script assertions only when the documented
-   output contract intentionally changed, with an explicit explanation.
-5. Add unit/integration coverage, run PyAutoFit pytest, and rerun all nine scripts.
-
-<!-- formalised retroactively by the Intake (Conception) Agent on 2026-07-08 -->
