diff --git a/complete/2026/08/autofit-plot-functions-kwargs.md b/complete/2026/08/autofit-plot-functions-kwargs.md
new file mode 100644
index 00000000..2e8f3f3a
--- /dev/null
+++ b/complete/2026/08/autofit-plot-functions-kwargs.md
@@ -0,0 +1,220 @@
+# `autofit.plot` functions accept `**kwargs` and silently discard them
+
+Type: bug
+Target: autofit
+Repos:
+- PyAutoFit
+- autofit_workspace
+Difficulty: small
+Autonomy: supervised
+Priority: normal
+Status: shipped
+
+## Shipped 2026-08-24 — PyAutoFit#1524 + autofit_workspace#148 MERGED
+
+Issue **PyAutoFit#1523**. Branch `claude/autofit-plot-functions-kwargs-vvwj5x` in
+both repos, merged library-first: PyAutoFit `56f1b87`, autofit_workspace `5056fa3`.
+Both proven merged (`merge-base --is-ancestor` YES, 0 unmerged commits) before
+this record was written.
+
+CI green on every run and every leg, first attempt, no re-runs: PyAutoFit
+`Tests` (`unittest (3.12)`, `unittest (3.13)`, `unittest-nojax`) + `Docs`;
+autofit_workspace `Smoke Tests` (`changes`, `smoke (3.12)`, `smoke (3.13)`) +
+`Navigator Check`. Each head sha produced only `pull_request` runs — these
+workflows have no `push` trigger on a feature branch, so four runs is the
+complete set.
+
+**A release is owed**: library code plus a user-visible behaviour change. Both
+PRs carry `pending-release`.
+
+## The decision, and why the prompt's framing was incomplete
+
+The prompt offered two fixes — forward the kwargs, or drop `**kwargs` — and
+reserved the choice for a human. The human chose a **third**: forward *with a
+strict signature filter*. That option only became visible after measuring what
+plain forwarding would actually do, and the measurement is the finding worth
+keeping:
+
+**`corner.corner` has its own silent sink.** What it does not name goes to
+`corner_impl(**hist2d_kwargs)` → `hist2d(**kwargs)`, whose body reads only
+`extent` and drops the rest. So the prompt's fix 1 would *not* have fixed the
+tutorials — 18 of their 76 kwargs would have stayed silently ignored, one layer
+deeper. Any "just forward `**kwargs`" fix against a library with a `**kwargs`
+sink has this shape; validating against *named* parameters only is what closes
+it. `accepted_kwarg_names` therefore refuses to treat a `VAR_KEYWORD` parameter
+as "accepts anything" — that refusal is the whole mechanism.
+
+## Second defect found while verifying: weights were never applied
+
+`corner_cornerpy` called `corner.corner(data=..., weight_list=samples.weight_list, ...)`.
+corner has no `weight_list` parameter — it is `weights`. The weights went into
+the same `hist2d` sink, so **every weighted corner posterior had been rendering
+unweighted**, silently, for as long as that call has existed. Nested-sampling
+and importance-weighted figures change appearance as of this PR.
+
+Found by reading corner's real signature rather than trusting the call site.
+The lesson generalises: a wrapper that passes a kwarg the wrapped library does
+not name is indistinguishable from one that does, until you check.
+
+## Traps hit
+
+- **`figsize` is not a named parameter of `make_2d_axes`.** anesthetic takes
+ `figsize` / `facecolor` through its own `**fig_kw`. The first routing split
+ therefore sent a caller's `figsize` to `plot_2d` and the library's computed
+ value won. A test caught it; the axes-routed set now names `figsize` /
+ `facecolor` / `dpi` explicitly. Signature introspection is not enough when the
+ target itself forwards through a sink — check where the values you compute
+ actually land.
+- **`@log_plot_exception` catches `TypeError`.** A rejected kwarg on
+ `corner_anesthetic` would have surfaced as the misleading "posterior estimate
+ not yet sufficient" info log. The decorator now re-raises `PlotKwargsError`.
+- **`range=None` from a caller must not blank the guard.** `emcee_plotter.py`
+ passes exactly that, and honouring it literally would hand `corner` back the
+ degenerate columns `_corner_range_from` exists to widen. A caller `None`
+ against a library-computed value means "use the default".
+- **Monkeypatching the target breaks signature validation.** The test stub for
+ `corner.corner` needed `functools.wraps` so `inspect.signature` still saw the
+ real parameter list through `__wrapped__`.
+- **Three of four workspace scripts had the wrong library's kwargs.**
+ `dynesty_plotter.py` carried dynesty's `cornerplot` arguments, `zeus_plotter.py`
+ zeus's, `nautilus_plotter.py` figure-geometry names corner never had — all
+ passed to a function wrapping `corner.py`. Copy-paste from the sampler's own
+ plotting docs is the likely origin, and the prose in each script pointed the
+ reader back at those same docs, compounding it.
+
+## Not done / follow-ups
+
+- **`figure_of_merit_vs_iteration` is not re-exported from `autofit.plot`** — it
+ lives only on `autofit.non_linear.plot`, unlike the other four. Pre-existing,
+ noticed here, deliberately left alone as out of scope. Worth a prompt.
+- **The four plot scripts are in neither `smoke_tests.txt` nor
+ `smoke_notebooks.txt`**, so workspace CI never executes them. Verification came
+ from rendering each script's exact kwarg list through the real
+ `corner_cornerpy` locally. The gap is real and outlives this task.
+
+## Verification limits
+
+`pyauto-heart` was unavailable (web-github session, no PyAutoHeart checkout), so
+the ship gate used the documented per-repo pytest fallback: **2089 passed, 36
+skipped** on Python 3.12. Beyond the suite, figures were rendered against the
+pinned `corner==2.2.2` and compared by RGBA buffer hash — `bins=5`,
+`show_titles=True` and weighting each change the output; all-constant columns
+still render. corner's signature was re-checked against 2.2.2 (the pin) as well
+as 2.3.0; identical for every name involved.
+
+One process note: two full pytest runs launched concurrently collided on the
+shared `test_autofit/output/` directory and produced 5 and 7 phantom failures in
+unrelated subtrees. A single serial run is green. Do not run this suite twice in
+parallel in the same checkout.
+
+## Sizing calibration
+
+`pyauto-brain bug` and the sizing faculty both scored this **too-large (13)** and
+advised phasing. Overridden deliberately at start_dev, and the override was
+right: 613 insertions / 16 deletions across 11 library files plus 4 workspace
+scripts and their notebooks, shipped as one coherent PR pair. The score inflates
+on prompt word-count and the multi-repo flag; the prompt's own
+`Difficulty: small` header was the better estimate.
+
+## Original prompt
+
+# `autofit.plot` functions accept `**kwargs` and silently discard them
+
+Type: bug
+Target: autofit
+Repos:
+- PyAutoFit
+- autofit_workspace
+Difficulty: small
+Autonomy: supervised
+Priority: normal
+Status: formalised
+Filed: 2026-08-07 (backfilled from git)
+Issued: 2026-08-24
+
+Filed 2026-08-07, found while fixing `docs/api/plot.rst`
+(complete/2026/08/pyautofit_plot_rst_dead_plotters.md). Deliberately left out of
+that PR: it is a library/workspace defect, not a docs one, and the docs change
+was docs-only by design.
+
+## The defect
+
+All five public `autofit.plot` functions take `**kwargs` in their signature and
+**never reference it in the body**. Verified mechanically — `kwargs` appears in
+`autofit/non_linear/plot/{samples_plotters,nest_plotters,mle_plotters}.py` only
+on the `def` lines:
+
+- `corner_cornerpy(samples, path=None, filename="corner", format="show", **kwargs)`
+- `corner_anesthetic(samples, path=None, filename="corner_anesthetic", format="show", **kwargs)`
+- `subplot_parameters(...)`, `log_likelihood_vs_iteration(...)`,
+ `figure_of_merit_vs_iteration(...)` — same shape
+
+`corner_cornerpy` calls the underlying library with a **fixed** argument set:
+
+```python
+corner.corner(
+ data=data,
+ weight_list=samples.weight_list,
+ labels=samples.model.parameter_labels_with_superscripts_latex,
+ range=_corner_range_from(data),
+)
+```
+
+So a caller's customization is accepted without error and has no effect. The
+failure mode is the bad one: **silent**. No `TypeError`, no warning, just a plot
+that ignores what you asked for.
+
+## Why it matters — the workspace teaches the broken idiom
+
+`autofit_workspace/scripts/plot/*.py` passes long kwarg lists as though they
+were forwarded, and says so in prose: *"In all the examples below, we use the
+`kwargs` of this function to pass in any of the input parameters that are
+described in the API docs."* That claim is false today.
+
+Silently-discarded kwargs at those call sites (counted 2026-08-07):
+
+| script | discarded kwargs |
+|---|---|
+| `scripts/plot/emcee_plotter.py` | 30 |
+| `scripts/plot/dynesty_plotter.py` | 19 |
+| `scripts/plot/zeus_plotter.py` | 16 |
+| `scripts/plot/nautilus_plotter.py` | 11 |
+| **total** | **76** |
+
+A user following the plot tutorials sets `bins`, `smooth`, `show_titles`,
+`truths`, … and sees none of them applied. The tutorials are the documentation
+for this API, so this is the primary way the behaviour is encountered.
+
+## The decision to make (why supervised, not auto)
+
+Two coherent fixes; picking one is a judgement about the intended surface:
+
+1. **Forward them** — pass `**kwargs` through to `corner.corner` /
+ `anesthetic` / matplotlib. Matches what the workspace already claims and
+ makes the existing tutorials correct as written. Watch the collisions:
+ `corner_cornerpy` already sets `data`, `weight_list`, `labels` and `range`
+ explicitly, and `range` in particular is computed by `_corner_range_from`
+ to dodge corner's "no dynamic range" crash on degenerate columns — a
+ user-supplied `range` must not silently reintroduce that. Decide precedence
+ (caller wins / library wins) and state it.
+2. **Drop `**kwargs`** from the signatures and correct the workspace scripts +
+ prose. Honest, and callers get a loud `TypeError` instead of silence — but
+ it removes customization the tutorials imply exists, so it is the bigger
+ user-facing change.
+
+Either way the workspace scripts and their prose need updating in the same
+wave, so this is a paired PyAutoFit + autofit_workspace task.
+
+## Verify
+
+- A call passing a non-default kwarg (e.g. `bins=5`) visibly changes the
+ output figure (fix 1), or raises `TypeError` (fix 2).
+- The four `scripts/plot/*.py` tutorials and their surrounding prose agree with
+ whichever behaviour was chosen — no script still passes an argument that does
+ nothing.
+- Degenerate-column input (every sample equal, e.g. a `PYAUTO_TEST_MODE=1` run)
+ still does not crash `corner`, i.e. the `_corner_range_from` guard survives.
+
+
diff --git a/complete/index.md b/complete/index.md
index 4939bc3b..bd80015a 100644
--- a/complete/index.md
+++ b/complete/index.md
@@ -6,7 +6,7 @@ Token-light navigation over the finished-work records (schema:
only then grep a dated bucket. Curators: edit the band between the CURATED
markers; everything below GENERATED is rebuilt.
-1121 records across 7 buckets.
+1122 records across 7 buckets.
## Highlights
@@ -27,6 +27,7 @@ _(curate hard-won records here — survives regeneration.)_
- [autoarray-pixel-scales-scalar-widening](2026/08/autoarray-pixel-scales-scalar-widening.md)
- [autocti-util-dataset-export](2026/08/autocti-util-dataset-export.md) — no GitHub issue — worked directly from the draft prompt in a cloud session on explicit human instruction; the …
- [autofit-mock-all-ones-ell-comps](2026/08/autofit-mock-all-ones-ell-comps.md)
+- [autofit-plot-functions-kwargs](2026/08/autofit-plot-functions-kwargs.md)
- [autofit-sampler-database](2026/08/autofit-sampler-database.md)
- [autogalaxy-assistant](2026/08/autogalaxy-assistant.md) — epic; human to close
- [autogalaxy-profile-validation-guards](2026/08/autogalaxy-profile-validation-guards.md)
diff --git a/dashboard.html b/dashboard.html
index c4434a74..4e811879 100644
--- a/dashboard.html
+++ b/dashboard.html
@@ -161,7 +161,7 @@
PyAutoMindDashboard
Intent. Priority. Flow.
Every task the Mind is holding. Tap a task's 📋 and its /start_dev command is on your clipboard — paste it into a Claude Code chat to route Claude straight to that task. Recent is the same work by date — what has been happening rather than what to do next.
-
1In flight
3Parked
5Planned
141Backlog
+
1In flight
3Parked
5Planned
140Backlog
Last updated 2026-08-24. This page is generated from active/, draft/ and the registry files, so it is only as current as they are. dashboard_refresh.yml re-renders it on every push to main — that heals a stale page, but not a stale prompt: a task that shipped without its prompt advancing to complete/ keeps rendering here as pickable backlog. Reconciling those is the refresh below.
diff --git a/dashboard.md b/dashboard.md
index 938867f7..86668214 100644
--- a/dashboard.md
+++ b/dashboard.md
@@ -45,7 +45,7 @@ anything you could not verify.
| [In flight](#in-flight) (`active/`) | 1 |
| [Parked](#parked) (`parked.md`) | 3 |
| [Planned](#planned) (`planned.md`) | 5 |
-| [Backlog](#backlog) (`draft/`) | 141 |
+| [Backlog](#backlog) (`draft/`) | 140 |
## Start here
@@ -269,7 +269,7 @@ Scoped but not started; some are not yet prompt files. Full detail in [`planned.
## Backlog
-**141** filed prompts, not started. Each section is sorted most-pickable first (priority, then size). **25** of them belong to an epic and are listed only under [Epics](#epics) below.
+**140** filed prompts, not started. Each section is sorted most-pickable first (priority, then size). **25** of them belong to an epic and are listed only under [Epics](#epics) below.
feature — 27
@@ -493,7 +493,7 @@ Scoped but not started; some are not yet prompt files. Full detail in [`planned.
-bug — 25
+bug — 24📋 Fix release JAX runtime compatibility and likelihood parity — health_fixes · too-large · supervised · high
@@ -535,14 +535,6 @@ Scoped but not started; some are not yet prompt files. Full detail in [`planned.
-📋 autofit.plot functions accept **kwargs and silently discard them — autofit · small · supervised · normal
-
-```
-/start_dev draft/bug/autofit/plot_functions_discard_kwargs.md
-```
-
-
-
📋 HowToGalaxy small API drifts: ellipse kwargs + plot_grid_lines (parked NEEDS_FIX) — howtogalaxy · small · supervised · normal
```
@@ -1310,7 +1302,6 @@ The 50 newest things to happen to the work in hand, newest first — issued, par
| Date | Event | Task |
|------|-------|------|
-| 2026-08-07 | filed | autofit.plot functions accept **kwargs and silently discard them |
| 2026-08-07 | filed | Regenerate setup_notebook-drifted notebooks in… |
| 2026-08-06 | filed | Triage: Convolver "No blurring_image provided" warning in canonical… |
| 2026-08-06 | filed | Rewrite PyAutoCTI docs/api — 55 of 89 autosummary entries are dead |
@@ -1320,6 +1311,7 @@ The 50 newest things to happen to the work in hand, newest first — issued, par
| 2026-08-04 | filed | cosmos_web_ring stores boolean masks as float64, wasting ~3.4 MB of… |
| 2026-08-04 | filed | autolens_workspace_developer: broad stale-API rot (56 symbols, no CI) |
| 2026-08-04 | filed | aplt.Output stale-API drift in the remaining workspace repos |
+| 2026-08-04 | filed | Nightly release has been blocked 8 nights running — triage the streak |
diff --git a/draft/bug/autofit/plot_functions_discard_kwargs.md b/draft/bug/autofit/plot_functions_discard_kwargs.md
deleted file mode 100644
index db2ecddd..00000000
--- a/draft/bug/autofit/plot_functions_discard_kwargs.md
+++ /dev/null
@@ -1,99 +0,0 @@
-# `autofit.plot` functions accept `**kwargs` and silently discard them
-
-Type: bug
-Target: autofit
-Repos:
-- PyAutoFit
-- autofit_workspace
-Difficulty: small
-Autonomy: supervised
-Priority: normal
-Status: formalised
-Filed: 2026-08-07 (backfilled from git)
-
-Filed 2026-08-07, found while fixing `docs/api/plot.rst`
-(complete/2026/08/pyautofit_plot_rst_dead_plotters.md). Deliberately left out of
-that PR: it is a library/workspace defect, not a docs one, and the docs change
-was docs-only by design.
-
-## The defect
-
-All five public `autofit.plot` functions take `**kwargs` in their signature and
-**never reference it in the body**. Verified mechanically — `kwargs` appears in
-`autofit/non_linear/plot/{samples_plotters,nest_plotters,mle_plotters}.py` only
-on the `def` lines:
-
-- `corner_cornerpy(samples, path=None, filename="corner", format="show", **kwargs)`
-- `corner_anesthetic(samples, path=None, filename="corner_anesthetic", format="show", **kwargs)`
-- `subplot_parameters(...)`, `log_likelihood_vs_iteration(...)`,
- `figure_of_merit_vs_iteration(...)` — same shape
-
-`corner_cornerpy` calls the underlying library with a **fixed** argument set:
-
-```python
-corner.corner(
- data=data,
- weight_list=samples.weight_list,
- labels=samples.model.parameter_labels_with_superscripts_latex,
- range=_corner_range_from(data),
-)
-```
-
-So a caller's customization is accepted without error and has no effect. The
-failure mode is the bad one: **silent**. No `TypeError`, no warning, just a plot
-that ignores what you asked for.
-
-## Why it matters — the workspace teaches the broken idiom
-
-`autofit_workspace/scripts/plot/*.py` passes long kwarg lists as though they
-were forwarded, and says so in prose: *"In all the examples below, we use the
-`kwargs` of this function to pass in any of the input parameters that are
-described in the API docs."* That claim is false today.
-
-Silently-discarded kwargs at those call sites (counted 2026-08-07):
-
-| script | discarded kwargs |
-|---|---|
-| `scripts/plot/emcee_plotter.py` | 30 |
-| `scripts/plot/dynesty_plotter.py` | 19 |
-| `scripts/plot/zeus_plotter.py` | 16 |
-| `scripts/plot/nautilus_plotter.py` | 11 |
-| **total** | **76** |
-
-A user following the plot tutorials sets `bins`, `smooth`, `show_titles`,
-`truths`, … and sees none of them applied. The tutorials are the documentation
-for this API, so this is the primary way the behaviour is encountered.
-
-## The decision to make (why supervised, not auto)
-
-Two coherent fixes; picking one is a judgement about the intended surface:
-
-1. **Forward them** — pass `**kwargs` through to `corner.corner` /
- `anesthetic` / matplotlib. Matches what the workspace already claims and
- makes the existing tutorials correct as written. Watch the collisions:
- `corner_cornerpy` already sets `data`, `weight_list`, `labels` and `range`
- explicitly, and `range` in particular is computed by `_corner_range_from`
- to dodge corner's "no dynamic range" crash on degenerate columns — a
- user-supplied `range` must not silently reintroduce that. Decide precedence
- (caller wins / library wins) and state it.
-2. **Drop `**kwargs`** from the signatures and correct the workspace scripts +
- prose. Honest, and callers get a loud `TypeError` instead of silence — but
- it removes customization the tutorials imply exists, so it is the bigger
- user-facing change.
-
-Either way the workspace scripts and their prose need updating in the same
-wave, so this is a paired PyAutoFit + autofit_workspace task.
-
-## Verify
-
-- A call passing a non-default kwarg (e.g. `bins=5`) visibly changes the
- output figure (fix 1), or raises `TypeError` (fix 2).
-- The four `scripts/plot/*.py` tutorials and their surrounding prose agree with
- whichever behaviour was chosen — no script still passes an argument that does
- nothing.
-- Degenerate-column input (every sample equal, e.g. a `PYAUTO_TEST_MODE=1` run)
- still does not crash `corner`, i.e. the `_corner_range_from` guard survives.
-
-