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intake: file the two arXiv-interests follow-ups from the first live run
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<header class="hero"><span class="orb"><svg class="mark" viewBox="0 0 48 48" fill="none" stroke="currentColor" stroke-width="1.3" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><circle cx="24" cy="24" r="20.4"/><path d="M20.2,37.6 L20.2,33.6 C20.2,32.4 19.4,31.6 18.4,30.8 C16.8,29.6 15.8,28.2 15.6,26.6 C15.5,25.6 14.9,25.2 13.9,24.9 C12.6,24.5 12.3,23.7 13.0,22.7 C13.8,21.6 14.5,20.6 14.6,19.4 C15.0,15.4 18.2,12.2 22.4,11.8 C27.2,11.3 31.6,14.6 32.3,19.2 C32.8,22.4 31.6,25.0 30.6,27.0 C29.9,28.4 29.6,29.6 29.6,31.2 L29.6,37.6"/><circle cx="24.6" cy="19.6" r="4.4"/><path d="M22.5,19.7 L24.0,21.3 L26.8,18.1"/><path d="M34.2,16.5 L38.8,16.5 M35.2,21.0 L39.4,21.0 M33.6,25.5 L37.2,25.5"/><g fill="currentColor" stroke="none"><circle cx="40.1" cy="16.5" r="1.4"/><circle cx="40.7" cy="21.0" r="1.4"/><circle cx="38.5" cy="25.5" r="1.4"/></g></svg></span><h1>PyAuto<b>Mind</b><span class="kind">Dashboard</span></h1><div class="rule"></div><p class="tag">Intent. Priority. Flow.</p></header><p class="lede">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. <a href="#recent">Recent</a> is the same work by date — what has been happening rather than what to do next.</p>
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<ul class="stats"><li><b>2</b><span>In flight</span></li><li><b>3</b><span>Parked</span></li><li><b>5</b><span>Planned</span></li><li><b>134</b><span>Backlog</span></li></ul>
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<ul class="stats"><li><b>2</b><span>In flight</span></li><li><b>3</b><span>Parked</span></li><li><b>5</b><span>Planned</span></li><li><b>136</b><span>Backlog</span></li></ul>
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<div class="fresh"><p><b>Last updated 2026-08-27.</b> This page is generated from <code>active/</code>, <code>draft/</code> and the registry files, so it is only as current as they are. <code>dashboard_refresh.yml</code> re-renders it on every push to <code>main</code> — that heals a stale page, but not a stale prompt: a task that shipped without its prompt advancing to <code>complete/</code> keeps rendering here as pickable backlog. Reconciling those is the refresh below.</p>
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<div class="task"><button class="copy" data-cmd="Bring the PyAutoMind dashboard up to date. Work in the PyAutoMind checkout:
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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><span class="facets"> — planned 2026-07-22</span></p></div>
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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">134 filed prompts, not started — sorted most-pickable first (priority, then size). 24 of them belong to an epic and are listed only under Epics below.</p>
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<p class="muted">136 filed prompts, not started — sorted most-pickable first (priority, then size). 24 of them belong to an epic and are listed only under Epics below.</p>
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<summary>feature — 29</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 caching</a><span class="tags"><span class="pill w">✨ feature</span><span class="pill">autoarray</span><span class="pill n">medium</span><span class="pill n">supervised</span><span class="pill r">high</span></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="tags"><span class="pill w">✨ feature</span><span class="pill">pyautomind</span><span class="pill n">hard</span><span class="pill n">supervised</span><span class="pill n">low</span></span></p></div>
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<summary>research — 15</summary>
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<summary>research — 16</summary>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/research/autoarray/delaunay_research.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/research/autoarray/delaunay_research.md">Deep research: Can we speed up Delaunay in PyAutoArray?</a><span class="tags"><span class="pill w">🔬 research</span><span class="pill">autoarray</span><span class="pill r">too-large</span><span class="pill n">supervised</span><span class="pill r">high</span></span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/research/autoarray/delaunay_callback_persistent_cache_miss.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/research/autoarray/delaunay_callback_persistent_cache_miss.md">Delaunay-family JAX modules never hit the persistent compilation cache</a><span class="tags"><span class="pill w">🔬 research</span><span class="pill">autoarray</span><span class="pill n">medium</span><span class="pill n">supervised</span><span class="pill n">medium</span></span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/research/autolens/quick_update_plotting_cost.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/research/autolens/quick_update_plotting_cost.md">Quick-update plotting cost — minutes per update, and it is not JAX…</a><span class="tags"><span class="pill w">🔬 research</span><span class="pill">autolens</span><span class="pill n">medium</span><span class="pill n">supervised</span><span class="pill n">medium</span></span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/research/pyautomemory/checkerboard_psf_mismatch_residual_diagnostic.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/research/pyautomemory/checkerboard_psf_mismatch_residual_diagnostic.md">Checkerboard PSF-mismatch residual diagnostic — research + document + ingest papers</a><span class="tags"><span class="pill w">🔬 research</span><span class="pill">pyautomemory</span><span class="pill n">medium</span><span class="pill n">supervised</span><span class="pill n">normal</span></span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/research/autofit/autofit_profiling_bootstrap.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/research/autofit/autofit_profiling_bootstrap.md">autofit_profiling: bootstrap the repo + general PyAutoFit profiling epic</a><span class="tags"><span class="pill w">🔬 research</span><span class="pill">autofit</span><span class="pill y">large</span><span class="pill n">supervised</span><span class="pill n">normal</span></span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/research/autolens_profiling/multiband_compile_census_completion.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/research/autolens_profiling/multiband_compile_census_completion.md">Multi-band compile census completion — A100/multi-core + hetero GPU rows</a><span class="tags"><span class="pill w">🔬 research</span><span class="pill">autolens_profiling</span><span class="pill n">small</span><span class="pill n">supervised</span><span class="pill n">low</span></span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/research/pyautomind/decide_whether_the_interests_ranker_still_earns.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/research/pyautomind/decide_whether_the_interests_ranker_still_earns.md">Decide whether the interests ranker still earns its place</a><span class="tags"><span class="pill w">🔬 research</span><span class="pill">pyautomind</span><span class="pill n">small</span><span class="pill n">supervised</span><span class="pill n">low</span></span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/research/graphical_ep/transformed_message_declares_support.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/research/graphical_ep/transformed_message_declares_support.md">Should <code>TransformedMessage</code> carry its own support, rather than the prior?</a><span class="tags"><span class="pill w">🔬 research</span><span class="pill">graphical_ep</span><span class="pill n">medium</span><span class="pill r">human-required</span><span class="pill n">low</span></span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/research/pyautoreduce/legacy_flux_scale_parity.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/research/pyautoreduce/legacy_flux_scale_parity.md">Chase the ~6% flux scale between PyAutoReduce and legacy SLACS reductions</a><span class="tags"><span class="pill w">🔬 research</span><span class="pill">pyautoreduce</span><span class="pill n">medium</span><span class="pill n">supervised</span><span class="pill n">low</span></span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/research/autoarray/delaunay_interpolator_pure_callback_vmap_memory.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/research/autoarray/delaunay_interpolator_pure_callback_vmap_memory.md">PyAutoArray Delaunay interpolator's <code>pure_callback</code> vs vmap — minor efficiency follow-up</a><span class="tags"><span class="pill w">🔬 research</span><span class="pill">autoarray</span><span class="pill r">too-large</span><span class="pill n">supervised</span><span class="pill n">low</span></span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/maintenance/workspaces/notebook_setup_notebook_drift_siblings.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/maintenance/workspaces/notebook_setup_notebook_drift_siblings.md">Regenerate setup_notebook-drifted notebooks in autogalaxy/autofit/HowToFit workspaces</a><span class="tags"><span class="pill w">🧹 maintenance</span><span class="pill">workspaces</span><span class="pill n">small</span><span class="pill n">supervised</span><span class="pill n">low</span></span></p></div>
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<summary>bug — 15</summary>
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<summary>bug — 16</summary>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/bug/autogalaxy/lenscalc_numpy_hessian_step_is_too_coarse.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/bug/autogalaxy/lenscalc_numpy_hessian_step_is_too_coarse.md">LensCalc NumPy Hessian step is too coarse for multi-plane tracers</a><span class="tags"><span class="pill w">🐛 bug</span><span class="pill">autogalaxy</span><span class="pill y">large</span><span class="pill n">supervised</span><span class="pill r">high</span></span></p></div>
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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="tags"><span class="pill w">🐛 bug</span><span class="pill">health_fixes</span><span class="pill r">too-large</span><span class="pill n">supervised</span><span class="pill r">high</span></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="tags"><span class="pill w">🐛 bug</span><span class="pill">health_fixes</span><span class="pill r">too-large</span><span class="pill n">supervised</span><span class="pill r">high</span></span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/bug/autolens/jit_cache_not_hit_modeling_visualization.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/bug/autolens/jit_cache_not_hit_modeling_visualization.md">JIT cache not hit in modeling_visualization delaunay/rectangular scripts</a><span class="tags"><span class="pill w">🐛 bug</span><span class="pill">autolens</span><span class="pill n">medium</span><span class="pill n">supervised</span><span class="pill n">normal</span></span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/bug/autolens_workspace_test/gradient_eager_jit_divergence_py313.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/bug/autolens_workspace_test/gradient_eager_jit_divergence_py313.md">interferometer/jax_grad/gradient.py: eager and jitted likelihoods diverge ~5e-7 on Python 3.13 only</a><span class="tags"><span class="pill w">🐛 bug</span><span class="pill">autolens_workspace_test</span><span class="pill n">medium</span><span class="pill n">supervised</span><span class="pill n">normal</span></span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/bug/priors/15_transformed_message_logpdf_jacobian.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/bug/priors/15_transformed_message_logpdf_jacobian.md"><code>@PyAutoFit</code> <code>TransformedMessage.logpdf</code>/<code>pdf</code> omit the transform Jacobian</a><span class="tags"><span class="pill w">🐛 bug</span><span class="pill">priors</span><span class="pill n">medium</span><span class="pill n">supervised</span><span class="pill n">normal</span></span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/bug/pyautomind/over_pick_the_interests_batch_so_the.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/bug/pyautomind/over_pick_the_interests_batch_so_the.md">Over-pick the interests batch so the dedup cannot shrink the day</a><span class="tags"><span class="pill w">🐛 bug</span><span class="pill">pyautomind</span><span class="pill n">medium</span><span class="pill n">supervised</span><span class="pill n">normal</span></span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/bug/workspaces/gradient_pixelization_pin_residual_drift.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/bug/workspaces/gradient_pixelization_pin_residual_drift.md">jax_profiling/gradient/imaging/pixelization.py: 3.2% of its pin move is unattributed</a><span class="tags"><span class="pill w">🐛 bug</span><span class="pill">workspaces</span><span class="pill n">medium</span><span class="pill n">supervised</span><span class="pill n">normal</span></span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/bug/health_fixes/release_timeout_policy.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/bug/health_fixes/release_timeout_policy.md">Resolve release-profile timeout scripts deliberately</a><span class="tags"><span class="pill w">🐛 bug</span><span class="pill">health_fixes</span><span class="pill r">too-large</span><span class="pill n">supervised</span><span class="pill n">normal</span></span></p></div>
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<div class="task"><button class="copy" data-cmd="/start_dev draft/bug/priors/14_replace_transform_stack_with_bijectors.md" aria-label="Copy the Claude command">📋</button><p><a href="https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/bug/priors/14_replace_transform_stack_with_bijectors.md"><code>@PyAutoFit</code> Refactor: replace hand-rolled <code>AbstractDensityTransform</code> with <code>tfp.bijectors</code> / <code>numpyro.distributions.transforms</code></a><span class="tags"><span class="pill w">🐛 bug</span><span class="pill">priors</span><span class="pill r">too-large</span><span class="pill n">supervised</span><span class="pill n">normal</span></span></p></div>

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