PyAutoMindDashboard

Results library — PyAutoFit infrastructure to index, complete, export, package and reconcile thousands of finished results (follow-up to hpc-campaign; Euclid DR1 is the pilot) — ledger: draft/feature/autofit/results_library_epic.md — filed 2026-10-07 from the DR1 catalogue post-mortem; NOT STARTED — no phase issued yet

Results library — index, complete, export and ship thousands of PyAutoFit results✨ featureautofittoo-largehuman-requiredhigh

Results library epic — lessons from building the Euclid DR1 catalogue✨ featureautofittoo-largehuman-requiredhigh

Search extensibility — a PyAutoFit search framework for many samplers, a unified JAX contract, generated search docs, and the autofit_inference / autofit_profiling benchmark repos — ledger: draft/research/autofit/search_extensibility_epic.md — filed 2026-10-07; scoped (4 Opus surveys) and independently reviewed (Codex gpt-6-astra, Claude Fable high) the same day; all §5…

Search constructor typos silently ignored in workspace scripts (auto_correlations_settings, nlive, dynamic_delta)🐛 bugautofitsmallsafenormal

Samples adapter and Checkpointer/resume split (epic search-extensibility, phase A3)♻️ refactorautofitlargesafehigh

NSS onto Fitness, trace preflight and x64 check (epic search-extensibility, phase A3b)♻️ refactorautofitmediumsafehigh

Search extensibility epic: a PyAutoFit search framework for many samplers, a unified…🔬 researchautofitlargehuman-requiredhigh

PyAutoEars — community listening, solicited feedback, dashboard and follow-through — ledger: draft/feature/pyautoears/community_organ_birth.md — In progress; phases 0–2 merged 2026-10-03. Feedback: Brain#454; bootstrap: Ears#2; integration: Brain#456, Mind#469 and 11…

PyAutoEars — community listening and feedback programme✨ featurepyautoearslargesupervisedhigh

Point-source (single-source) PointSolver CPU speed-up — ledger: autolens_profiling/wiki/campaigns/point_source_image_plane_cpu.md (full record: results/notes/point_source_cpu_campaign.md) — phases 1-3 shipped (p2 + p3 released in 2026.9.26.1: PyAutoArray 7fa8d271, PyAutoLens 86054bbc); phase 4a (re-baseline +…

Runtime cells' steady single-JIT median: wire the imaging release-sweep cells and witness…🐛 bugautolenssmallsupervisedlow

Set galaxy-scale PointSolver grid extents per workspace package…✨ featureautolens_workspacemediumsupervisednormal

Point-source CPU campaign: the still-owed leftovers after the wiki reconcile🧹 maintenanceautolenssmallsupervisedlow

Cluster PointSolver — robustness and performance — ledger: https://github.com/PyAutoLabs/PyAutoPulse/blob/main/tasks/cluster_pointsolver_speed.md — Expanded by human agreement 2026-10-01 to own robust analysis settings, numerical correctness and performance. Carries Source &…

PointSolver error-behavior change: bisect the 2025-11→2026-05 candidates, then health-harden🐛 bugautolenstoo-largesupervisedhigh

Expectation propagation (EP) campaign — ledger: https://github.com/PyAutoLabs/PyAutoInsight/blob/main/tasks/ep_campaign.md

The project @z_projects/ic50_workspace is our IC50 use case which we✨ featureautofitmediumsafenormal

EP factors end the run with zero SUCCESS updates on the exactly-Gaussian…🐛 bugautofitmediumsupervisedhigh

EP moments projection drifts a log-space (LogGaussian / TransformedMessage) scatter to log…🐛 bugautofitsmallsupervisednormal

NaN in EP evidence accumulation: invalid value encountered in add in ep_mean_field.py…🐛 bugautofitmediumsupervisedmedium

Euclid DR1 preparation — 15k-lens modelling prep — ledger: draft/feature/euclid/euclid_dr1_prep_epic.md — science half → Cortex 2026-09-01 (old phases 4, 5, 6a, 6b are now PyAutoCortex

Extend the catalogue: COOLEST CSV, mass-model FITS products, and a retroactive-update feasibility…✨ featureeuclidmediumsafenormal

test_latent_run_level.py slow suite flakes 1-in-7: the drawer_pix Drawer raises InitializerException because all…🐛 bugeuclidsmallsupervisedmedium

GPU route takes 1 h 14 min to 1 h 44 min…🐛 bugeuclidmediumsafemedium

Euclid DR1 preparation — 15k-lens modelling prep…✨ featureeuclidtoo-largesupervisedhigh

Single-process CPU route: JAX vis_lp then Numba + pool vis_pix…✨ featureeuclidsmallsafemedium

Make the Euclid pipeline's new CI release-blocking and add…🧪 testpyautoheartsmallsafemedium

PyAutoFit model figures — structure-first model visualisation (caskade-style, scales to MGE/graphical/EP) — ledger: draft/feature/autofit/model_figures_epic.md

Model figures phase 6 — roll the figure out across every example…✨ featureworkspaceslargesupervisednormal

Model figures: annotate relations on tuple components✨ featureautofitsmallsupervisedlow

Model figures — optional EP state overlays…✨ featureautofitmediumsupervisedlow

Model figures — structure-first model visualisation✨ featureautofittoo-largehuman-requirednormal

Model figures phase 6b2 — the model figure in SLaM pipeline stages…✨ featureworkspacesmediumsupervisedlow

Cluster strong lensing — Source & Cluster arc — ledger: draft/feature/autolens/source_cluster_arc.md — In progress — 1a–1d, phase 3a audit (profiling#364, workspace_test#341) and phase 3b field-preserving cap fix (Galaxy#646…

Critical curves: implement context-aware dispatch, dedupe engines, make clusters honor♻️ refactorautogalaxytoo-largesupervisedhigh

Mesh magnification correctness: simulate-and-recover across every mesh variant🧪 testworkspaceslargesupervisednormal

Magnification at a point: surface the existing API in source_science + point…✨ featureautolenslargesupervisedhigh

Area magnification (LEGGOS-style): per-pixel inversion sum as primary✨ featureautolenslargesupervisedhigh

Magnification errors via posterior draws, standalone in source_science✨ featureautolenslargesupervisednormal

Magnification maps: image-plane contour maps, source-plane mesh maps, uncertainty maps✨ featureautolenslargesupervisedhigh

Cluster source_science.py: robust magnification science at cluster scale (no meshes✨ featureworkspaceslargesupervisedhigh

Cluster package: point-source-default narrative + extended-source follow-up feature📖 docsworkspacesmediumsupervisedhigh

Cluster pixelized-source refinement: per-source masks via AnalysisFactor✨ featureworkspaceslargesupervisednormal

HowToLens cluster tutorial: show a pixelized source + fix the📖 docshowtolenslargesupervisednormal

Cluster plots honor the configured critical-curve engine✨ featureautolensmediumsupervisedhigh

Source & Cluster arc — magnification science, PointSolver trust, cluster extended sources✨ featureautolenstoo-largesupervisedhigh

RAL PyAuto venv: third-party packages below the library floors…🐛 bugpyautohearteasysupervisedmedium

Reuse the fnnls Cholesky factor for the log det when edge-zeroed pixels…✨ featureautoarraysmallsupervisedlow

Interferometer likelihood campaign: chunk TransformerNUFFT.transform_mapping_matrix over columns and visibilities✨ featureautoarraymediumsupervisedmedium

Fixed-mapper interferometer searches, phase 1: pin the preloads.curvature_matrix reuse invariant and measure…✨ featureautoarraysmallsupervisednormal

Load-balance the prange direct_conv interferometer kernel (Delaunay stalls at 2 threads, autolens_profiling#332)✨ featureautoarraysmallsupervisedlow

Retune the interferometer numba gate 60 → 70 (in-situ crossover, autolens_profiling#332)✨ featureautoarraysmallsupervisedlow

jax.jit(jax.vmap(fn)) at B=50 returns wrong HST-scale inversion log likelihoods on an A100🐛 bugautoarraymediumsupervisedhigh

Certified solver phase C2 — cond-free batched fallback (uncertified-lane guard) under jit(vmap)✨ featureautofitlargesupervisednormal

autolens_visualization: multi-galaxy gallery — producer and dataset✨ featurepyautoeyesmediumsupervisednormal

autolens_visualization: group and cluster galleries (point-source + extended)✨ featurepyautoeyeslargesupervisednormal

autocti_visualization render.yml fails on the released stack until PyAutoCTI releases🐛 bugautocti_visualizationsmallsupervisednormal

Hands release.yml fires the visualization re-render dispatches✨ featurepyautohandssmallsupervisednormal

autofit_visualization — seed every sampler so re-renders are byte-stable🧹 maintenanceautofit_visualizationsmallsafenormal

Mapping overlay follow-ups: forward regions= through the autogalaxy plot wrappers, fix degenerate…🐛 bugautoarraymediumsafemedium

isothermal-ell-sph-oversampling-at-the-cusp — found 2026-08-09 — planned — NOT yet a prompt file; file one via /intake before starting

remote-mcp-deployment-tiers — issue #20 — filed 2026-07-21 — DESIGN-COMPLETE, build BLOCKED-ON-DEMAND — issue #20 holds the full auth/transport/hosting design + Richard/PyAutoMCP…

samples-parameter-paths — issue #1327 — filed 2026-07-08 — parked

piemass-potential — filed 2026-06-05 — planned

latent-nan-guard-honest-run — planned 2026-07-22

knn-partial-point-block — issue #609 — filed 2026-10-02

sibson-internal-edge-continuity — issue #610 — filed 2026-10-02

search-ext-a3-samples-checkpointer — issue #1677 — planned 2026-10-08

search-ext-a3b-nss-preflight — issue #1678 — planned 2026-10-08

Human review: multi-plane cross-validation (library tests + workspace guide)👀 human_reviewautolensnormal — flagged for review 2026-08-29

Human review: the scaling_relation slam parks (imaging un-parked, multi_galaxy kept)👀 human_reviewautolens_workspacenormal — flagged for review 2026-08-29

Fix KNN neighbor search for a partial final point block🐛 bugautoarraysmallsupervisedhigh

test_latent_euclid_variables_traces_under_jax_jit went red on main: total_source_flux differs by 6% between jax.jit…🐛 bugeuclidsmallsupervisedhigh

SED chain waveband fit can spin forever in Nautilus exploration…🐛 bugeuclidsmallsupervisedhigh

The reusable smoke workflow's relevance gate skips the unit / slow pytest…🐛 bugpyautoheartsmallsupervisedhigh

arXiv's Fastly edge refuses urllib.request outright — retrying a 406 only delays…🐛 bugpyautomindsmallsupervisedhigh

@PyAutoArray rectangular mesh mapper: mirrored row weights + round-off-dependent cell assignment🐛 bugautoarraymediumhuman-requiredhigh

Sparse (w-tilde) inversion fits the unsubtracted image when a regular light profile…🐛 bugautoarraymediumsupervisedhigh

Local smoke env creation fails: smoke_install.sh flat pip chain vs the grouped…🐛 bugpyautoheartmediumsupervisedhigh

Fix Sibson interpolation at internal edges🐛 bugautoarraylargesupervisedhigh

Fix release result/sample parameter-path regressions🐛 bughealth_fixestoo-largesupervisedhigh

EP test suite is not xdist-safe: tests share one on-disk output directory🐛 bugautofitsmallsafemedium

Interferometer galaxy_image_dict drops a mixed galaxy's ordinary light (dict merge overwrites)🐛 bugautogalaxysmallsupervisedmedium

Reverse-mode jax.grad of MGE deflections returns NaN when the profile centre lands…🐛 bugautogalaxysmallsupervisedmedium

SersicCoreSph has no mass_to_light_ratio argument🐛 bugautogalaxysmallsafemedium

imaging/features/pixelization/delaunay.py sits on the 300 s smoke cap…🐛 bugautolens_workspacesmallsafemedium

subhalo/sensitivity/slam_source_pixelized.py fails on main: al.MapperValued no longer exists🐛 bugautolens_workspacesmallsupervisedmedium

Bundle stages 1/5/6 read OUTPUT_DIR, but the SED chain writes sersic_lens_model…🐛 bugeuclidsmallsupervisedmedium

vis_lp passes batch_size=50 to af.Nautilus, which has no such parameter🐛 bugeuclidsmallsupervisedmedium

Heart smoke runner deletes the tracked output/.gitignore when wiping output/🐛 bugpyautoheartsmallsafemedium

arxiv_refs.py swallows every API error, so an arXiv outage resolves nothing…🐛 bugpyautomemorysmallsupervisedmedium

Adaptive Delaunay mesh places two mesh pixels 0.001" apart — a degenerate…🐛 bugautoarraymediumsupervisedmedium

Interferometer log_evidence fails (LinAlgError / NaN) at large regularization coefficients the jitted…🐛 bugautoarraymediumsupervisedmedium

Sparse interferometer terms: NUFFT ignores the mask origin and provenance cannot see…🐛 bugautoarraymediumsupervisedmedium

imaging/start_here: 26-minute XLA compile of the 48-start Prodigy multi-start on CPU🐛 bugautolens_workspacemediumsupervisedmedium

Visualization warm-up swallowed for ellipse and point-source analyses🐛 bugautofitlargesupervisedmedium

SimulatorImaging draws Poisson noise before checking add_poisson_noise_to_data🐛 bugautoarraylowsafemedium

rectangular.py parity contract: absolute-nats bound, and import autogalaxy before jax🐛 bugworkspaceseasysupervisedmedium

Building a JAX Fitness then calling register_tracer_classes raises "Duplicate custom PyTreeDef type…🐛 bugautoarraysmallsupervisednormal

add_assertion name is silently dropped🐛 bugautofitsmallsafenormal

Assertion repr recurses forever🐛 bugautofitsmallsafenormal

DatasetModel with a free grid_offset cannot round-trip autofit.jax.register_model🐛 bugautofitsmallsafenormal

direct_instance_tuples double-counts Constants🐛 bugautofitsmallsafenormal

Emcee/Zeus: thin can be 0, and check_size blows up on short chains🐛 bugautofitsmallsupervisednormal

af.Model.from_json writes zero-free-parameter components back as instances🐛 bugautofitsmallsupervisednormal

af.Model(function) cannot resolve config priors🐛 bugautofitsmallsafenormal

Nautilus as an EP default_optimiser crashes on PriorFactors (reads analysis._use_jax unguarded)🐛 bugautofitsmallsafenormal

PyAutoFit prior-model summary header prints wrong range labels for grouped priors🐛 bugautofitsmallsafenormal

Stale enable_pytrees register_model advice in NUTS and SMC errors and searches docs🐛 bugautofitsmallsafenormal

xdist collection ids unstable in test_prior_properties🐛 bugautofitsmallsafenormal

PlotterEllipse.fit_ellipse writes every variant to ellipse_fit.png, so only the last survives🐛 bugautogalaxysmallnormal

Move the positions_threshold test fixture off the symmetry axis🐛 bugautolenssmallsafenormal

SLaM simultaneous subhalo grid search fits last band only🐛 bugautolens_workspacesmallsafenormal

HowToFit tutorial 5 (EP) never shares the centre it says it shares🐛 bughowtofitsmallsupervisednormal

Convolver "No blurring_image provided" warning in canonical workspace scripts🐛 bugworkspacessmallsafenormal

A non-uniform over_sample_size costs several times more JAX compile than a uniform…🐛 bugautoarraymediumsupervisednormal

vmap(jit) likelihood recompiles once per distinct Nautilus batch length🐛 bugautofitmediumsupervisednormal

LensCalc tangential caustic on a masked grid differs ~27 % in ellipticity…🐛 bugautogalaxymediumsupervisednormal

JIT cache not hit in modeling_visualization delaunay/rectangular scripts🐛 bugautolensmediumsafenormal

Profile multi_galaxy/start_here.py's release cost and retire its 3600s override🐛 bugautolens_workspacemediumsupervisednormal

multi_dataset/jax_likelihood/delaunay.py asserts the wrong likelihood on main (−72070 vs 1995)🐛 bugautolens_workspace_testmediumsupervisednormal

PyAutoNerves emits a false "workspace is stale, git pull" warning…🐛 bugautonervesmediumsupervisednormal

@PyAutoFit TransformedMessage.logpdf/pdf omit the transform Jacobian🐛 bugpriorsmediumsupervisednormal

autocti_workspace: the dataset_1d results/database example scripts have drifted🐛 bugautocti_workspacelargesupervisednormal

MultiStartGradient searches ignore iterations_per_quick_update and live_visual_update while announcing the cadence…🐛 bugautofitlargesupervisednormal

Resolve release-profile timeout scripts deliberately🐛 bughealth_fixestoo-largesupervisednormal

@PyAutoFit Refactor: each density should live in one place, not three🐛 bugpriorstoo-largesupervisednormal

@PyAutoFit Refactor: collapse the Prior / Message two-layer hierarchy🐛 bugpriorstoo-largesupervisednormal

@PyAutoFit Refactor: replace hand-rolled AbstractDensityTransform with tfp.bijectors / numpyro.distributions.transforms🐛 bugpriorstoo-largesupervisednormal

Priors & Messages cleanup — tracker🐛 bugpriorstoo-largesupervisednormal

Colab pins nautilus-sampler==1.0.4 while PyAutoFit declares 1.0.5🐛 bugautonervestrivialsupervisednormal

Aggregator reload of an in-memory sparse-operator interferometer fit silently falls back…🐛 bugautogalaxysmallsupervisedlow

Database-path searches cannot reload dataset.fits (written to disk, never registered via save_fits)🐛 bugautogalaxysmallsupervisedlow

Give the JAX PowerLaw deflections branch the same exact unit-vector transform…🐛 bugautogalaxysmallsafelow

PowerLawMultipole with m=1 returns -inf / NaN deflections at slope exactly 2…🐛 bugautogalaxysmallsupervisedlow

The reconstruction noise map is not the truncated posterior the NNLS solve…🐛 bugautoarraymediumhuman-requiredlow

release-integrate: analyze-side foreign-path filter and a workspace-repo lint for tracked result files🐛 bugpyautoheartmediumsupervisedlow

Point-source JSON datasets record no resolution regime🐛 bugpyautolensmediumsupervisedlow

Same-class q-clamp and bare-sqrt ellipticity gradient sites (follow-up to PyAutoGalaxy#631)🐛 bugautogalaxy

Relax call-accounting CI timing threshold🐛 bugautolens_profiling

euclid_dr1: every dataset rgb.jpg is upside down relative to the VIS FITS…🐛 bugeuclidsupervised

Inversion.source_clumps_from needs a robust scale — thresholding against the raw maximum finds…✨ featureautoarraysmallsupervisedmedium

autofit_assistant: a skill that owns loading the user's data and its selection…✨ featureautofit_assistantsmallsafemedium

Smoke profile cannot see a missing sampler dependency — add an import…✨ featurepyautohandssmallsafemedium

Which other searches need prior-support handling — coverage audit after Prodigy✨ featureautofitmediumsafemedium

Give PyAutoFit searches a seed — today no search can be made…✨ featureautofitmediumsafemedium

COOLEST: export MGE lens light and pixelized sources as pixel grids✨ featureautolensmediumsupervisedmedium

Nightly run of one HowTo tutorial per chapter at real settings✨ featurepyautoheartmediumsupervisedmedium

Board phase 2: the remaining four legs onto the seam✨ featurepyautobrainsmallsafenormal

Brain board follow-ups: what real mornings surface✨ featurepyautobrainsmallsupervisednormal

bump_colab_urls.sh: cover autolens_assistant Colab links✨ featurepyautohandssmallsafenormal

Can create a list of InversionMatrix objects for each dataset✨ featureautoarraymediumsupervisednormal

A joint unit-disk constraint (or reparameterisation) for ell_comps✨ featureautogalaxymediumsupervisednormal

Tune cluster-scale JOSS benchmarks toward their 5-minute targets✨ featureautolens_workspacemediumsafenormal

Upstream the DR1 final-catalogue tooling to the pipeline, with a vis_lp-only appendix…✨ featureeuclidmediumsupervisednormal

batch slice — the decomposition pass for needs-slicing prompts✨ featurepyautobrainmediumsupervisednormal

The imaging features/advanced/los_halos example needs improving and padding out before✨ featureworkspacesmediumsafenormal

The imaging features/advanced/subhalo/sensitivity example needs improving and padding out before✨ featureworkspacesmediumsafenormal

EP analytic updates — implement the four planned work packages✨ featureautofitlargesupervisednormal

Skip the likelihood for assertion-violating samples on the JAX path✨ featureautofitlargesupervisednormal

Remote-MCP deployment tiers (2 + 3) for the results-inspector server✨ featureautofit_assistantlargehuman-requirednormal

Multi-plane time delays✨ featureautolenslargesupervisednormal

Adopt oversampled PSFs in the start-here dataset chain (option a)✨ featureautolens_workspacelargesupervisednormal

Restore lensing-of-lens in the multiple_sources workspace example✨ featureworkspaceslargesupervisednormal

Follow-up to rectangular_adapt_cdf.md (issue #322) and Path A✨ featureautoarraytoo-largesupervisednormal

PIEMass.potential_2d_from: implement the missing lensing potential✨ featureautogalaxytoo-largesupervisednormal

autolens_jax_joss benchmark repo + real-data start_here pairing✨ featureautolens_jax_josstoo-largesupervisednormal

Context: PyAutoLens issue #542 follow-up (Gap 1, deferred during the✨ featurejax_substructuretoo-largesupervisednormal

Context: PyAutoLens issue #542 follow-up (Gap 2, deferred during the✨ featurejax_substructuretoo-largesupervisednormal

dPIE: optional central-dispersion (sigma_0) parameterization✨ featureautogalaxysmallsupervisedlow

Release board: local run_logs enrichment✨ featurepyautohandssmallsupervisedlow

Gallery runner: add visualization_upper + decide the modeling_visualization_jit tier✨ featureworkspacessmallsafelow

Deferred: make the *Power adapt classes the defaults (breaking)✨ featureautoarraylargehuman-requiredlow

HPC campaign epic: run large modelling campaigns efficiently, token-cheaply and low-carbon🔬 researchautofitlargehuman-requiredhigh

euclid_dr1: run the positions gate over DR1 and submit the remodel set🔬 researcheuclidlargehuman-requiredhigh

Deep research: Can we speed up Delaunay in PyAutoArray?🔬 researchautoarraytoo-largesupervisedhigh

Delaunay-family JAX modules never hit the persistent compilation cache🔬 researchautoarraymediumsafemedium

Use readthedocs or migrate to GitHub docs🔬 researchpyautohandssmallsupervisednormal

Re-baseline the slacs0008 acceptance parity after the HAP-dedupe fix🔬 researchpyautoreducesmallsafenormal

Kernel-CDF bandwidth defaults — config-dependent quality, investigate adaptivity🔬 researchautoarraymediumsafenormal

Is Intel macOS a supported platform, and what is the numpy-only contract?🔬 researchlibrariesmediumsafenormal

Checkerboard PSF-mismatch residual diagnostic — research + document + ingest papers🔬 researchpyautomemorymediumsafenormal

Record harness-smoke runs for free Codex, a named OpenCode configuration and Gemini…🔬 researchautolens_assistantlow-mediumsupervisednormal

Sparse interferometer inversion: jax.grad of the log-evidence terms w.r.t🔬 researchautoarraysmallsupervisedlow

Should TransformedMessage carry its own support, rather than the prior?🔬 researchgraphical_epmediumhuman-requiredlow

Chase the ~6% flux scale between PyAutoReduce and legacy SLACS reductions🔬 researchpyautoreducemediumsafelow

PyAutoArray Delaunay interpolator's pure_callback vs vmap — minor efficiency follow-up🔬 researchautoarraytoo-largesupervisedlow

HPC campaign epic — research report and phased plan🔬 researchautofit

Energy and CO2e for PyAuto HPC campaigns: methods, inputs, worked estimate🔬 researchautofit

HPC campaign epic: what the codebase already has🔬 researchautofit

euclid_dr1 HPC glue + Slurm mechanics — research report🔬 researchautofit

Prior art: status, right-sizing and failure triage for large HPC fit campaigns🔬 researchautofit

Search extensibility epic: research report and phased plan🔬 researchautofit

**§1 Verdict**🔬 researchautofit

Independent review — search extensibility epic report (Fable, high effort)🔬 researchautofit

Codex gpt-6-astra adversary review — B2 (autofit_inference#3), 2026-10-08🔬 researchautofit

Codex gpt-6-astra adversary review — A1 (PyAutoFit#1675), 2026-10-08🔬 researchautofit

01 — PyAutoFit non-linear search architecture audit🔬 researchautofit

02 — JAX interface across PyAutoFit non-linear searches (read-only audit)🔬 researchautofit

03 — How non-linear searches are documented across PyAuto, and how…🔬 researchautofit

04 — Inference and profiling infrastructure survey for autofit_inference and autofit_profiling🔬 researchautofit

Reduce the organism's per-session and per-task token load by half🧹 maintenanceorgansmediumsupervisedhigh

Keep caches off $HOME on HPC — phase 2 remainder: euclid pipeline…🧹 maintenanceworkspacessmallsupervisedmedium

Sync remaining workspace config/priors copies🧹 maintenanceworkspacessmallsafemedium

The workspace staleness warning keys off a value documented never to move🧹 maintenancehowtofitsmallsupervisednormal

Mirror drifted library config keys into the workspace configs🧹 maintenanceworkspacessmallsafenormal

autolens_workspace_developer: broad stale-API rot (56 symbols, no CI)🧹 maintenanceautolens_workspace_developermediumsupervisednormal

wiki-currency's --check-version gate rots on every library main merge🧹 maintenancecimediumsupervisednormal

Dependency-cap refresh 2026-08: safe bumps, astropy 8 decision, two dead deps🧹 maintenancelibrariesmediumsupervisednormal

PyAutoMemory canonical-key TODO sweep🧹 maintenancepyautomemorymediumsafenormal

Auto-request GitHub Copilot code review on every PR, org-wide🧹 maintenancecilargehuman-requirednormal

autolens_workspace🧹 maintenanceworkspacestoo-largehuman-requirednormal

pynufft removal: unswept downstream residue (1 hard break + stale docs/CI)🧹 maintenanceworkspaceslow-mediumsupervisednormal

files/*_experiment.py import a module that no longer exists — decide whether…🧹 maintenanceautoarraysmallsupervisedlow

After the phase-8c releases: bump the autonerves floor, drop the defensive fallback…🧹 maintenanceautoarraysmallsafelow

linear_operated Sersic has no prior yaml file🧹 maintenanceautogalaxysmallsafelow

PyAutoLens test data_temp/ write paths are not gitignored🧹 maintenanceautolenssmallsafelow

cosmos_web_ring stores boolean masks as float64, wasting ~3.4 MB of the repo's…🧹 maintenanceautolens_workspacesmallsafelow

Config yaml keys missing their one-line explanatory comment🧹 maintenanceautofitmediumsafelow

Deferred Heart dashboard housekeeping after release recovery🧹 maintenancepyautoheartlargehuman-requiredlow

euclid pipeline: skip_fit_output docs say it gates the whole of save_results…🧹 maintenanceeuclidlowsafelow

Regenerate the 28 drifted .claude/hooks/session-start.sh copies after the organ-order change🧹 maintenancepyautomindsmall

Split lensing regimes: multi_galaxy / group / cluster (epic plan)📖 docsautolenstoo-largesupervisedhigh

Advanced workspace guide: Preloads (PyAutoArray)📖 docsworkspacestoo-largesupervisedhigh

Adapt image is the S/N map: fix the prose and assess…📖 docsautogalaxylargesupervisedmedium

Regenerate autolens_workspace markdown/ so the MGE pages show sigma_min📖 docsautolens_workspacesmallsafenormal

Update the multi_plane guide's Richardson-step warning once the adaptive Hessian ships📖 docsautolens_workspacesmallsafenormal

RTD organism docs currency: Nerves page, organ-count drift, hands.md rename📖 docspyautobrainsmallsupervisednormal

Rewrite PyAutoCTI docs/api — 55 of 89 autosummary entries are dead📖 docsautoctimediumsupervisednormal

docs/api/plot.rst omits already-exported plot symbols📖 docsautolensmediumsafenormal

Demo subplot_ellipse_errors from a real ellipse model-fit📖 docsworkspaceslargesupervisednormal

cluster/mass_parameterizations*.py promise model.info prints (and figures) they never make📖 docsautolens_workspacesmallsupervisedlow

HowToFit tutorial 4 promises "under a minute" and takes six📖 docshowtofitsmallsafelow

autolens_workspace: __Model__ bullets whose profiles or parameter counts do not match…📖 docsworkspacessmallsafelow

Assistants: regime-aware routing for multi_galaxy / group / cluster (follow-up)📖 docsworkspacesmediumsafelow

PyAutoFit — two stale "HowToFit chapter 3" references after the chapter_advanced rename📖 docsautofittrivialsafelow

Phase 2 — drop the hand-written quick-update sentence from the workspace scripts📖 docsautolens_workspace

Track and fix correctness issues in the HowToLens tutorials as they…📖 docshowtolens

Cache autonerves config parsing — 308 YAML files parsed per script run♻️ refactorautonervesmediumsafemedium

Vendor bessel_kve into autoarray and drop the tensorflow-probability dependency♻️ refactorautoarraylargesupervisedmedium

Example Analysis should reduce with xp.sum not builtin sum♻️ refactorautofitsmallsafenormal

Split Fitness.batch_size into lh_batch_size and latent_batch_size♻️ refactorautofitsmallsupervisednormal

EP: cache the compiled JAX likelihood on the Analysis across factor steps♻️ refactorautofitmediumsupervisednormal

One construction path for plane-bound lensing quantities♻️ refactorautolensmediumsupervisednormal

Remove the dead EDEN packaging tooling from PyAutoFit♻️ refactorpyautofitmediumsupervisednormal

Post-completion cache readers should read the preserved zip member instead of recomputing♻️ refactorautolenssmallsupervisedlow

Repo cleanup: retire the Abell 1201 worktree and local raw data♻️ refactorworkspacessmallhuman-requiredlow

Move the Witt–Wynne SIEP solver/projection into PyAutoLens once the two copies have…♻️ refactorautolensmediumsupervisedlow

Deduplicate repos_sync.py's check/write pairs♻️ refactorpyautomindmediumsupervisedlow

Sparse CPU operator: shrink the 172 MB per-dataset payload…♻️ refactorautoarraysupervised

Physical model check when speeding up smoke tests🧪 testworkspacesmediumsupervisedhigh

Restore absolute NumPy likelihood regression baselines in the _workspace_test🧪 testworkspacestoo-largesupervisedhigh

Guard every workspace script against untimed network downloads🧪 testautolens_workspacesmallsafemedium

The latent smoke's empty-block assertion names one cause unconditionally — echo…🧪 testautolens_workspace_testsmallsafenormal

Verify jax.jit / jax.grad parity on the critical-curve and caustic calculations🧪 testautolens_workspace_testmediumsafenormal

The new workspace smoke-test GitHub Actions (added via feature/smoke-test-ci) surfaced🧪 testworkspacestoo-largehuman-requirednormal

Give imaging/jax_likelihood/mge_group.py a dataset that actually contains group members🧪 testautolens_workspace_testmediumsupervisedlow

CTI release-train wiring — first modern autocti release🚀 releaseautoctimediumhuman-requirednormal

Induct PyAutoReduce into the PyAutoHands release machinery (date versioning)🚀 releasepyautoreducemediumsafenormal

jax.jit(analysis.fit_from) is vacuous in the jax_likelihood scripts❓ triageautolensmediumhuman-requiredmedium