mind: correct and close out the autofit all-ones ell_comps bug

dashboard.md

@@ -1,6 +1,6 @@
 # PyAutoMind task dashboard
 
-<!-- generated by `pyauto-brain intake dashboard --apply` on 2026-08-12 — regenerate, do not hand-edit -->
+<!-- generated by `pyauto-brain intake dashboard --apply` on 2026-08-13 — regenerate, do not hand-edit -->
 
 Every task the Mind is holding, on one page: what is in flight, what is parked, and the whole backlog to pick from. Pick a line, then run `/start_dev <prompt-path>` to start it.
 
@@ -17,11 +17,10 @@ Live on GitHub: [open issues](https://github.com/search?q=org%3APyAutoLabs+is%3A
 
 ## Start here
 
-**Highest priority** (filed as `high`) — showing 12 of 31
+**Highest priority** (filed as `high`) — showing 12 of 30
 
 - [pre_build stages untracked files, publishing uncommitted human work](draft/bug/pyautohands/pre_build_stages_untracked_wip.md) — pyautohands · small · supervised · high
 - [TRIAGE: needs manual review before routing](draft/triage/jax_zero_contour.md) — medium · safe · high
-- [PyAutoFit mock scaffolding fills every parameter with 1.0, which is](draft/bug/autofit/mock_all_ones_parameters_break_ell_comps_guard.md) — autofit · medium · supervised · high
 - [PyAutoLens RTD docs: three-regime restructure (multi_galaxy / group / cluster)](draft/docs/autolens/docs_three_regime_restructure.md) — autolens · medium · supervised · high
 - [Optimize pixelized Prodigy settings on the laptop GPU](draft/research/autolens_workspace_developer/pixelized_prodigy_laptop_gpu_phase_2_settings.md) — autolens_workspace_developer · medium · human-required · high
 - [Release does not sync __version__ stamps and workspace pins back](draft/bug/pyautobuild/release_version_sync_back_to_main.md) — pyautobuild · medium · supervised · high
@@ -31,6 +30,7 @@ Live on GitHub: [open issues](https://github.com/search?q=org%3APyAutoLabs+is%3A
 - [multi_galaxy package: new regime package in autolens_workspace](draft/docs/autolens/multi_galaxy_package.md) — autolens · large · supervised · high
 - [Tune the JAX multi-start optimizers into a standard option (MGE](draft/experiment/autolens_profiling/jax_optimizer_settings_tuning.md) — autolens_profiling · large · supervised · high
 - [Profile and speed up JAX likelihood-function compile times (all use](draft/feature/autolens_profiling/jax_compile_time_profiling.md) — autolens_profiling · large · supervised · high
+- [Optimize MultiStartProdigy for pixelized meshes on the laptop GPU](draft/research/autolens_workspace_developer/pixelized_prodigy_laptop_gpu.md) — autolens_workspace_developer · large · human-required · high
 
 **Quick wins** (small enough, and safe enough to run unattended)
 
@@ -101,7 +101,6 @@ Scoped but not started; some are not yet prompt files. Full detail in [`planned.
 <summary><b>bug</b> — 40</summary>
 
 - [pre_build stages untracked files, publishing uncommitted human work](draft/bug/pyautohands/pre_build_stages_untracked_wip.md) — pyautohands · small · supervised · high
-- [PyAutoFit mock scaffolding fills every parameter with 1.0, which is](draft/bug/autofit/mock_all_ones_parameters_break_ell_comps_guard.md) — autofit · medium · supervised · high
 - [Release does not sync __version__ stamps and workspace pins back](draft/bug/pyautobuild/release_version_sync_back_to_main.md) — pyautobuild · medium · supervised · high
 - [EP hierarchical parent-scale collapse: cure the basin, or document the](draft/bug/autofit/ep_scale_collapse_basin_cure_or_caveat.md) — autofit · too-large · human-required · high
 - [`NFWTruncatedSph.potential_2d_from`: MGE potential fails `grad(psi)=alpha` self-consistency](draft/bug/autogalaxy/nfw_truncated_potential_accuracy.md) — autogalaxy · too-large · supervised · high
@@ -112,6 +111,7 @@ Scoped but not started; some are not yet prompt files. Full detail in [`planned.
 - [Fix release-profile numerical inversion failures](draft/bug/health_fixes/numerical_inversion_failures.md) — health_fixes · too-large · supervised · high
 - [Fix release result/sample parameter-path regressions](draft/bug/health_fixes/samples_parameter_paths.md) — health_fixes · too-large · supervised · high
 - [`pixel_scales` given as an `int` (or `np.float64`) is never widened](draft/bug/autoarray/pixel_scales_int_not_widened_to_tuple.md) — autoarray · small · supervised · medium
+- [PyAutoFit `MockResult` fills every parameter with 1.0, which is an](draft/bug/autofit/mock_all_ones_parameters_break_ell_comps_guard.md) — autofit · small · supervised · medium
 - [Heart script_timing baselines are orphaned by path moves and filled](draft/bug/pyautoheart/script_timing_baselines_orphaned_and_window_filled.md) — pyautoheart · small · supervised · medium
 - [jax_grad scripts fail assertions locally that PASS in CI](draft/bug/autolens_workspace_test/jax_grad_local_assertions_fail_but_pass_in_ci.md) — autolens_workspace_test · medium · supervised · medium
 - [ConstantZeroth regularization is broken twice over — dead code presenting](draft/bug/autoarray/constant_zeroth_broken_dead_code.md) — autoarray · small · supervised · normal