diff --git a/active.md b/active.md
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 # Active Tasks
 
+## nss-remainline-mainline-blackjax
+- issue: https://github.com/PyAutoLabs/PyAutoFit/issues/1491
+- session: Claude Code cloud/mobile (no local worktree)
+- status: library-dev
+- worktree: none — cloud session works on the GitHub clone directly
+- repos:
+  - PyAutoFit: feature/nss-remainline-mainline-blackjax
+- prompt: active/nss_remainline_mainline_blackjax.md
+- note: human-directed early re-mainlining of af.NSS on mainline blackjax >=1.6
+  (removal reason — git-fork pins — is gone). Port pre-validated on CPU toy
+  (chunked bit-identical to unchunked; logZ within 0.6 sigma of analytic).
+  Gate A still decides baseline adoption; DECISIONS.md entry to follow.
+
 ## stored-sample-reconstruction-guard
 - issue: https://github.com/PyAutoLabs/PyAutoFit/issues/1486
 - status: library-dev — WORKSPACE HALF SHIPPED; the PyAutoFit hardening (#1486) is what remains
diff --git a/active/nss_remainline_mainline_blackjax.md b/active/nss_remainline_mainline_blackjax.md
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+# Re-mainline af.NSS as a proper PyAutoFit search on mainline blackjax ≥1.6
+
+Type: feature
+Target: autofit
+Repos:
+- @PyAutoFit
+Difficulty: small
+Autonomy: supervised
+Priority: high
+
+Human-directed 2026-08-18 (mobile session): the parked `af.NSS` nested slice
+sampler — removed from PyAutoFit on 2026-07-11 (PyAutoFit#1356/#1357) solely
+because its dependencies were unshippable git-fork pins — should be
+reimplemented as a proper first-class search now that nested sampling is in
+**mainline blackjax 1.6** (the whole removal reason is gone). The full
+working implementation is preserved verbatim at
+`autofit_workspace_developer/searches/nss/` with a re-mainlining checklist
+in its README.
+
+Port surface (validated on CPU 2026-08-18 in the cloud session before any
+source change; see autolens_profiling#142 for the environment validation):
+
+- `from nss.ns import log_weights, finalise` → `blackjax.ns.utils`.
+- SliceInfo eval counter: fork `num_steps` → mainline `num_expansions`.
+- Chunked GPU-memory path: the fork's `build_kernel(update_strategy=)` seam
+  is gone — recompose from mainline public helpers (`build_slice_kernel`,
+  `slice_constrained_step`, `build_adaptive_kernel`, `live_covariance`);
+  `_chunked_update.py` is already byte-equivalent to mainline's
+  `update_with_mcmc_take_last` bar the vmap→lax.map swap.
+- End-to-end validation on a 2D analytic toy through the full search
+  pipeline: logZ −4.558 ± 0.078 vs analytic −4.605; **chunked path
+  bit-identical to unchunked** (same logZ/evals/ESS at fixed seed).
+
+Task (stash README checklist, PyAutoFit side):
+1. Restore `autofit/non_linear/search/nest/nss/` (search.py, samples.py,
+   _chunked_nss.py, _chunked_update.py, __init__.py) with the mainline port
+   and fork-era prose removed.
+2. Restore `test_autofit/non_linear/search/nest/nss/` (kept verbatim against
+   library import paths; one ImportError match-string update).
+3. `autofit/__init__.py`: re-export `NSS`.
+4. `pyproject.toml`: bump the `optional` extra's blackjax floor to ≥1.6.2
+   (no cap exists).
+5. Run the nss test subset + smoke the search end-to-end from the checkout.
+
+Note the programme-plan interaction: PROGRAMME §7 gated "af.NSS re-mainlined
+on blackjax.nss" behind Gate A — the human has directed early re-mainlining;
+Gate A still decides whether NSS becomes the GPU nested-sampling *baseline*.
+Record the scope change in the inference DECISIONS.md. The workspace
+tutorial restoration (checklist item 5) is a separate follow-up task.