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feat: curate inference sampler candidates for Insight - #125
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Five primary-source candidates with qualified applications, dated integration status and an on-demand curation workflow. Independent review CLEAN; make validate passed. Agent: Codex; model: GPT-6
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Add a source-backed sampler candidate curation path linking Memory's on-demand literature work to Insight. The initial set covers dynesty, Nautilus, BlackJAX NUTS, UltraNest and pocoMC, separating expected applications from measured PyAuto results and recording current integration status.
Scripts Changed
No scripts changed. Updated the canonical bibliography, sampler source support, methods index/log, and a curation guide. No automated schedule, compute or scientific acceptance.
Validation checklist
make validatepassed bibliography, structure and wiki-link checks.release validation incomplete: no rehearsal for current source; no yellow/red readiness reasons.git diff --checkpassed.The public candidate payload in Insight is independently derived from the named public sources; no private Memory references are copied to user-facing guidance. Primary-source metadata/abstract review is not a reproducibility benchmark.
Closes #124. Human authorized all approved phases through completion and in-turn merge when checks pass.