a04bbb8f

By: ValentinHirschi <valentin.hirschi@gmail.com>

record direct-H acceptance and affine-star implementation audit

Preserve the actual saved-GL638 conditional map checks, runtime card, reproducible
public-API driver, exact dependency linker and numerical provenance. Reduced-state
Gaussian reference checks pass at 8192 and 32768 points; all 24 native inverse ray
checks and independent full 12D finite-difference determinants pass. Measured
q~R^-0.501 agrees with the intended one-normal focusing, without establishing
bounded weights or physical variance improvement.

The corrected optimized full-state check verifies 936 production keys, 32768
finite reference draws, the full determinant and native ray inverses. It matches
the reduced-state reference at identical cubes. Preserve the earlier scratch
selector-count mistake and environment failure without treating them as
production failures. Reference substitution bypasses physical orientations;
all-orientation physical comparisons remain required. The portable script and
corrected driver were compiled and exercised successfully.

Document the unimplemented generic affine-star boundary: whole-group dependency
certification, shared actual overlap centers, shared complement-only projection
scale, canonical membership branches and their numerical gates. Update the plan
and research index. No production code or threshold metadata changes.

Validation: portable JSON/TOML parse, recorded artifact hashes verified, shell
syntax check, final portable compile/run, and git diff --check.

User prompts:

Continue as planned, but re-read the plan, and establish how to best orchestrate progress on both front of amplitude surface advanced sampling, but also the overall goal of cross-section advanced sampling, that must eventually apply to GL638 and demonstrate improvement there.

(continue as planned, but remember that for being able to quickly generate states for testing, specifying ot one orientation may help. But ultimately, things must be tested end-to-end on all orientations)

(oh and I forgot, you should commit+push regularly at good milestones in a new feature branch `advanced_sampling`, which does not exist yet )

Add to do all git commit and push from the user ValentinHirschi with email valentin.hirschi@gmail.com
Also explicitly add to the plan that this is a hard task and you should consult the existing research you did already often (specifiy relevant markdown) and complement it when needed and use many subagents to do implementation slices, code audit, tests and research. As the main agents you should mostly act as an orchestrator, so as to not pollute your context.

Timeline