Clarify documentation: anomaly signal explainer, GRPO scope notes

Tighten README: resolve GRPO contradiction, drop duplicate baseline table, remove internal mentor docs

Add SFT v3 + GRPO refine results to README + results.md

Refactor grader to use openenv.core.rubrics.WeightedSum + Rubric subclasses

Post-deadline: full eval results + bigger plots via Git LFS

results.md: tighten language, present results without internal-process noise

Fill results.md with student numbers from partial v3 eval

Acknowledge OpenEnv Rubric system conformance gap

Add plots/ folder: SFT v3 loss + GRPO iter2 reward curves

Move blog to root as BLOG.md (per Meta mentor guidance)

Prune internal/stale docs; sharpen README submission links

Fix max_new_tokens for CoT format + add eval-only HF Jobs script

Algorithm Distillation: grader v2 with belief_accuracy + SFT pipeline

handoff: add iter 5 results + whack-a-mole pattern doc

docs: handoff bundle for new chat session + iter 4 partial analysis

docs: add explicit sim-to-real mapping diagram (vision alignment)

docs: detailed architecture diagrams with concrete values

tooling: scripts/analyze_iter.py + docs/results.md template

docs: iteration journal with hypothesis/result/root-cause/fix per iter

docs: add sim-to-real deployment architecture reference

docs: reorganize — 25 files → 4 focused docs

refactor: rewrite blog around product vision; fix UI for Gradio 6

docs: expand blog with purpose, sim-to-real framing, lightweight model goal

fix: reduce kl_coef to prevent training instability

Rebuild as Life Simulator: 5 meters, 3 hidden profiles, GRPO training pipeline

Reorganize docs: segregate Round 1 and Round 2

Add SPEC.md and hackathon reference docs