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# Implementation task tracker — WP-AI-0001

Legend: [x] done · [~] in progress · [ ] todo · (gate) quality gate per CLAUDE.md §10

# Sprint 0 — Research audit

  • Locate UQO Research workspace, conventions, remotes
  • Environment audit (laptop + cluster) → docs/ENVIRONMENT_AUDIT.json
  • Literature verification → literature/
  • RESEARCH_GAP, PREREGISTRATION v0.1, EXPERIMENT_PLAN, COMPUTE_BUDGET, RISK_REGISTER, REPRODUCIBILITY, logs
  • Project skeleton, pyproject, tests (Gate A)
  • scripts/build_figures.py, scripts/build_paper.sh, paper skeleton compiles (placeholders)
  • git repo + origin = gitsrv:srv/git/wpai0001_uqo.git

# Sprint 1 — Controlled micro-world

  • OPSEQ / FSA / MORPH generators + exact validators + disjointness + hashing
  • Toy transformer with hook points; no-op tests (Gate C part 1)
  • Training loop (teacher-forced scratchpad), greedy decoding, metrics, cluster bootstrap
  • Pilot run (3 seeds) — gap qualification (Gate B passed; run pilot_tier0_opseq_451ef5087182)
  • FSA / MORPH toy baselines
  • trace_stride = 2 difficulty variant baseline

# Sprint 2 — Causal discovery

  • Within-donor localization (patching, ablation, heads) with sham baseline and reproducibility (RQ1 pilot: Ω executed at the read position; L0 attention + L0–L2 MLPs)
  • Add embed/resid_pre family and path patching Ω-token → r1 to the sweep
  • Subspace localization (DAS-style / PCA of Ω-contrast) with norm-matched random subspaces
  • Necessity test on donor (H3) with control-stratum retention

# Sprint 3 — First transplant (done 2026-11-09)

  • Alignment module: identity, Procrustes, ridge, CCA, random orthogonal; task-row vs task-free fits; leakage audit by item hash
  • Activation graft + sham + norm-matched random + shuffled-token/layer + unrelated-donor controls
  • Gate D: reproducibility across 9 pairs, overhead disclosed (donor in the loop), map parameter counts

# Sprint 4–6 (done 2026-11-09)

  • Subspace, steering, adapter, weight, persistent grafts; supervised-adapter and distillation references
  • Layer grid, dose, width/depth mismatch, stride-2; ablation → rescue; reverse graft; rule-vs-cache
  • Confirmatory freeze (PREREGISTRATION v1.0, D10) and confirmatory run + analysis (H2, H5 supported; H4 not)
  • Tier-1 MLX layer wrapping with bitwise no-op test; task-vector localization + transfer script
  • [~] Tier-1 development run (4 pairs) → Tier-1 freeze → confirmatory split run
  • [~] Tier-2: Qwen2.5-7B ↔ 3B pairs on M3U96b
  • Transformers equivalence test for the MLX backend (not done; reported as a limitation)

# Sprint 7 — Manuscript

  • [~] Paper sections written for Tier 0; Tier 1 pending; claim-evidence table (Gate F) pending
  • Internal multi-agent review (UQO-WP-REVIEW pipeline)
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