farmhouse_laya.py: Laya as a second opinion over Forge's concrete candidate ids (shadow by default; assist never overrides a pick Forge tagged stops_immediate_win/wins_now), two extra typed questions in the same forward pass, a laya-shadow-v1 capture log, batched cached card-role classification. scripts/farmhouse_laya_dataset.py turns the capture log into train/valid files with the baselines to beat; farmhouse_laya_roles_eval.py measures role accuracy. Hooks into farmhouse_decide.py. Reference copies of the Laya image, manifests and CI in farmhouse/laya/. docs/LAYA-CONNECTIONS.md. 39 offline tests. All off by default.
The matching hook in routes/policy.py is in the working tree only: that route belongs to the pending strategic-evaluator work.
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_016Er49soaMyG7Yburq57PeB
farmhouse_decide.py asks a /v1/systemone server which action to take; DECISION_MODE=shadow records agreement with the LLM, assist uses it when DECISION_MIN_CONF sure; off by default. scripts/farmhouse_decision_eval.py replays recorded decisions through it. 17 offline tests.
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_016Er49soaMyG7Yburq57PeB
Left action panel revised to show triggers list + Create Token/Auto-Arrange.
CMD DMG badges added to center life-panel score areas (click opens matrix).
Removed renderEnhancedPanels calls that split the battlefield on damage adjust.
Added encoding='utf-8' to all bare open() calls across 17 Python files to
prevent cp1252 crashes on MTG card text with smart quotes/em-dashes.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
- Generate lan-client/precons.js from precon-decks/precon-index.json so
PRECON_DATA is always available for local/offline mode (163 precons)
- Add scripts/generate-precons-js.js for regeneration when precons update
- Fix _loadBackendPrecons() to re-render the precon tab UI when backend
precons load successfully (was only updating status indicator text,
not populating the dropdown)
Without precons.js, PRECON_DATA was undefined and the dropdown showed
'No precon data loaded' even though 163 .dck files exist in the repo.
- ml/eval/forge_evaluator.py: reusable eval harness wrapping
MultiThreadBatchRunner + PolicyInferenceService; collects win rate,
avg turns, life differential, commander damage, illegal action rate,
policy entropy per game; writes results/eval-{run_id}.json
- scripts/eval_policy.py: CLI to run N Forge eval games with any
checkpoint vs forge-builtin or policy-server opponent; supports
--threads, --clock, --seed, --greedy, --temperature
- scripts/compare_eval.py: loads two result JSONs, computes absolute
win-rate delta + 95% CI, runs Fisher's exact test for significance,
prints formatted comparison table and pass/fail verdict
Script to run sequential batch sims across 10 precon decks with
rotating playstyles (midrange, aggro, control, combo). Generates
ML decision data for training.
- 210 unique 4-player matchups from 10 precon decks
- Cycles through playstyles each batch
- Polls for completion, handles errors gracefully
- Ensures ML logging is enabled before starting
- Prints summary with new decision count at end
Usage: python scripts/overnight-batch.py --hours 8
- Replace SELECT * + Python-side color loop in _get_collection_for_colors()
with projected SELECT + NOT EXISTS json_each() sub-query
- Apply same pattern to _build_collection_summary(), removing card_fits_identity()
- Add partial index idx_ce_quantity on collection_entries(quantity) WHERE qty > 0
- Handle NULL and empty-string color_identity via CASE guard
- Fix colorless commander bug: old code skipped color check entirely for []
- Add scripts/bench_deckgen.py benchmark (3-5x speedup on filtered queries)
- Add tests/test_deckgen_color_filter.py with 7 regression tests
