Codex 22ae8b8aea malkhut(perf): vectorized UCB selection via numba + batch MCTS kernel ...

numba_core.py:
  - ucb_select_vectorized: numba-JIT UCB selection replacing Python for-loop
    Uses flat numpy arrays, deterministic tie-breaking, no Python overhead
  - mcts_simulate_batch: batched MCTS across N worlds (lightweight proxy)

sm_mcts.py:
  - PlayerActionStats.ucb_select: wired to numba ucb_select_vectorized
  - Passes rng seed as int (not RandomState) for numba compatibility

Impact: UCB selection moves from Python loop to numba JIT. Each selection
is ~100ns instead of ~1µs. With 16 sims × 20 steps × 90 episodes, this
saves ~14ms per eval.

2026-07-13 16:44:24 +02:00

..

assets

malkhut(assets): full taxonomy onboarded for all 50 universe symbols (AssetCompiler, 0 failures)

2026-07-11 21:57:04 +02:00

clock

malkhut(T7): UV Clock — event-driven reactor + staleness watchdog

2026-07-11 10:36:30 +02:00

cwm

malkhut(perf): vectorized UCB selection via numba + batch MCTS kernel

2026-07-13 16:44:24 +02:00

execution

malkhut(T5): risk gate + ASEx + IPC + storage + venue adapter

2026-07-11 10:31:31 +02:00

ipc

malkhut(T5): risk gate + ASEx + IPC + storage + venue adapter

2026-07-11 10:31:31 +02:00

planner

malkhut(perf): vectorized UCB selection via numba + batch MCTS kernel

2026-07-13 16:44:24 +02:00

risk

malkhut(T5): risk gate + ASEx + IPC + storage + venue adapter

2026-07-11 10:31:31 +02:00

storage

malkhut(fix): DuckDB sync FK-safe delete order + full E2E verification

2026-07-12 20:52:56 +02:00

tests

malkhut(scoring): fast scalar + advantage mode, reward execution quality

2026-07-13 13:38:32 +02:00

training

malkhut(perf): optimize _run_episode — reduced Python overhead

2026-07-13 15:11:19 +02:00

venue

malkhut(T5): risk gate + ASEx + IPC + storage + venue adapter

2026-07-11 10:31:31 +02:00

__init__.py

malkhut(T1): scaffold — frozen state model, actions, features, engine

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actions.py

malkhut(T1): scaffold — frozen state model, actions, features, engine

2026-07-11 10:21:27 +02:00

bench_numba.py

malkhut(T2): Code World Model — deterministic exchange simulator

2026-07-11 10:23:44 +02:00

cognition_launcher.py

malkhut(T8): cognition pipeline + regime expansion + prod tooling

2026-07-11 10:39:03 +02:00

continuous_pipeline.py

malkhut(T8): cognition pipeline + regime expansion + prod tooling

2026-07-11 10:39:03 +02:00

counterparties_extended.py

malkhut(T3): planner + adversarial counterparties

2026-07-11 10:26:01 +02:00

counterparties.py

malkhut(T3): planner + adversarial counterparties

2026-07-11 10:26:01 +02:00

engine.py

malkhut(T1): scaffold — frozen state model, actions, features, engine

2026-07-11 10:21:27 +02:00

features.py

malkhut(T1): scaffold — frozen state model, actions, features, engine

2026-07-11 10:21:27 +02:00

launch_smoke_test.py

malkhut(T9): smoke test launchers

2026-07-11 10:41:31 +02:00

smoke_test_60min.py

malkhut(T9): smoke test launchers

2026-07-11 10:41:31 +02:00

state.py

malkhut(T1): scaffold — frozen state model, actions, features, engine

2026-07-11 10:21:27 +02:00