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Finding
Vectorize O(B·n^2) nested jackknife in _studentized_interval at uncertainty_quantification.py:814 — np.delete inside a
double loop reallocates every iteration
Evidence
- Location: src/data_processing/data_processor/python/data_processor/core/uncertainty_quantification.py:814 ...
assessment
criterion:E
performance
priority:high
source:assessment
Part of #264 — ML integration: Strategy A - live MOVE.
Deliverable: Build the per-player elite anchor file, re-derived on the same plane the bot is scored on.
Depends on: #266
Verify (slutkriterium): ...
bot-program
ml-integration
Finding
Remove double-stacked @jit(nopython=True) on Python-object methods in uncertainty_quantification.py:408 — numba cannot
compile dict/Callable/self methods and the import is unconditional
Evidence ...
assessment
criterion:E
performance
priority:high
source:assessment
Part of #264 — ML integration: Strategy A - live MOVE.
Deliverable: Prove a moveprobe mode can live-load a quantized policy table and evaluate it per-tick, closed-loop, at 8
slots; choose the live representation. ...
bot-program
labdevelopment
ml-integration
Part of #264 — ML integration: Strategy A - live MOVE.
Deliverable: Decompress .qwz; classify self-POV vs spectator/autotrack; size frames AND distinct players AND distinct
situations.
Depends on: #266 ...
bot-program
ml-integration
Finding
Stop reaching through analysis_panel into child widgets in main_window.py:434 — MainWindow is coupled to AnalysisPanel
internals
Evidence
- Location: src/data_processing/data_processor/python/data_processor/ui/pyqt6/main_window.py:434 ...
assessment
code-quality
criterion:F
decoupling
priority:medium
source:assessment
Part of #264 — ML integration: Strategy A - live MOVE.
Deliverable: Run catalog_load + validate on fixtures; append the architecture decision to docs/08; add the docs/20
summary (owner OK per sec4).
...
bot-program
documentation
ml-integration
Part of #264 — ML integration: Strategy A - live MOVE.
Deliverable: pr-tests.yml stays required and stdlib-only; add ml-tests.yml as a separate informational workflow.
Depends on: #266
Verify (slutkriterium): ...
bot-program
labdevelopment
ml-integration
Finding
Replace process-global _cancelled flag with per-operation token in rust_engine.py:90 — concurrent conversions cancel
each other
Evidence
- Location: src/shared/python/data_processor_io/rust_engine.py:90 ...
assessment
code-quality
criterion:F
decoupling
priority:high
source:assessment
Scene: Mosstown_01 Position: (46.299964904785156, 3.567686080932617)
Message: sceneName: Mosstown_01 x: 46.29996 y: 3.567686 message: انا نوب
Meta
- GameVersion: undefined
- Platform: 76561199483211265 ...
feedback
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