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Problem
The output is built as untyped dict[str, Any] end to end, with stringly-typed keys scattered across ~7 functions.
output_schema.py now declares the contract and validates it at runtime, but nothing ...
enhancement
refactor
Problem
extract_pdf always writes a JSON file and an images directory to disk (criba.py:462-468). There is no way to obtain the
result dict without triggering those filesystem side effects.
This is the ...
enhancement
refactor
Goal
Technical design and proposed changes for [BUG] Intake: Backlog Hygiene Warning.
Changes
TBD
Pre-Requisites
TBD
Post-Requisites
TBD
Depends On
1971
backlog
status: todo
Description
config.py defines SCALER_PATH = AI_MODEL_DIR / scaler.pkl and scaler.pkl is listed in .gitignore, but no code anywhere
imports or uses this path. The Isolation Forest runs on completely unscaled ...
TabPFN fails when input are strings
Description
comprehensive_attack_test.py references the attack type rogue_ap, but attack_simulator.py defines the key as
rogue_unknown. The rogue AP test always fails with an Unknown attack type error. ...
Goal
Harmonize on the philosophical and technical intent for [BUG] Intake: Backlog Hygiene Warning.
Changes
TBD
Pre-Requisites
TBD
Post-Requisites
TBD
Depends On
TBD
backlog
status: todo
Description
The feature extraction pipeline produces a column named mean_interval, but main.py stores it into the blockchain payload
as mean_interval_ms. The blockchain s _behaviors_similar() method checks ...
Summary
Live verification at 2026-06-09T23:42+08:00 found 5 additional user-facing HTML routes on https://bottube.ai that return
HTTP 404 with the in-app Flask 404 template (title 404 - Not Found - AI ...

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