Hubcli Classifier R7

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  1. # Task: hubcli — round 7: rebuild industry/type classifier (current labels are wrong)
  3. CLI: /home/mikes/Gemini-History-App-v2/hubcli (cli.py, test_cli.py, inventory.json). Python/uv. Read cli.py `scan` command first.
  5. ## AMEF (condensed)
  6. - STEP 0: Role / Master Objective / Immediate Sub-Goal before acting.
  7. - No guessing; HEEC loop per step; 3 strikes → STOP with RESULT: FAIL + alternative.
  8. - Reasoning in `<thinking>`; output = HEEC + results.
  9. - Budget ~120K tokens. When sampling corpus files, re