Vision Classifier Usage — March 29, 2026

Worktree:

• /tmp/jc_reborn_ps1_debug

One-Command Reference Pipeline

Run:

/tmp/jc_reborn_ps1_debug/scripts/run-vision-reference-pipeline.sh

Optional custom output root:

/tmp/jc_reborn_ps1_debug/scripts/run-vision-reference-pipeline.sh \
  repo:/vision-artifacts/custom-reference-pipeline

Primary Outputs

Top-level published entry:

• repo:/vision-artifacts/vision-reference-pipeline-current/index.html

Reference bank:

• /tmp/jc_reborn_ps1_debug/artifacts/vision-reference-bank-20260329/index.html

Latest self-check:

• repo:/vision-artifacts/vision-reference-selfcheck-20260329-v4/index.html

Useful Reports

• quality: repo:/vision-artifacts/vision-reference-selfcheck-20260329-v4/quality-report.html
• confusion: repo:/vision-artifacts/vision-reference-selfcheck-20260329-v4/confusion-report.html
• family: repo:/vision-artifacts/vision-reference-selfcheck-20260329-v4/family-report.html
• inventory: repo:/vision-artifacts/vision-reference-pipeline-current/scene-inventory.html

Core CLI

Build bank:

python3 /tmp/jc_reborn_ps1_debug/scripts/vision_classifier.py \
  build-reference-bank \
  --refdir repo:/regtest-references \
  --outdir /tmp/jc_reborn_ps1_debug/artifacts/vision-reference-bank-20260329

Analyze one run:

python3 /tmp/jc_reborn_ps1_debug/scripts/vision_classifier.py \
  analyze-run \
  --scene-dir repo:/regtest-references/ACTIVITY-1 \
  --bank-dir /tmp/jc_reborn_ps1_debug/artifacts/vision-reference-bank-20260329 \
  --outdir repo:/vision-artifacts/example-run \
  --expected-scene ACTIVITY-1

Analyze all reference scenes against the bank:

python3 /tmp/jc_reborn_ps1_debug/scripts/vision_classifier.py \
  analyze-reference-set \
  --refdir repo:/regtest-references \
  --bank-dir /tmp/jc_reborn_ps1_debug/artifacts/vision-reference-bank-20260329 \
  --outdir repo:/vision-artifacts/vision-reference-selfcheck-20260329-v4

Publish top-level entry pages:

python3 /tmp/jc_reborn_ps1_debug/scripts/publish-vision-pipeline.py

Important Note

This pipeline is complete on the reference side. The next meaningful use is PS1 analysis against the built reference bank.