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| ClarityOps (Executive + Uploads Ready) | |
| 1) Install deps: | |
| pip install -r requirements.txt | |
| 2) Add policies (.txt/.md) to /policies and build the index: | |
| python build_policy_index.py | |
| 3) Keep snapshots/current.json updated daily (manual or automated). | |
| 4) Set up model auth if needed (HF_TOKEN or COHERE_API_KEY). | |
| 5) Run the app: | |
| python app.py | |
| Uploads: You can attach PDFs, DOCX, CSVs, PNG/JPG. Images are OCR'd. | |
| Scenario Context: Paste executive briefs/case studies here. | |
| To reduce cost per screen client: increase daily throughput, amortize fixed costs, | |
| or adjust logistics via route optimization and kit standardization. | |