Description
Audience: teams needing consistent weekly research briefs with audit trails.
What you get: six blueprints (market scan, academic sweep, regulatory watch, vendor intel, pricing scan, expert graph); orchestration (Makefiles, Cron, Dagster/Airflow DAGs); resilience (idempotent steps, checkpointing, partial reruns); reporters (HTML briefs with citations, CSV comparison tables, JSONL evidence); notification hooks (Slack/email with diffs).
Architecture: storage‑agnostic (local/DuckDB/S3/GSheets), templated env vars.
KPIs: time‑to‑brief, watchlist coverage, incident count, reviewer acceptance. Guardrails: citation integrity checks, stale‑source filters, human approval gates.

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