Opinionated Knowledge Graph Brief
This program should be run as an opinionated factory, not a feed reader.
- Parallel specialist lanes + synthesis beat single-lane generation for architecture and review-critical decisions.
- Durable external artifacts must carry memory across runs; long-context chat history is not a stable system-of-record.
- Small machine-verifiable loops beat monolithic implementation prompts for predictable autonomous delivery.
- Autonomy gains must be paired with stronger eval/regression governance.
Blind spot: deferred X/raw-content-gated sources remain a known coverage gap.