Stable release corresponding to the Bilibili demo video (2026-07-31).
Highlights
- Multi-department adversarial debate with cross-debate moderation
- Citation-grounded verification: abstract-level fact check, references never LLM-translated
- Resume-from-checkpoint across all phases
- Dual pipelines: academic literature review + general requirements discussion
- 24k lines, pure-lightweight deps (no local models, runs on any 8GB machine)
Live demo: https://consensus-pipeline.streamlit.app
Note: v2 roadmap (divergence metrics / soft-deadlock detection) is tracked separately and will land on a dev branch first; main stays stable.