Pengyi Paper Production Team
Map the field. Survive review.
Enter an unfamiliar domain through source-stamped maps, then move from a bounded question to reproducible evidence and internal audit.
Operating Model
Research discovery as auditable engineering
Discovery, understanding, verification and collaboration remain separate. Paper production begins only after claims, sources and research boundaries can be inspected.
- 01Interest
- 02Discover
- 03Understand
- 04Verify
- 05Connect
- 06Build
Domain Research Mode
A field, compressed into evidence.
Research entry points
Four-agent team
Same team. Two explicit workflows.
Each Agent owns a distinct stage in both domain discovery and paper production. External actions remain Human-gated.
Venue intelligence
Facts expire. Sources stay attached.
Every rule is cycle-specific. Unknown future dates remain unknown; old policies are never silently copied forward.
| Venue | Cycle | Status | Next signal | Verified | Source |
|---|
Live deterministic example
Agent Memory Benchmark 001
A synthetic opportunity card demonstrates the contract. It is not a claim of novelty, completed experiments or submission readiness.
Release discipline
Five gates before submission
A numeric score cannot overrule missing evidence or research integrity.