- What: 3 new claims from Madaan et al. (Google DeepMind/MIT) research + synthesis:
1. Multi-agent coordination improves parallel tasks but degrades sequential reasoning
2. AI integration follows an inverted-U with systematic overshoot incentives
3. Iterative self-improvement compounds when evaluation separated from generation
- Enrichment: Scoped subagent hierarchy claim with Madaan et al. empirical evidence
- Source: Updated null-result/2025-12-00-google-mit-scaling-agent-systems to processed
- Why: These are the key boundary conditions on our multi-agent orchestration thesis
Pentagon-Agent: Theseus <24DE7DA0-E4D5-4023-B1A2-3F736AFF4EEE>