m3taversal efaae04957 theseus: extract 3 multi-agent orchestration claims + enrich subagent hierarchy ... - 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>		2026-03-28 20:37:30 +00:00
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archive	pipeline: archive 1 source(s) post-merge	2026-03-28 20:33:23 +00:00
claims
null-result	theseus: extract 3 multi-agent orchestration claims + enrich subagent hierarchy	2026-03-28 20:37:30 +00:00
queue	extract: 2026-03-28-x-research-p2p-me-funding	2026-03-28 20:31:33 +00:00
Aschenbrenners Q4 2025 pivot from chips to power infrastructure demonstrates real-time attractor state refinement as the bottleneck shifted from compute to electricity.md
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Situational Awareness LP converted a 165-page thesis into a 5.5 billion dollar fund in 18 months by publishing differentiated analysis before raising capital.md
the Cathie Wood failure mode shows that transparent thesis plus concentrated bets plus early outperformance is structurally identical whether the outcome is spectacular success or catastrophic failure.md