If You Want Coherence, Orchestrate a Team of Rivals: Multi-Agent Models of Organizational Intelligence · HackerPapers discussions

If You Want Coherence, Orchestrate a Team of Rivals: Multi-Agent Models of Organizational Intelligence — mentioned by stacktraceyo

Fri, 04 Sep 2026 21:04:20 GMT

https://arxiv.org/abs/2601.14351

Paper and discussion history. A mention is not an endorsement.

If You Want Coherence, Orchestrate a Team of Rivals: Multi-Agent Models of Organizational Intelligence — mentioned by gopalv

Tue, 03 Feb 2026 00:57:39 GMT

> Making models larger improves overall accuracy but doesn't reliably reduce incoherence on hard problems. Coherence requires 2 opposing forces to hold coherence in one dimension and at least 3 of them in higher dimensions of quality. My team wrote up a paper titled "If You Want Coherence, Orchestrate a Team of Rivals"[1] because we kept finding that upping the reasoning threshold resulted in less coherence - more experimentation before we hit a dead-end to turn around. So we had a better result from using Haiku (we fail over to Sonnet) over Opus and using a higher reasoning model to…

Paper and discussion history. A mention is not an endorsement.

If You Want Coherence, Orchestrate a Team of Rivals: Multi-Agent Models of Organizational Intelligence — mentioned by gopalv

Mon, 02 Feb 2026 05:38:34 GMT

> The paper sounds too shallow. The errors data doesn't seem to have a rationale or correlation against the architecture. Specifically, what makes the SAS architecture to have lowest error rates while the similar architecture with independent agents having highest error rates? I can believe SAS works great until the context has errors which were corrected - there seems to be a leakage between past mistakes and new ones, if you leave them all in one context window. My team wrote a similar paper[1] last month, but we found the orchestrator is not the core component, but a specialized evaluator…

Paper and discussion history. A mention is not an endorsement.

If You Want Coherence, Orchestrate a Team of Rivals: Multi-Agent Models of Organizational Intelligence — HN submission

Wed, 28 Jan 2026 22:16:52 GMT

Show HN: If You Want Coherence, Orchestrate a Team of Rivals: Multi-Agent "

10 points; 0 discussion replies on HN. Paper and source history. A submission is not an endorsement.