2026-07

Wave Convergence Thinking: Cross-Architecture Convergence as a Reasoning Signal

Treat agreement between independently derived reasoning steps as the quality signal, and contradiction as destructive interference.

working noteconfidence: speculativeJ. Mannings

At a glance

Setup
One prompt, several model architectures, run in parallel
Decomposition
Each trace broken into atomic claims
Scoring
How claims from different architectures support or contradict each other
Signal
Convergence between independently derived steps
Failure model
Contradiction treated as destructive interference
Systems property
Zero inter-node communication during generation

Abstract

Run one prompt across several different model architectures in parallel, decompose each trace into atomic claims, and score how claims from different architectures support or contradict each other, treating contradiction as destructive interference. Convergence between independently derived steps is the quality signal, and the node layer needs zero inter-node communication during generation, so it runs where sharding a single large model performs badly.

Method

Run one prompt across several different model architectures in parallel, then decompose each resulting trace into atomic claims.

Score how claims from different architectures support or contradict each other, treating contradiction as destructive interference.

What we found

The proposal is that convergence between independently derived steps is the quality signal — agreement reached by different architectures carries more evidence than agreement within one.

The node layer needs zero inter-node communication during generation, so it runs where sharding a single large model performs badly.

What's uncertain

This is a working note, not a result. Confidence: speculative. Nothing here has been measured against a baseline yet.

Authors

Jeremiah Mannings

Founder · applied LLM research

Paper forthcoming← Research index