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The LLM-IDEA agent tells when more experiments cannot help

In the Alien Universe test, it gets a discovery depth of 3 or more in 8 of 8 runs. Without the engine it gets this in 1 of 8.

Claimed, not confirmed

This is a brief. We point to the report and do not rewrite it. Read it at the source below.

Alien Universe: 8 of 8 seeds with LLM-IDEA, 1 of 8 without On the Alien Universe identifiable protocol, the agent with the identifiability engine reached discovery depth three or more on 8 of 8 seeds. Without it, 1 of 8 seeds did. Alien Universe Identifiable protocol · Depth 3 or more Without it With LLM-IDEA 1/8 8/8 SEEDS
On the Alien Universe testbed, the agent with the identifiability engine reached discovery depth three or more on every seed. Without it, one seed did.

Sources

  1. LLM-IDEA: Identifiability-Driven Experimental Agent for Autonomous Discovery of Mechanistic World Modelsarxiv.org
AI MATTER · NEWS · AI MATTER · NEWS ·9 OCT2026

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