v0.2.1
PulseAugur coverage of v0.2.1 — every cluster mentioning v0.2.1 across labs, papers, and developer communities, ranked by signal.
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LLM critic shows non-deterministic behavior but maintains safety via code-based contract
An LLM critic designed for plan evaluation exhibits non-deterministic behavior, returning different verdicts and reasoning for the same input across multiple runs. Despite this inconsistency, the system maintains safety…
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LLM agent's critic shows extreme non-determinism, but code-based safety measures ensure stability
An LLM agent's internal critic exhibited extreme non-determinism, producing different outputs on identical inputs across multiple trials. This instability was concerning because the agent's safety relied on its consiste…
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OSS release audit finds AI engine correct, but release narrative flawed
An open-source release of PlannerCritic v0.2.1 was audited by an external reader, revealing discrepancies between the project's claims and its public artifacts. While the core engine performed well, the release document…
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PlannerCritic LLM engine evolves from 10 issues to zero in field tests
An open-source engine called PlannerCritic, designed for LLM-driven planning and review, has undergone extensive field testing. Initial tests with version 0.1.0 identified 10 issues, including design flaws and harness b…