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Embedding Models Measure Meaning. Frontier LLMs Are Complicating It.

Embedding Models Measure Meaning. Frontier LLMs Are Complicating It.

OpenAI's text-embedding-3-large moved MTEB from 61.0% to 64.6%. And the argument that number started is reshaping frontier LLM embedding models. Research on arXiv splits the field cleanly: LLMs used as embedders beat dedicated embedding models on reasoning-heavy retrieval, dedicated models win on classification. And the two
Bob M 20 Sep 2026
Agent Harness Design Decides What Your AI Can Touch

Agent Harness Design Decides What Your AI Can Touch

Bob M 19 Sep 2026
JEPA-Anything: One Model, Seven Worlds, Ten Tasks

JEPA-Anything: One Model, Seven Worlds, Ten Tasks

Bob M 19 Sep 2026
LLM Overconfidence Is Real. Now We Can Measure It.

LLM Overconfidence Is Real. Now We Can Measure It.

Bob M 18 Sep 2026
Frontier LLM Agents Overclaim. The Math Says They Always Will.

Frontier LLM Agents Overclaim. The Math Says They Always Will.

Bob M 18 Sep 2026
AgentLSD Rewrites How We Evaluate AI Security Agents

AgentLSD Rewrites How We Evaluate AI Security Agents

Bob M 17 Sep 2026
ComPO vs DPO: Tuning Llama-3-8B at 23GB Instead of 77GB

ComPO vs DPO: Tuning Llama-3-8B at 23GB Instead of 77GB

Bob M 17 Sep 2026
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