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Topic

multi-agent

4 essays on this topic.

Papers
  1. What Chinese AI Labs See That Western Ones Don't

    A strand of multi-agent research — latent-space inter-agent communication — is thriving in Chinese labs and almost invisible in the West.

  2. Personas Exploit a Blind Spot in LLM-as-Judge Evaluation

    Persona prompting generates the exact type of hallucination that automated LLM judges reward as 'depth.' Two experiments, blind evaluation, and a fact-check that flipped the finding.

  3. The Persona Paradox in AI Agent Teams

    Personas hurt for structured tasks, help for judgment-heavy tasks. Two experiments, blind evaluation, frontier models. The distinction is task-dependent, not binary.

  4. The Debate Round Is Where Value Lives

    Independent parallel reviews produce overlapping findings. The cross-critique round produces resolution. That's where multi-agent value actually emerges.