Article

Multi-Agents: What's Actually Working

Cognition · cognition.com

The follow-up naming the specific multi-agent patterns that survived production.

Open on cognition.com ↗

The question it answers

  1. Should I build one agent or a team of agents working together?

Read with it

  1. The contrarian essay from the Devin team that reset the industry's defaults. cognition.com Article Don't Build Multi-Agents Walden Yan (Cognition)
  2. The thread version of the argument, with the mistakes he keeps seeing. x.com Thread Walden Yan: principles for building agents Walden Yan
  3. The honest update: some multi-agent setups now work, most sexy ideas still don't. x.com Thread Walden Yan: a year later, what changed Walden Yan
  4. The other side of the debate: a 90% performance gain, at 15x the tokens. anthropic.com Article How we built our multi-agent research system Anthropic
  5. Anthropic's own decision rules for graduating beyond a single agent. claude.com Article When to use multi-agent systems (and when not to) Anthropic
  6. Shows why Cognition and Anthropic are both right about different problems. philschmid.de Article Single vs Multi-Agent System? Philipp Schmid (Google DeepMind)
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