@xji152692

Andrej Karpathy posted **llm-council** on November 22, 2025. 20.8K stars. **VentureBeat called it "the missing layer of enterprise AI orchestration."** **Council is that production layer.** Five archetypes (Founder / Strategist / Security / Skeptic / User Advocate — swappable) answer the same decision **in parallel**. Each returns a structured verdict with confidence + a falsifiable prediction. A sixth agent — Claude Sonnet 4.6 as Oracle — reads all five and weighs minority opinions the majority is dismissing. The output is not "the average." It is: **"4/5 say ship, 1 says wait — here is why the wait matters."** When the user resolves the decision in 7 days, Council Brier-scores each voice so over months you learn which voice's no's were load-bearing and which were noise. **Calibration is the moat.** **Why Regulated & High-Stakes Workflows**: regulated workflows are the failure mode this product was built for. Single voice, single confidence, no audit, no calibration is the pattern that moves money in minutes. Council is the verification layer. Honest disclosure v0.4.0 does not wrap the Band SDK. Slack-native surface ships July 13 (Slack Agent Builder Challenge); Band-coordinated multi-MCP is surface 2-N on the roadmap. Production-grade for what shipped over roadmap-grade for what is claimed.

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📅 June 12–19, 2026 • June 12: Kick-off Stream • June 12–19: Online Build Phase • June 19: Project Submissions Ends 🌍 Fully online hackathon. Join and build from anywhere in the world. 🤝 Build practical enterprise workflows where AI agents communicate, coordinate, exchange context, and complete work together. 🧠 Powered by Band and Codeband, built for collaborative AI systems and agent orchestration. 🏆 Prize Pool: $10,000+ 🧑‍💻 Apply now to build the next generation of enterprise multi-agent systems.