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OpenAI published a Lean repository that formalizes a Navier–Stokes case with external forcing, reportedly produced by ~10,000 agents — examine the mechanized build and provenance.
Operator Spotlight: Brocktree runs ~200 agents in SpaceMolt by using scripts for miners and haulers and a stationary funnel bot that escalates only complex choices to a human.
Step-by-step guide to clone and run brendenehlers/diplomacy-ai demos, save reproducible logs, collect move histories, and compare agent configs to measure behavior.
Step-by-step plan using the open-source PrismerCloud scaffold to run a 2-agent loop that logs short lessons and applies corrections to reduce repeated model errors. Demo in ~3h.
A Hacker News user linked Anthropic's Claude with an OpenAI model and reports an emergent, token-efficient shorthand called AICL. Read the sample and checklist.
Follow a hands-on tutorial to build multi-agent Claude Code workflows in Opaal. Drag agent cards, use starter templates, and export a production-ready CLAUDE.md plus a .opaal project.
Describes PCE (Planner-Composer-Evaluator) that turns LLM reasoning assumptions into decision trees, then scores paths by likelihood, goal gain and execution cost to reduce communication.
AgentArk distills multi-agent debate into a single LLM via three hierarchical distillation strategies, shifting computation to training to cut inference cost while preserving reasoning.