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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.