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Practical agentic workflows and intelligent orchestration for complex domain automation. Resilient multi-agent architectures, Model Context Protocol (MCP) tool servers, RAG knowledge pipelines, and self-correcting evaluation loops.
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Deterministic Scripts in AI Harnesses: Zero-Token Infrastructure for Cheaper Subagent Handoffs
November 9, 2026TL;DR: Asking frontier AI models to repeatedly re-derive command line mechanics, parse logs, and run repetitive validations burns expensive tokens, clutters context windows, and invites non-deterministic drift. The…