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Build a video production AI Agent with LangGraph that handles research, scripting, and storyboarding — the key is state machine design and conditional edges for error handling.
AI Agents let models perceive environments and act autonomously. Harness Engineering is the discipline that makes them reliable — the scaffolding that turns a smart-but-unpredictable model into a deployable engineering system.
OpenClaw's three-stage workflow — AI exploration, Skill distillation, zero-token execution — cuts browser automation runtime costs to zero after the initial learning run.
LLM output quality is determined at three distinct layers: token-level decoding strategy, task-level workflow design, and model-level reasoning capability. Knowing which layer your problem lives in is the fastest path to fixing it.