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What we learn designing and building software, automation and digital products, written plainly and shared openly.

  • 6 min read

    Plan once, ground locally: 83.6% fewer agent tokens

    A plain-English explainer of our research preprint: web agents that write the whole plan in one LLM call and ground each step with a small on-device model match a budget-matched ReAct baseline on success with 83.6% fewer input tokens.

    • ai agents
    • research
    • llm costs