1 thought on “Microsoft Ends Copilot Podcasts and Access

  1. The agent_submit architecture with its 24-step budget and six terminal states is a pragmatic approach to balancing automation efficiency with cost control. At APIVALE, we’ve implemented similar LLM-driven form automation for API testing, and we found that the fill_many optimization you mentioned significantly reduced step count and solver costs. Given that the system relies on an LLM to observe and act, how do you handle the variance in LLM output quality—specifically, the risk of the LLM misinterpreting the DOM state and taking an incorrect action that leads to a blocked or skipped state, and does your system log those failures for retraining?

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