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feat: help the model reason over recent tool failures, especially repeated failures, instead of only seeing isolated tool outputs.#32

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1330482928 wants to merge 2 commits intoMagicCube:mainfrom
1330482928:feat_agent_runtime_control
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feat: help the model reason over recent tool failures, especially repeated failures, instead of only seeing isolated tool outputs.#32
1330482928 wants to merge 2 commits intoMagicCube:mainfrom
1330482928:feat_agent_runtime_control

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@1330482928 1330482928 commented Apr 14, 2026

This PR introduces the first stage of Agent Runtime Control and Observation.
It adds:

  • normalized tool result envelopes
  • recent tool trace collection
  • recovery hint policies for common failures
  • transcript compaction / summary-first shaping
  • prompt-level tool observation injection before the next model step

The main goal is to help the model reason over recent tool failures, especially repeated failures, instead of only seeing isolated tool outputs.

@1330482928
feat:
033a05a 
 - normalized tool result envelopes
 - recent tool trace collection
 - recovery hint policies for common failures
 - transcript compaction / summary-first shaping
 - prompt-level tool observation injection before the next model step
@1330482928
feat: help the model reason over recent tool failures, especially rep…
21d1657 
…eated failures, instead of only seeing isolated tool outputs.
@1330482928 1330482928 changed the title feat: feat: help the model reason over recent tool failures, especially repeated failures, instead of only seeing isolated tool outputs. Apr 14, 2026
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