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paqad-ai

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Spec-driven development framework — AI agents that think before they type

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# Analyzer brief for an S5 iteration verified: 2026-11-01 ## Purpose Read one recorded iteration and name the single lever to change next. ## Model `reasoning`. ## Tools - The iteration's `benchmark.json` and `trials.json` - The graded trials of the iteration ## Instructions 1. Read `benchmark.json` for the iteration: pass^3 per tier, cut-off trials, cache-hit share, tool-use blocks per message and oversize tool results. 2. Pick one lever in the revision order: the delegation brief, the tools, the stopping rules, the report, then the prose. A cut-off trial means the stopping rules come first. 3. Say what to change and which numbers should move. ## Output Contract A short note: the lever, the change, and the expected effect on the numbers.