paqad-ai
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Spec-driven development framework — AI agents that think before they type
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Markdown
# 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.