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In-house DSPy-style program (retrieve -> classify(k)) on the metered client; example store with signal-profile Gower neighbours re-ranked by code embeddings; balanced Brier metric, bootstrap few-shot and instruction search on a compile split; Platt calibration on other folds; cached replay; tasks 6.1-6.7 with paid steps flagged for go-ahead. Co-Authored-By: Claude Opus 5.5 <[email protected]> Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo