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scripts/stage_telemetry.py: - StageAttempt: attempt_id/event_id/stage/issue/process_id, started/finished ISO timestamps, terminal_status (COMPLETED|GATE_FAILED|FAILED|TIMEOUT| INTERRUPTED), observed windows (model/tool/gate/persistence) with monotonic pairs, counters (model_calls, tool_calls, repo_reads, external_queries, sources, retries, reconciliation, implementation corrections, ci_failures), provider tokens as UNKNOWN_NOT_EXPOSED when unavailable (never estimated-as-measured) - TelemetryLedger: append-only attempts.jsonl — survives restart; every attempt (success AND failure) persists independently; persist() NEVER raises into the stage path (observational invariant, narrowed excepts) Wired into StageExecutor.execute(): every attempt gets a lifecycle record at the terminal path; duplicate no-ops are not attempts. Explicitly non-additive: wall_time ≠ model_time + tool_time when MiMo waits on tools or relay overhead overlaps — records carry window counts and an overlap note; reports must distinguish exclusive/overlapping/residual. Sanity matrix proven: success → fail → retry → successful retry, all four attempts present independently with unique attempt_ids; restart/reload preserves them; DUPLICATE no-ops not recorded; telemetry-absent runs produce identical process decisions (observational invariant as a test). 8 tests. Full suite 1138 passed (was 1130). Ruff clean; lint counts at baseline (80/352).