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docs: Learning Harness design + M7 long-term roadmap entry #637

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docs: Learning Harness design + M7 long-term roadmap entry
cursoragent Sep 19, 2026
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docs: honesty redlines for Learning Harness — cite scorecard verbatim…
cursoragent Sep 19, 2026
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Expand Up @@ -37,6 +37,7 @@ The trust loop is how "certified" is a checkable claim: analyzer fence → witne
- `samples/autonomy-objectives/README.md` — a complete tracked objective + witness + recorded model proposal, and how to feed it to the loop.
- `spikes/README.md` — what each spike under `spikes/` is, which ledger rows cite it, and why none of them is a supported entry point; `spikes/autonomy-first-flight/run-first-flight.ps1` flies one real iteration (Docker + Ollama).
- `scripts/run-cert-gate.sh` + `scripts/cert-gate-config.sh` — reproduce the CI `cert-gate` locally with the same filter.
- **`docs/LearningHarness.md`** — **long-term design sketch (M7, post-M6):** autonomous experience → verified adaptation; four-loop harness (record → reflect → evaluate → promote), learning ladder (episodic memory through trust-kernel changes), evidence-chain requirements, fleet learning, and autonomy HOLD until dogfood unlock. Roadmap feature, not yet implemented.

## Operator / Production Readiness

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