feat: add autonomous paper-trading and calibration pipeline
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# Duriin autonomy runtime
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The autonomy runtime is additive to the existing archive and intelligence
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tables. It is deliberately disabled until the paper-trading cutover is
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approved.
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## Services
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- `api`: HTTP only; no background scheduler when `DURIIN_RUN_SCHEDULER=false`.
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- `autonomy`: bounded archive reconciliation and live/historical job creation.
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- `coordinator`: LLM proposal extraction only. It cannot create an order.
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- `autonomy-outcomes`: resolves matured predictions against market and benchmark returns.
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- `calibration`: creates empirical calibration snapshots and deterministic decisions.
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- `intelligence`: legacy worker, available only under the `legacy` Compose profile.
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Start only the API by default:
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```bash
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docker compose up -d api
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```
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The new runtime is explicitly opt-in:
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```bash
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docker compose --profile autonomy up -d autonomy coordinator autonomy-outcomes calibration
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```
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## Authority rules
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The coordinator may return categorical, evidence-backed proposals. It may not
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return probabilities, returns, position sizes or trade actions. Proposals must
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reference existing archive article IDs and instruments in
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`autonomy_instruments` with `active=1` and `tradable=1`.
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Calibration is computed from resolved market-relative outcomes. The policy
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engine emits `BUY`, `SELL`, `HOLD` or `ABSTAIN`; an LLM is not in this path.
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Paper order intents use deterministic client IDs and are bounded by the
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execution validator. A broker adapter must be explicitly configured; the
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included simulator is the default test adapter.
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## Database initialization
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The autonomy schema is initialized additively by the autonomy workers and
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maintenance scripts in the intelligence database. To create the initial
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reconciliation job without starting workers:
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```bash
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npm run autonomy:init
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```
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Legacy predictions remain legacy records and are not silently included in
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calibration. New prospective predictions are the trusted learning set.
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