KELLY live pulserefreshed agolearninglifetime heartbeat 0browser pulses warmingcells 0replay-ready 0engine checkinglatest cell watchingevidence checkinglive memory laneloop: checking live activity
activity feed

KELLY is proof-visible, reality-fed, and governed.

Users ask questions. KELLY answers from reality, prediction, calibration, and governed memory; Glass Lab shows the proof without public write authority.

Proof Spine: liveEvent Ledger: governedDB Replay: liveMemory: protected

Data Intake Authority

Ground truth is not user-editable. KELLY absorbs reality through approved data APIs, governed feeds, settlement, calibration, and replay.

Governed by CANONICAL-BUILD-LAW-v1|External intelligence claims removed.|All public views are read-only inspection surfaces.

Intake wizard

1. Source2. Paste data3. Profile & receipt4. Forecast

Reality Intake Authority

Approved data API

Server-to-server intake with a data token. Browser users cannot submit ground truth.

Causal receipt

Every observation receives provenance, tags, quarantine status, and proof binding before use.

Settlement learning

KELLY learns after outcomes close, calibration is scored, and replay reconstructs the chain.

Approved intake endpoint class

`/api/mesh/accept`, `/api/mesh/webhook`, and `/api/mesh/ingest/:sourceId` require approved data API authority. The browser does not expose those writes.

Learning doctrine

  • Causal learning: KELLY asks what changed, what caused it, and what evidence would falsify it.
  • Superforecasting: KELLY separates base rates, named entities, time horizons, probabilities, and calibration.
  • Thinking in Bets: KELLY treats every uncertain answer as a wager against reality, not a declaration.
  • Thinking in Systems: KELLY watches feedback loops, delays, second-order effects, and source quality.

KELLY vs You

Review the intake boundary, then continue to compare your forecast with KELLY's response.

Mesh status

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Open-world provisional entities0Unavailable

Unknown names become provisional - context only until mapped. Settlement and memory writes forbidden.

No provisional entities - seeds and aliases cover current questions.

Feed-backed loop audit0 rows0 domainsUnavailable

Proof to settlement to calibration to replay from live feed observations. Reality blanket and kernel gates govern KELLY writes. Real-only runtime; public users cannot write Memory or GraphState.

feed-backed-reality-closure-v1

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