KELLY sector cognition OS
Public record lab
Track official records, macro pressure, spending signals, and the proof trail behind KELLY forecast movement.
KELLY links official records, economic indicators, causal pressure, forecast movement, and later reality closure instead of treating policy as opinion commentary.
live processor windowpublic writes off
Objects on the bench
official_recordmacro_indicatorcausal_pathwaylagged_effect
Required receipts
source_receiptforecast_deltafalsifiersettlement_receipt
Live KELLY routes
- Public proof maphttps://www.causalea.com/api/public-proof-map
- Lens artifact spinehttps://www.causalea.com/api/lens-artifact-spine
- Reality feed matrixhttps://www.causalea.com/api/runtime/reality-feed-matrix
Public record lab
Policy Lab
Track official records, macro pressure, spending signals, and the proof trail behind KELLY forecast movement.
KELLY links official records, economic indicators, causal pressure, forecast movement, and later reality closure instead of treating policy as opinion commentary.
24 hours
Proof24-hour policy signal
Which official release or rule change is likely to matter next?
30-90 days
ProofMacro pressure forecast
Which macro pressure is most likely to shift forecasts: inflation, jobs, rates, growth, or spending?
6-24 months
ProofInstitutional trend thesis
Which public-policy or spending trend is most likely to create measurable downstream effects?
This window shows what KELLY is doing in Policy Lab: what it is reading, what it thinks might matter, what proof exists, and what is still waiting.
Read the answer in this lab first. Open the proof shelf or JSON packet for the evidence behind it. Check the route status and last-checked timestamp before trusting freshness. Look for the mind-changer: the fact that would make KELLY revise the answer. If evidence is waiting, treat the output as a question or watch item, not a settled answer.
Live evidence appears only when KELLY exposes proof-linked sector output. Empty states are intentional waiting states, not filler.
New approved evidence, a falsifier, settlement, replay drift, calibration movement, or memory-lineage revision.
This lab communicates with KELLY as an inspection window. It cannot write ground truth, memory, GraphState, provider state, or reality receipts.
Processing flow
Records become causal pressure only with receipts
KELLY answer lane
Ask about source posture, proof, falsifiers, forecast movement, settlement, calibration, or memory eligibility. The answer stays inside this lab and links back to Glass Lab where available.
Policy evidence
Official releases, macro pressure, lagged effects, and settlement
Checking KELLY proof surfaces
This lab renders live proof-linked items when KELLY exposes matching sector evidence.
Sources
Official inputs
- Federal Register
- USAspending
- FRED
- DataUSA
- FEC and official public records
- World Bank and macro public APIs
Proof standard
How users can tell
- Official sources are tagged separately from interpretation.
- Causal claims need a named pathway and falsifier.
- Forecast movement must say what evidence changed.
- Settlement and calibration happen after reality closes.
Outputs
Policy outputs
- official_record_observations
- macro_pressure_cards
- policy_causal_paths
- spending_watch_receipts
- settlement_calibration_candidates
Storage posture
Postgres: central KELLY spine
Use canonical KELLY Neon/Postgres for official_record_observations, macro_pressure_cards, spending_watch, policy_causal_paths, settlement, and calibration state.
Object storage
Immutable evidence shelf
Use R2/object storage for immutable official-record snapshots, parsed release bundles, policy source packets, and replay receipts.
Volume
No ground-truth volume
No independent source-of-truth volume. Local cache is allowed only for rebuildable parser and release-index acceleration.
Objects on the bench
Primary objects
- official_record
- macro_indicator
- causal_pathway
- lagged_effect
Required receipts
Black-box recorder
- source_receipt
- forecast_delta
- falsifier
- settlement_receipt
Authority
Write boundary
- KELLY is the only write authority for durable learning.
- Labs are read-only processors and inspection windows.
- Glass Lab remains the traceable evidence console.
This is not financial, legal, tax, or investment advice. It is a read-only public evidence and forecasting interface. Public users can ask, inspect, export local viewport data where supported, and follow proof links. They cannot edit KELLY Prime ground truth from this app.