Policy & Government LabSpecialized read-only forecast lens

Public decisions, money flows, elections, and regulation as forecastable reality loops.

Showing KELLY turning official public records into watchable policy hypotheses. Which public decision system should KELLY watch?

warming_specialized_read_onlysources 3/4brain fleet 0/4read only

Why KELLY can be stronger here

KELLY is designed to win by being scoreable: every forecast should connect to source evidence, causal assumptions, falsifiers, settlement, calibration, replay, and memory lineage.

why it mattersA forecast platform is only as good as its ability to be wrong in public, adjust from reality, and improve the next forecast without hiding the chain.
sector edgeShows public policy signals, government spending, election context, and regulatory change pressure.
best claim boundaryKELLY should be called better only where its scorecards, calibration, replay receipts, and source coverage outperform alternatives. This page is built to make that measurable.

Where the proof lives

proofSource plan: the approved feed rows on this page
proofForecast method: the doctrine timeline on this page
proofAuthority evidence: Authority Index and replay receipts
proofScore evidence: settlement and calibration records
proofSystem evidence: Brain Fleet, generality evidence, and advanced proof labs

Professional layout pattern

The lab layout follows successful product patterns: fast first read, watchable objects, citations beside claims, source freshness, score history, and direct proof links.

patternCitation-forward answer pattern: put sources and proof next to claims.
patternForecasting track-record pattern: keep probability, resolution rule, score, and history together.
patternWatchlist pattern: let users inspect a saved set without writing ground truth.
patternAlert/status pattern: show what changed, what is stale, and what KELLY is watching.

Research references

TradingViewCharts, alerts, screeners, replay, multi-chart layouts, and fast command/search patterns make market work feel immediate.
MetaculusForecast questions need clear resolution rules, track records, scoring, calibration, and aggregation history.
Windy / Windy.appWeather users need maps, layers, local points, alerts, history, model comparison, and fast location context.
PerplexityAnswer users expect citations beside claims, follow-up context, and checkable source trails.

KELLY's specialized forecast method

Shows public policy signals, government spending, election context, and regulatory change pressure. KELLY routes this through tagged intake, causal pressure nodes, forecast lanes, settlement, calibration, and replayable memory evidence.

1Approved source intake only
2Tag source, freshness, domain, and authority
3The Book of Why: ask what caused the change, what would have happened otherwise, and what evidence can falsify the causal story
4Thinking in Systems: map feedback loops, delays, stocks, flows, constraints, and downstream effects
5Thinking, Fast and Slow: separate fast pattern recognition from slower deliberate verification
6Superforecasting: start with base rates, update incrementally, keep probabilities explicit, and score the forecast later
7Thinking in Bets: treat every forecast as a wager against reality with a clear settlement rule
8Build causal pressure nodes and forecast cones
9Separate KELLY forecast from user forecast
10Track falsifiers, uncertainty, and competing explanations
11Close against reality
12Score calibration and error direction
13Apply continuous micro-adjustments after settlement to improve future accuracy
14Create replayable memory evidence when eligible

What this lab is for

Showing KELLY turning official public records into watchable policy hypotheses.

safe claimShows public policy signals, government spending, election context, and regulatory change pressure.
boundaryNo legal advice, lobbying instruction, election manipulation, or certainty about political outcomes.

Live proof status

proof score44 / early
visible cells0
readiness score0%
sources wired3/4
public writesblocked

Proof links

authorityIndexcompetitiveProofLabsagiReadinessbrainFleettemplates

Every useful view should expose source provenance, causal node, settlement rule, calibration result, and replay/memory eligibility when available.

Approved source plan

sourcestatuscostrole
Federal Register
federal-register		 wired free_no_key Official U.S. rules, proposed rules, notices, and executive documents.
USAspending
usaspending		 wired free_no_key Federal spending obligations and awards.
FEC
fec		 available free_key Campaign finance records and committee/candidate signals.
Data USA
datausa		 wired free_no_key U.S. demographic and economic context.

User questions this lab can inspect

question laneplain questionnode
Regulatory pressure Is regulatory pressure rising? POLICY:REGULATORY_PRESSURE
Spending shift Where is public spending moving? POLICY:SPENDING_SHIFT
Election pressure What changed in the election signal? POLICY:ELECTION_PRESSURE
Regional context What local public data matters? POLICY:REGIONAL_CONTEXT

Default focuses

focusmeaningcontext
Federal Register rules and notices
USAspending federal spending flows
FEC campaign finance signals
Data USA regional economic context

Causal pressure map

POLICY:PUBLIC_RECORDSPOLICY:MONEY_FLOWPOLICY:REGULATIONPOLICY:ELECTION_PRESSUREPOLICY:RISK
causal linkPOLICY:PUBLIC_RECORDS -> POLICY:REGULATION
causal linkPOLICY:MONEY_FLOW -> POLICY:RISK
causal linkPOLICY:ELECTION_PRESSURE -> POLICY:RISK

Boundary receipt

{
  "readOnly": true,
  "publicUserWriteAllowed": false,
  "noAdviceSubstitute": "No legal advice, lobbying instruction, election manipulation, or certainty about political outcomes.",
  "noClaimOfPerfectPrediction": true,
  "proofRequiredForEveryForecast": true
}