KELLY live pulserefreshed agolearninglifetime heartbeat 0browser pulses warmingcells 0replay-ready 0engine checkinglatest cell watchingevidence checkinglive memory laneloop: checking live activity
activity feed
Customer product · Sports probability deskEvidence-first

Built for professionals who pay for decisions that settle.

This is not a chatbot theme pack. Sports probability analyst gets a sector workplace — instruments, freshness, proof, and reality scoring — so the product earns trust and revenue.

  • Implied probability from live odds feeds
  • KELLY vs market disagreement, scored after settlement
  • No betting slip — institutional probability board

Commercial posture

Paid desk, free proof of honesty

Subscribe for continuous feed-backed volume and team workflows. Public scoreboard honesty stays free.

You inspect. KELLY writes truth.

Customers never write Neon / prime memory / GraphState. That boundary is the product.

Interactive lens

Sports probability analyst · Answered directly by KELLY · public writes blocked

paid sports probability desk

Institutional probability board — not a sportsbook ticket

Convert live book lines to fair implied probability, measure KELLY disagreement, score after game close — never place bets for the user.

Sports probability analyst

Sports probability trading desk

density · workbench

lens → KELLY answers

Ask KELLY in this workplace

Where does KELLY disagree with the market, and how does the outcome settle?

Success: Implied % vs KELLY % is explicit, line age is timed, settlement publishes Brier customers can audit.

Primary instrument

implied vs KELLY

  • · live odds hard-pull
  • · implied probability
  • · book depth
  • · disagreement
  • · outcome score

Lexicon

Action
Convert line
Artifact
Probability board
Score
Outcome calibration
Freshness
Line age
Risk
Edge without settlement

Non-goals

  • · Bet slips
  • · Bankroll management
  • · Gambling instructions
  • · Guaranteed picks
Sports probability analyst · odds lens

Betting and Odds Lab

Sports probability trading desk

Inspect line movement, implied probability, KELLY posture, and settlement receipts.

Every visible forecast points back to odds snapshot, probability conversion, and outcome receipt when available.

Primary instrument: implied vs KELLY. Success: Implied % vs KELLY % is explicit, line age is timed, settlement publishes Brier customers can audit.

Odds probability bay

Odds become implied probability, reality settles, and calibration scores the result.

WOW feature

Line movement to implied probability

Not another chat box: this lens has its own instrument, forecast posture, and artifact trail.

Users want

Odds translated into probability, KELLY disagreement, and settlement path without bet slips or hype.

Proof that matters

Every important output should open backward to source and forward to replay, settlement, calibration, or memory lineage.

Open proof target

odds calibration board

Line movement to probability

Does KELLY disagree with the implied probability, and how will the outcome settle?

not betting advice

primary operator read

implied vs KELLY

Odds become useful only after conversion, disagreement sizing, source freshness, and outcome scoring.

Odds snapshot

captured

Book/source state before conversion.

Implied probability

converted

Line is normalized before analysis.

Disagreement

measured

KELLY vs market gap is explicit.

Outcome score

pending

Calibration waits for settled result.

calibration board

market

54%

KELLY

61%

gap

+7

board state

Market probability lanes

The lab should feel like a calibrated board, not a betting slip.

Market

Converted from the latest line.

implied %

KELLY

System forecast shown separately.

model %

Gap

Disagreement without execution prompts.

delta

line movement

Movement and settlement

Line changes are watched until reality can score the forecast.

Open

Fresh line, no outcome yet.

line watch

Closed

Outcome becomes calibration evidence.

score

Stale

Old line cannot support edge claims.

do not trust

Sector loop

1odds

Snapshot

Capture book/source and timestamp.

2probability

Convert

Normalize the line into implied probability.

3delta

Compare

Show KELLY disagreement and uncertainty.

4score

Settle

Outcome closes the calibration loop.

Conversation flow

Ask

You pose a bounded question in plain language.

Source plan

KELLY chooses what reality to consult before answering.

Evidence

Live and historical artifacts are compared under uncertainty.

Answer

A bounded reply separates known from uncertain.

Watch

Open questions get a private watch lane until reality closes.

High-value forecast

Implied probability

Choose a market and inspect whether KELLY sees a meaningful probability divergence.

Use preset

Ask KELLY here

In-lab conversation

Ask for line movement, market price, KELLY posture, and settlement rules.

Ask in this lab

Proof artifact

Odds conversion card

Odds snapshot, probability conversion, outcome receipt, and calibration score.

Open proof

Dedicated app

Open full lens

Use the dedicated sector app when you want more room for charts, timelines, proof cards, and live updates.

Open Betting and Odds Lab app

Lens artifact passport

Every serious output must trace to an artifact. The answer stays simple on the surface, the heartbeat visible in the top bar proves the engine clock is present, and these links open the source, health, guide, user controls, or Glass Lab proof when the user wants depth.

traceable lens

Dedicated app

Open Betting and Odds Lab app opens the standalone Betting and Odds Lab surface when a sector needs more room.

Open

Live forecast API

Machine-readable sector output for forecast cards, proof widgets, or status monitors.

Open

Artifact spine

Eight-step proof chain for this lens: source, observation, hypothesis, proof, replay, settlement, calibration, memory.

Open

Health check

Fast check that the standalone lab is reachable and serving the current runtime.

Open

Guide

Plain-language user guide for what to ask, what to trust, and what the proof means.

Open

User controls

Export, delete, location, privacy, and feedback controls stay visible from every lens.

Open

Glass Lab proof

Trace the artifact to #odds.

Open

Sports probability desk · live odds product

Market price → implied % → KELLY read → settlement score

Professional sports analytics for people who pay for edge measurement — not tickets. The Odds API hard-pull feeds lines; KELLY scores after reality closes.

Sports settled

0

First-win volume toward 100

Open sports precommits

0

Awaiting independent outcome

Mean Brier (sports)

Lower is better vs coin-flip 0.25

To first-win 100

100

Settled sports forecasts remaining

Weather first-win

0/100
5 stable30 proof100 moat

Open 0 · to 100: 100 · Brier waiting

Open hazard desk

Sports first-win

0/100
5 stable30 proof100 moat

Open 0 · to 100: 100 · Brier waiting

Open sports desk

Probability board

  • · Convert American lines → fair implied %
  • · Book depth + market dispersion from live feed
  • · KELLY disagreement without betting instructions

Reality loop

  • · Odds hard-pull every ~12 minutes (6 sports)
  • · Scores backfill completed games
  • · Settles stack into accountability scoreboard

What customers pay for

  • · Continuous multi-sport coverage
  • · Honest calibration after close
  • · Audit trail in Glass Lab — not vibes

Sports first-win domain locked — waiting for feed-backed settles.

Engine → scoreboard bridge

Waiting for first weather feed settle tick (or rebridge)

No bridge run yet · Neon optional

Scoreboard

Feed ticks settle forecasts; bridge mirrors them into durable precommits for the public scoreboard. No prime memory write.

Ask KELLY inside this lab

The question stays in this sector lens. KELLY answers here with a bounded answer, visible uncertainty, proof path, and the next reality check when more evidence is needed. No page jump, no generic redirect.

in-lab response

KELLY response

This panel shows the answer inside the lab. It does not create public ground truth, memory, or GraphState writes. The proof link is the handoff when you want the moving parts under the magnifying glass.

Ask a question to see the sector answer here. If KELLY needs more evidence, the response should say what it is watching instead of pretending certainty.

How KELLY should answer in this lens

Use plain decision language. Name the target, time horizon, stakes, uncertainty, and what evidence would change the answer. KELLY should respond with a bounded artifact, not an engine dump.

KELLY converts odds into probability before discussing edge or disagreement.
Line movement needs source freshness and outcome settlement.
The lab avoids betting instructions and keeps calibration visible.

Source families

Odds snapshots
Market movement
Outcome settlement

Live signals

Implied probability
Line movement
KELLY disagreement

Proof windows

Odds receipt
Conversion math
Outcome score

User workflow

user lane
1

Choose a market and convert the line into probability.

2

Ask what changed in the odds and what KELLY should watch.

3

Inspect settlement before trusting an edge claim.

KELLY work behind the lens

engine lane
1

Separates probability analysis from betting instructions.

2

Tracks source freshness and line movement.

3

Scores outcomes through calibration when reality settles.

Artifact trace rail

Every lens output should be traceable backward to source and proof, then forward to replay, settlement, calibration, memory eligibility, or quarantine.

live spineGlass Lab traceable

Lab contract

mode

read-only lens

authority

KELLY Prime

proof target

#odds

Public boundary

Read-only analysis. Not betting advice and not bet execution.

Why this is different

KELLY does not just answer from text. Each lens keeps the answer connected to source posture, proof, replay, settlement, calibration, and memory eligibility so the user can see how the engine knows, what it is watching, and what would change its mind.

proof-backedsector-specificGlass Lab visible