Beta validation

We are validating the live feed and model. Recorded results are not proof of future performance.

View scanner and data status

Scanner: unknown

Provider freshness has not been verified.

Data status has not been verified.

Smarter Bets. Clear limits.

Explore model-based sports analytics and recorded picks. Estimates, not guarantees. Current scanner activity and unverified provider freshness are reported separately above.

Record scope unavailable.

Sample unavailable.

Recorded UTC period unavailable.

Recorded performance will appear here when a settled sample and its data basis are available.

Execution unverified. Stake, P/L and ROI withheld; recorded outcomes are not model validation.

Outcome coverage and missing-data counts unavailable.

How to read these records

Recorded rows are not independent model validation. Stored amounts are not verified account returns.

Sportsbook returns are unverified. These records are not independently audited or immutable.

Recorded pick previews appear here when available. They are not current betting instructions.
picks_history.log
TEAM
SPORT
TYPE
ODDS
P/L withheld

Recorded history appears here when available. No sample or backtest rows are shown.

How It Works

How inputs become estimates. Model validation is still in progress.

01

Scan

The intended scan cadence is every 3 minutes when background jobs are enabled. Check the scanner heartbeat for actual recent activity; provider freshness is not assumed.

02

Analyze

Available team, game and market inputs inform probability estimates. Coverage and methods vary by sport; the estimates are still being validated.

03

Fire

Eligible picks can be recorded under the current filters and risk settings. A projected edge is an estimate, not an execution or profit guarantee.

Not Your Average Tout

Review estimates, data limitations and recorded outcomes

Factor-based analysis

Available team ratings, schedule, injury and market inputs contribute to the analysis. Coverage varies by provider and game.

Monte Carlo Sims

Simulation tools are part of the codebase. Simulation counts and predictive performance have not been verified for every recorded pick.

Live Game Scanner

When enabled, background scans look for changes in game state and prices. Scanner activity and provider freshness are reported separately.

Kelly Criterion Staking

Some paths calculate suggested stakes. These are model outputs, not instructions to wager or guarantees about bankroll protection.

Portfolio Correlation

The code includes exposure and risk checks. Their presence does not eliminate correlated losses or validate the model.

Full Transparency

Inspect available inputs and recorded reasoning where provided. Historical snapshots and outcomes may be incomplete.

See What the AI Sees

DegenPicks is invite-only. Request access; invitations are not guaranteed.

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