Live Lock-In decision engine

[ryanzhouuu]

• Track each eligible player game from scheduled through finalized.
• Calculate the completed game's fantasy score and remaining weekly alternatives.
• Estimate the distribution of the player's best remaining usable result.
• Compare locking now against passing, including lineup-slot opportunity cost and matchup context.
• Replan against projected terminal team score after each realized game event.
• Run the model policy and constrained oracle on identical counterfactual team-weeks.
• Apply configurable conservative, balanced, or aggressive decision policies.
• Produce Lock, Pass, or Wait for final data outcomes with confidence and explanation.
• Re-evaluate after relevant stat corrections, injuries, opponent changes, or lineup changes.
• Maintain an explicit lock-state machine: eligible, recommendation pending, acknowledged locked, acknowledged passed, expired, and reconciliation required.