SELECTED WORK / 01 AI Decision Support
AIFPL · Football Intelligence
Football decisions you can trace, question, and understand.
01 / THE IDEA
From possibility
to practice.
An auditable FPL decision system with reproducible public-data ingestion, calibrated forecasts, constrained squad optimisation, deadline scheduling, and a tool-calling Hermes manager. Recommendations and confirmed teams remain distinct, with immutable records that make each decision traceable.
02 / INSIDE THE SYSTEM
Timestamped public FPL snapshots with validated data and reproducible ingestion
Calibrated forecasts and squad optimisation under FPL constraints
Tool-calling Hermes manager with auditable decision artifacts
Deadline scheduling and public account-state refresh
Immutable execution confirmations, distinct from AI recommendations
Scorecards that identify whether they evaluate a recommendation or a confirmed team
CONTINUE EXPLORING / 02