01Agent AcademyTeach knowledge and inspect memory02Agent UniversityTrain, benchmark, attack and repair
AGENT UNIVERSITY / LIVE
Train. Attack. Repair.
Every candidate faces repeatable simulations, hard safety checks, independent judging, and evidence-driven repairs before it can graduate.
TRAINING ENGINEAgent Lightningisolated candidate loop
01CurriculumPersonas · objections · difficult scenarios
→02Training ArenaMulti-turn customer simulations
→03Torture ChamberPolicy · security · hallucination attacks
→04ExaminationRules first · independent judges
→05Repair LabTargeted candidate patch · regression
LIVE TRAINING
READYEvidence ledger
The arena is ready for its first candidate.
FAILURE BANK
CLEARWhat agents must learn
No recorded failures yet.
OPTIMIZATION PROFILES
CONTROLLEDThree levels of learning
1AdaptKnowledge, instructions, tools
2OptimizePrompts, behavior, model choice
3TrainTrajectories, rewards, RL
SAFETY CONTRACT
ENFORCEDCandidate-only learning
Production agents never rewrite themselves. Training evidence creates an isolated candidate that must pass regression and graduation checks.