Fix my code
Inspect a bounded project, create a reviewable patch, run isolated tests, and show before versus after.
Solve a coding taskAI that understands first, acts only with permission, and verifies what changed.
Start with the outcome you need. ReverseML selects the internal methods, keeps risky actions bounded, and shows what was measured.
What do you want to accomplish?
Fix a bug in my repository · Find why my PC is slow · Investigate why a system failed · Optimize under a power limit
Understand my device
Build a device profile, diagnose clear bottlenecks, and preview safe actions. Public execution remains unavailable.
Analyze my deviceResearch and verify
Compare explanations, check contradiction and chronology, then show evidence and uncertainty.
Research a questionFind a better strategy
Compare baseline, eco, balanced and performance profiles under explicit hard constraints.
Try Optimization LabA verified outcome is the product unit.
Tests pass, evidence survives falsification, constraints hold, or a device preview remains read-only. Every public proof includes its limitation.
Production Mini promotion remains held. General autonomy, silent cloud processing and generic shell execution are off.