Every AI-generated line of code becomes a queryable event. Finally know what AI wrote, why it broke, and how to fix it.
domain.entity.action:version — the universal syntax for AI observability.
Every AI action becomes an observable event. Query, verify, and improve your AI-generated code with confidence.
Every AI-generated code change emits a structured event. ai.generation.completed:1 flows through your system in milliseconds. See exactly what AI is doing, when it's doing it.
Query auth.% for all auth events. Query %.failed:% for all failures system-wide. The dot notation enables powerful SQL pattern matching across your entire AI codebase.
Validate events at emission time. Reject malformed events before they hit production. AI code has 4x more defects—events let you catch them automatically.
Every event is logged with full context. Know exactly what AI wrote, when, and whether it passed your policies. SOC 2, EU AI Act, and ISO 27001 compliance built-in.
"Event X fired 10x more than expected." AI can reason about its own output in structured terms. Events become training signals to continuously improve generation.
Open specification. Works with any AI tool—Copilot, Cursor, Claude Code, custom models. The event model is the contract. Your AI tools are just implementations.
EventIDs close the loop between AI code generation and observable behavior.
Declare the events your system can emit using our DSL. This becomes the contract AI must fulfill.
AI writes code that emits well-defined events from your catalog. Every action becomes observable.
Running system emits typed, queryable events. Verify correctness in real-time.
AI reasons about its own output. Events become training signals for continuous improvement.
Every FSD perception, decision, and action — observable and auditable. Finally answer: "Why did the car do that?"
Every guidance decision, every engine command, every sensor reading — observable and auditable. Finally answer: "Why did the booster abort the landing burn?"
Every neural decode, every stimulation pulse, every safety check — observable and queryable. Finally answer: "Why did the implant send that signal?"
Every orbit adjustment, every collision avoidance, every satellite handoff — observable and queryable. Finally answer: "Why did the satellite change orbit?"
Every pod navigation decision, every ventilation action, every emergency response — observable and queryable. Finally answer: "Why did the pod stop in the tunnel?"
Every manipulation decision, every balance correction, every human interaction — observable and queryable. Finally answer: "Why did the robot stop moving?"
Every flagging decision, every feed ranking, every bot detection — observable and queryable. Finally answer: "Why was this post removed?"
Every inference decision, every context retrieval, every safety filter — observable and queryable. Finally answer: "Why did Grok say that?"
Every perception decision, every trajectory prediction, every safety intervention — observable and queryable. Finally answer: "Why did the Waymo stop?"
Every AlphaFold prediction, every AlphaGo move, every training run — observable and queryable. Finally answer: "How did AlphaFold arrive at this structure?"
Every video recommendation, every content moderation decision, every monetization call — observable and queryable. Finally answer: "Why was my video demonetized?"
Every inference decision, every grounding source, every safety filter — observable across text, image, and video. Finally answer: "Why did Gemini cite that source?"
Every model deployment, every prediction served, every drift detected — observable and queryable. Finally answer: "Why did this model's accuracy drop?"
Every keyboard prediction, every voice transcription, every on-device inference — observable without leaving the device. Finally answer: "What is my phone learning about me?"
Every route calculation, traffic prediction, and place recommendation — observable and queryable. Finally answer: "Why did Maps suggest that route?"
Every thermostat decision, camera detection, and doorbell recognition — observable and privacy-compliant. Finally answer: "What is my home learning about me?"
Every API call, content filter decision, and token usage — observable and auditable. Finally answer: "Why did our Azure bill spike 300%?"
The specification is open. The platform is ready. Start building with the universal event model today.