AGE Observability Spec
Standardized OpenTelemetry semantic conventions for Artificial General Engineering — providing a full black-box flight recorder for AI-driven physical systems.
The Cyber-Physical Flight Recorder
Capturing the complete provenance chain from high-level reasoning to physical machine execution.
Generative Intent
Captures model parameters, boundary conditions, and geometric generative constraints.
Digital Simulations
Traces finite element analysis (FEA), computational fluid dynamics (CFD), and mesh resolutions.
Machine Execution
Monitors G-code toolpaths, feed rates, spindle RPM, and real-time controller telemetry.
Physical Anomaly
Correlates sensor anomalies, thermal expansion, and mechanical vibration back to root causes.
Standardized OpenTelemetry Namespaces
Extending OpenTelemetry v1.24+ to unify software traces with robotics, aerospace, and advanced manufacturing.
ai.model.* Model architecture, token consumption, latent space vectors, and design space parameters.
ai.simulation.* Convergence rates, stress tensor distributions, Reynolds numbers, and safety factors.
ai.physical.* Axis coordinates, real-time motor torque, coolant pressures, and kinematic states.
physical.anomaly.* Chatter detection, tool deflection, dimensional deviations, and metallurgical fatigue alerts.
Contribute to the Open Standard
Released openly under the Apache 2.0 license. Read the semantic specifications, explore instrumentation examples, and contribute to the repository.
Explore on GitHub