Engineering for Reliability
metahub is built on the collective engineering effort of researchers and developers. Help us stabilize the Agentic Control Plane.
🏗️ Reliability Standards
To be included as a recommended pillar in the metahub Control Plane, projects must adhere to our core stability and integration guidelines:
Standardized Tracing
Every reasoning node must emit traces compatible with Distributed Tracing standards (OpenTelemetry/Lighthouse).
Stateless Planning
Orchestration (Spider) must support re-hydration of agent state for fault-tolerant execution.
Feedback Interfaces
Evaluation (Vantage) components must provide programmatic feedback loops for real-time alignment.
Integrated Security
Security (Aegis) guardrails should be embedded in the data flow, not just applied as surface-level wrappers.
🛠️ How to Contribute
1. Architecture Review
Propose a new project for the stack by submitting a design spec that aligns with the 5 pillars.
2. Integration Bugfixes
Help bridge the fragmentation gap by fixing compatibility issues between existing stack components.
3. Reliability Evals
Contribute new evaluation datasets to Vantage to improve the alignment scoring of our core products.
4. Documentation
Improve the integration guides to help enterprise teams deploy the full Agentic Control Plane.
🤝 Community Ethos
metahub is a community of engineers solving the non-deterministic nightmare of production AI. We value technical rigor, transparency, and collaborative stability over "move fast and break things."