mechanism-derivation - Derive formalisms and architectures with stress-testing
Derives formalisms, architectures, learning rules, or algorithms by forcing components through constraints and stress-testing them.
Tags
Updated: 2026-09-24Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Derive functional forms from constraints
- Construct global objectives from local terms
- Trace inputs end-to-end through systems
- Probe internal units for representations
- Analyze capacity and interference limits
- Extract falsifiable predictions about systems
Inputs
- Model equations and architectures
- Problem constraints
- Data distributions
Outputs
- Derived mathematical formalisms
- Stress-test evaluation results
- Falsifiable system predictions