Values
Deterministic core
Keep reproducible logic rule-based. Use AI where it adds value.
Model agnostic
Swap Claude, Gemini, local LLMs by use-case, cost, latency.
Observability
Log model usage, inputs/outputs, cost and latency. Make it visible.
Secure by design
Keep sensitive data local. Minimize external exposure.
Feedback loop
Automate → generate → evaluate. Quality compounds over time.
Workflow first
Embed in dev, ops, and creative pipelines. Fit existing processes.