ABOUT MUFAW
We build dependable model-flow control planes.
Production architectures connecting models, retrieval, and tools into observable, safe, owned pipelines.
- Orchestration across multiple models
- Retrieval + tool routing with guardrails
- Telemetry, evaluation, and runbooks
- Safety + control layers designed in
Control plane topology for multi-model orchestration
Trace-level routing, evaluation, and cost telemetry
Research ↔ Platform Loop
We turn long-horizon research into deployable systems—then validate them in production.
Control planesTelemetrySafety evals
How we work
Tight feedback loops from research to production, with operators embedded from day one.
Research Loop
- Orchestration strategies for multi-model flows.
- Evals and agent safety hardening.
Platform Engineering
- Pipelines and control planes built to scale.
- Observability across traces, costs, and drift.
Embedded Delivery
- Ship with your team in sprint cycles.
- Handoff runbooks and operational ownership.
Operating principles
The operator-grade guardrails we follow on every engagement.
Reliability over demos
We harden fallbacks and runbooks before shipping the flash.
Measurable evaluations
Every release includes eval suites, gates, and regression checks.
Safe-by-design routing
Routing decisions respect policy, budget, and risk boundaries.
Observable by default
Traces, metrics, and alerts are first-class deliverables.
Ownership handoff
We transition runbooks and controls to your operators.
Minimal complexity
Prefer the smallest architecture that clears reliability goals.
