Benchmarks

Proof on silicon, not slides

FastFlowLM is tuned on real Ryzen™ AI hardware with synthetic and application-level workloads. Expect steady 40–80 tok/s on 7B models at < 10 W, plus deterministic latency for agentic chains.

• Full-stack telemetry

  Counters for NPU, CPU, and memory let you see exactly where cycles go.

• Scenario-driven suites

  Instruction tuning, RAG, chat, and multimodal tests mirror real workloads.