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Technology

Local-first AI routing.
Zero cloud spend for 85% of queries.

// Route. Cache. Execute. At the speed of light.

23µs
Routing Latency
85%
Free-Tier Queries
100%
HumanEval pass@1
82.4%
Routing Accuracy

muLLM — Intelligent Local-First Router

A four-tier routing pipeline that classifies every query and dispatches it to the cheapest capable model. Groundtruth lookups resolve deterministic queries in microseconds. Cloud only when it matters.

tier 0 Groundtruth
~23µs
tier 1 Vector Cache
~2ms
tier 2 Local 30B
~1–3s
tier 3 Cloud API
only 15%
Speed

DeBERTa-v3 routing classifier with 44MB footprint runs entirely on CPU. Groundtruth regex resolves deterministic queries before any model wakes up.

23µs routing
Cost

85% of queries route to the free local tier. ChromaDB semantic cache avoids redundant calls. Cloud API cost is microscopic — fractions of a cent per session.

$0for 85% of queries
Accuracy

82.4% routing accuracy from DeBERTa fine-tuned on 5,161 labeled examples. 100% pass@1 on HumanEval. RouterBench results published openly.

82.4%routing accuracy

Ask muLLM

This widget routes your query through the same pipeline powering production. Watch which tier handles it and how fast.

Built on Production-Grade Infrastructure

Every component was chosen for low latency, zero unnecessary dependencies, and the ability to run entirely offline on commodity hardware.

FastAPI
ChromaDB
Ollama
DeBERTa-v3
RTX 5090
Dexie.js / IndexedDB
Playwright
TypeScript