Models

Every MUGEN-5 variant draws on the same synapses. They differ in how many neurons a request is allowed to wake, which sets speed, depth and price. Each model has a card with its specification, evaluations and known limitations.

ModelNeurons per requestMedian latencyMax output$ / M in · outHarmony Composite
mugen-5 Up to 40 billion 380 ms 32,000 6.00 · 24.00 86.3
mugen-5-swift Up to 6 billion 90 ms 8,000 0.40 · 1.60 77.5
mugen-5-deep Up to 900 billion 11 s 128,000 40.00 · 160.00 90.4
kirin-embed-2 Fixed 25 ms 3,072 dims 0.05 · — —

Harmony Composite as evaluated by the Office of Harmony on 25 October 2026. Plastic models change between evaluations.

Context

MUGEN-5 has no fixed context window. Within a memory_scope, earlier work is remembered in synapses rather than resent with each request. Each request still has a size limit, given on the model's card.

Retired models

mugen-3 was retired in January 2025. mugen-4 requests are served by mugen-5, which is the same mind. kirin-embed-1 was retired in March 2026; its vectors are not compatible with kirin-embed-2.