hips/HIPs/hip-0511-model-families.md

hip, title, author, type, category, status, created, requires

hip	title	author	type	category	status	created	requires
0511	Model Families — Zen Generates, Enso Routes, Kai Decides	Hanzo AI	Informational	Core	Living	2026-09-25	HIP-0007, HIP-0039, HIP-0510, HIP-1211, HIP-1332

HIP-0511: Model Families — Zen Generates, Enso Routes, Kai Decides

Abstract

Hanzo's models fall into families by the job each does. Zen generates: the open-weight generative family. Enso routes: the router family that picks what serves each request. Kai decides: the typed decision model. Policy governs: deterministic authority, not a model. Sekai models local world beliefs and predicts consequences (HIP-0007); its experimental world runtime is in progress. This HIP maps every family and model line to its HIP, its API and where it runs, and states the order of one request: Enso asks Kai before it asks Zen.

It is Living: amended when a model ships, moves or retires.

Motivation

One name carries several things: "Enso" is a router, a SKU family, a diffusion fork and a browser fork, and the public hanzoai/kai-1 repositories hold baseline weights, not Kai. A reader who wants to call a model, run one or cite one needs one table that says what a name is, where its spec is, and whether it exists.

Specification

This HIP requires nothing; it describes. Status words: shipped (served, or downloadable, now), in progress (code exists, nothing served), upcoming (named, not built), retiring, baseline (not ours; used for comparison). Every fact is checked with:

curl -s https://api.hanzo.ai/v1/models                           # Hanzo Cloud: what serves
curl -s 'https://huggingface.co/api/models?author=zenlm&limit=500' # open weights (public)
curl -s 'https://huggingface.co/api/models?author=hanzoai'

zenlm holds 85 repositories, 4 of them private; hanzoai holds 3.

1. Families

Family	Job	Output	HIP	API
Zen	generates	text, code, embeddings, images, audio, video	HIP-0039	/v1/chat/completions, /v1/responses, /v1/messages, /v1/embeddings, /v1/rerank, /v1/images/*, /v1/audio/*, /v1/videos/*
Enso	routes	a model per request	HIP-0510	model=auto and the enso* ids on the wire above; /v1/ai/router, /v1/ai/feedback
Kai	decides	typed state: choice, score, predicate, defer	HIP-1332	POST /v1/decisions
Sekai	models and predicts	local beliefs, rollouts and candidate-plan terms	HIP-0007	/v1/worlds; experimental profile, not a generally served cloud family
Policy	governs	allow, ask, deny	HIP-1332 §10	none of its own

2. Zen

Open weights live under zenlm/ on Hugging Face, licence and base per model card. Hanzo Cloud serves the ids in the third column.

Line	Open weights	Hanzo Cloud	Status
Zen6	zenlm/zen6, zenlm/zen6-coder, zenlm/zen6-flash	zen6, zen6-coder	shipped; HIP-0904
Zen5.8	none	zen5.8, zen5.8-coder, zen5.8-spark, zen5.8-evo	shipped, cloud only
Zen5	GGUF: zenlm/zen5-gguf, zen5-coder-gguf, zen5-mini-gguf, zen5-pro-gguf, zen5-max-gguf, zen5-nano-9B-gguf; zen5-flash-gguf and three zen5-nano sizes private	zen5, zen5-mini, zen5-flash, zen5-coder, zen5-pro, zen5-spark, zen5-evo	shipped
Zen7	none	none	upcoming; the successor to Satori; no repository, weights or spec
Satori	none (zenlm/satori is a video-generation scaffold on Open-Sora, never trained)	none	retiring; replaced by Zen7
Vision-language	zenlm/zen-vl-{4b,8b,30b}-{instruct,agent}, zenlm/zen3-vl	zen-vl	shipped
Embedding	zenlm/zen-embedding, zen-embedding-{0.6B,4B,8B}, GGUF for 0.6B and 8B	zen-embedding	shipped
Guard	zenlm/zen-guard, zen-guard-gen, zen-guard-gen-8b, zen-guard-stream, zen-guard-stream-4b, zen3-guard	zen-guard	shipped
Reranker	zenlm/zen-reranker, zen-reranker-{0.6B,4B,8B} and their GGUF	not listed	open weights only
Speech	zenlm/zen3-asr, zen3-asr-0.6B, zen3-asr-aligner, zen3-tts, zen3-tts-0.6B, zen3-tts-custom-voice, zen3-tts-voice-design, zen-dub-live	not listed	open weights only
Image	zenlm/zen3-image, zen3-image-fast, zen3-image-ssd, zen-image-edit	not listed	open weights only
Video	zenlm/zen-director, zen-world, zen-video-i2v	not listed	open weights only
3D, music	zenlm/zen-3d, zen-musician	not listed	open weights only
Earlier lines	zenlm/zen-nano*, zen-eco*, zen-omni*, zen-pro, zen-agent-4b, zen-designer*, zen3-nano, zen3-omni, zen-finance, zen-legal, zen-medical, zen-sql, zen-multilingual, zen-translate, zen-translator, zen-blog, zen-scribe, zen-family	not listed	open weights; not served

Hanzo Cloud also lists zen-free.

3. Enso

Member	HIP	API	Runs	Status
Router	HIP-0510 §1–§4	model=auto (alias zen-router); the response header X-Routed-Model names what served	Hanzo Cloud (hanzoai/ai); the xᵀWp engine (hanzoai/engine) is built, not wired	shipped
SKUs	HIP-0510 §5	enso, enso-auto, enso-flash, enso-free, enso-pro, enso-ultra	Hanzo Cloud only	shipped
Router model	HIP-0510 §8	none	open weights (zenlm/zen-router); on no serving path	experimental
Enso Diffusion	HIP-0510 §8	none	code only (zenlm/enso)	research code; no weights
Enso Browser	HIP-0510 §8	none	none	unreleased private fork

4. Kai

Item	HIP	API	Runs	Status
Kai, one line (hanzoai/kai)	HIP-1332	POST /v1/decisions (§17); enso.decide in process (§13)	Hanzo Cloud only (§20)	shipped: kai-1 on POST /v1/decisions on api.hanzo.ai; code private; no checkpoint published
hanzoai/kai-1, kai-1-multilingual, kai-1-agent	HIP-1332 §18	none	private on Hugging Face	baseline: Laya weights, byte-identical to upstream; the cards are titled Laya; not a Kai version, and not the served kai-1
Laya, Jev	HIP-1332 §18	none	upstream	baseline; not ours

5. Other names

Name	HIP	Status
Jin	HIP-0003	not built: hanzoai/jin is archived and holds a copy of LumenPallidium/jepa (MIT), not Hanzo model code; no weights
HLLM	HIP-0002	a specification; no model or weights exist

6. One request, in order

HIP-1332 §13 makes Kai native to Enso. Enso splits every operation into a bounded decision or generation:

request ─▶ Enso
            ├─ bounded decision: model, context depth, tools, reasoning budget,
            │  stop, retry, escalate
            │     └─▶ Kai ─▶ typed answer ─▶ Policy (allow < ask < deny) ─▶ act
            │            └─ defer ─▶ Zen
            └─ generation ─▶ Zen, on the model Enso chose

A Decision Program (HIP-1332 §5) is the graph form of the same split. Its nodes are deterministic, Kai, Zen, solver, simulation or human, and only the Zen nodes generate, so an agent workflow spends generative compute only where generation is the work.

The routing decision is the router's own policy (HIP-0510 §1): per-org overrides, ε = 0.1 exploration, then the prefer table that the reward-mean trainer rewrites every 15m. The xᵀWp engine is built (hanzoai/engine) but not wired (router.endpoint is empty). Kai takes a decision over one program at a time, shadow, then advisory, then enforced (HIP-1332 §13.1). No program has made that move: no repository implements enso.decide.

7. Calling each family

# Enso picks the model; X-Routed-Model says which one served.
curl https://api.hanzo.ai/v1/chat/completions \
  -H "Authorization: Bearer $HANZO_API_KEY" -H 'Content-Type: application/json' \
  -d '{"model":"auto","messages":[{"role":"user","content":"Summarize this diff."}]}'

# A Zen model by name.
curl https://api.hanzo.ai/v1/responses \
  -H "Authorization: Bearer $HANZO_API_KEY" -H 'Content-Type: application/json' \
  -d '{"model":"zen6","input":"Write a failing test for this bug."}'

# Tell the router how it did (HIP-0510 §2).
curl https://api.hanzo.ai/v1/ai/feedback \
  -H "Authorization: Bearer $HANZO_API_KEY" -H 'Content-Type: application/json' \
  -d '{"request_id":"<id from the response>","reward":1}'

# Kai (HIP-1332 §17).
curl https://api.hanzo.ai/v1/decisions \
  -H "Authorization: Bearer $HANZO_API_KEY" -H 'Content-Type: application/json' \
  -d '{"model":"kai","state":{"subject":"Charged twice this month"},
       "questions":{"team":{"type":"choice","instructions":"Which team handles this ticket?",
         "criteria":{"billing":"charges, refunds","technical":"errors, outages","account":"sign-in, access"}}}}'

8. Names that collide

• zen-router is both the gateway's alias for auto (HIP-0510 §1) and the router model zenlm/zen-router. The alias never calls the model.
• The Enso Browser tree still carries its upstream's name, "Zen Browser", which is also the generative family's name.
• hanzoai/kai-1* carry the Kai name and Laya weights.
• Enso names both the router family and Enso Diffusion, which does not route.

Rationale

Families are split by job, not by architecture or vendor, because the job decides the API and the cost. A generation spends tokens; a decision has a known answer space and generates none. Putting routing and decisions in their own families lets a request reach a generative model only when generation is the work.

References

• HIP-0039 — Zen, the open-weight generative family; HIP-0904 — Zen6
• HIP-0510 — Enso, the router family
• HIP-1211 — AI, the model API
• HIP-1332 — Kai, the decision model and the decision plane
• HIP-0002 — HLLM; HIP-0003 — Jin

Copyright

Released under CC0 1.0 Universal Public Domain Dedication.