pragma.vision Technology observatory & strategic foresight

Living definition

What is PrismML Ternary Bonsai 2 27B?

Small Language Models & On-Device AIAI & Agents

Kind
Model
Released
2026-10-22
Cohort
model-001

Description

What it is and what it is for

AI-assisted draft · independently checked

Large language models are programs trained on a vast amount of text so they can generate, summarize, translate and analyze writing. Their many stored parameters take a lot of memory, so one way to shrink them is quantization, which lowers the precision of those parameters while trying to keep most of the model's performance. Ternary Bonsai 2 27B is a language model from PrismML built on Qwen3.8 27B (an existing language model from Alibaba's Qwen team) that stores its weights as just three values (-1, 0 and +1) with a shared scaling factor for each small group of weights. It accepts text and image input, and the maker describes its Bonsai 2 family as bringing multimodal and agentic capabilities to local AI applications on personal computers, smartphones and wearables. It is released under the Apache 2.0 license.

Written from primary sources and reference pages, and checked against them by an independent AI fact-checker. Drafted with AI assistance.

Primary sources

Where this description comes from

  1. PrismML home pagePrismMLVendor
  2. Introducing Bonsai 2 27BPrismMLVendor

A plain-language summary that simplifies technical detail; it does not assess readiness, maturity or adoption.

Release record

Published description

Published on

Cohort
model-001
Root
sha256:c61dbbd5f64d5ec9e0219936a943311d34d95406a09965d8d58c10742e63b78b
Entry
sha256:8672933526e8c6f9a826676f173eabd5e20821866924c95ae0fe34073c0c4c15

Your opinion

Tell us anything.

What works, what doesn't, what's missing — especially about our watches, lenses, and the register itself. Anonymous is fine; leave an email if you'd like a reply.