Fetching from the wire…
01
02
03
04
05
06
07
08
Public story · 2026-07-15 · high
PrismML also ships a 5.9GB ternary build and says both keep full multimodal and agentic capability under Apache 2.0.
Why now: PrismML's release surfaced in Latent Space's July 15 roundup, grouped with the Hy3 launch as the same week's shift toward smaller, capable local models.
PrismML released Bonsai 27B in a 3.9GB 1-bit build and a 5.9GB ternary build, both under Apache 2.0, per Latent Space's July briefing.
A 27-billion-parameter model that fits under 4GB runs on a laptop GPU or a decent phone, no cloud bill attached. That's the pitch: capability without the API meter running.
Ternary and 1-bit are both extreme quantization, the process of shrinking a model's weights down to fewer possible values per parameter. Ternary allows three states per weight, 1-bit allows two. Compressing that hard usually costs a model its sharper behaviors first, tool use, multi-step reasoning, image understanding. PrismML claims Bonsai keeps all of it.
Latent Space doesn't publish benchmark numbers alongside the claim, and Apache 2.0 licensing means anyone can run the model commercially without asking. The outlet grouped the release with the Hy3 launch as one trend: smaller models built to leave the cloud, not just fit inside it.
My take: 'claimed' is doing the heavy lifting here. A 27B model surviving 1-bit quantization with full agentic behavior intact would be a real result. But nobody's published eval numbers yet. Treat this as a size story until someone runs Bonsai through an actual tool-calling benchmark and posts the score.
Each link below shares sources, entities, or timing with this story.
PrismML released Bonsai / Shared entities / Same source / Shared topic
Linked by a graph relationship (PrismML released Bonsai); both cover Apache, Bonsai, Hy3, July; cite the same source (Latent Space).
PrismML released Bonsai / Shared entities / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (PrismML released Bonsai); both cover Apache, Bonsai, PrismML; overlapping topics (agentic, apache, fits, model).
Hy3 competes with Claude / Shared entity: Apache / Shared topic / Earlier coverage
Linked by a graph relationship (Hy3 competes with Claude); both cover Apache; overlapping topics (apache, license, model).
Hy3 competes with Claude / Shared entity: Latent Space / Same source domain / Earlier coverage
Linked by a graph relationship (Hy3 competes with Claude); both cover Latent Space; reported by the same outlet (latent.space).
Linked by a graph relationship (Hy3 competes with Claude); both cover Latent Space; reported by the same outlet (latent.space).
Hy3 competes with Claude / Shared entity: Apache / Shared topic / Earlier coverage
Linked by a graph relationship (Hy3 competes with Claude); both cover Apache; overlapping topics (apache, model).
OpenRouter uses Hy3 / Shared entity: Latent Space / Same source domain / Earlier coverage
Linked by a graph relationship (OpenRouter uses Hy3); both cover Latent Space; reported by the same outlet (latent.space).
Shared entity: Apache / Shared topic / Earlier coverage / Tension
Both cover Apache; overlapping topics (agentic, apache, genuinely, model); earlier Apache coverage from 2026-06-10.