PrismML Releases 1-Bit Bonsai 8B Model

PrismML, a Caltech spinout, released Bonsai 8B on April 4, 2026, a 1-bit large language model that fits in 1.15 GB of memory and claims benchmark parity with larger models. The company says Bonsai 8B is 14x smaller, 8x faster, and 5x more energy efficient on edge hardware, and it publishes weights under the Apache 2.0 license for Apple and Nvidia runtimes.
Scoring Rationale
Official company release with open-source weights gives high credibility and industry-wide implications for edge AI; scored high for novelty, scope, and actionability. Slightly reduced because performance claims are vendor-reported and require independent verification, but timeliness (published today, 2026-04-04) supports strong relevance.
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Sources
- Read OriginalPrismML debuts 1-bit LLM in bid to free AI from the cloudtheregister.com



