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Small Language Models
Trends
- 1AWS Labs Launches Strands Decider 2B Open Source Decision Model▼AWS Strands Labs Releases Strands Decider 2B: An Open Source Decision Model That Picks Options in About 115 ms
AWS Strands Labs has released Strands Decider 2B, a new open source model designed to make quick decisions between options. According to the announcement, the model picks among choices in roughly 115 milliseconds, making it suited to latency-sensitive applications where larger language models would be too slow. The release adds to the growing set of small, specialized open models aimed at specific tasks rather than general-purpose reasoning.
- 2Quantized 27B Model Claimed to Match Frontier AI on Coding Task●A 27B Quantized LLM Is Said To Match Frontier AI Models In Just One Task From A Coding Benchmark, Making It A More Believable Claim
A quantized 27-billion-parameter language model is reported to match frontier AI models on a single task from a coding benchmark. The narrow, specific nature of the claim makes it more believable than sweeping benchmark-superiority claims, but it also means the result says little about overall performance. Readers are debating how much weight such partial benchmark results deserve in judging open and smaller models.
- 3UC Santa Cruz's Adam Smith on local small language models●Adam Smith from UC Santa Cruz joins us to discuss local Small Language Models (SLMs) and building open, autonomous tools
Adam Smith of UC Santa Cruz is discussing the case for running small language models locally rather than relying on large cloud providers. He presents BayLeaf AI, described as a counterplatform, along with the concept of "transagency" — a human-agent collaboration model he likens to the relationship between a driver and a car. The conversation also covers context distillation and practical approaches to building open, autonomous AI tools that users control themselves.
Repos
- browser-use/jev-ultrafast Fastest and cheapest web agent
- firelex/jeff Millisecond decisions, any domain: a 0.8B open "System 1" model that picks between your options with calibrate
- Contrastive-LM/CLM
- Sparticle62ops/pssa A custom AI architecture being developed in rust