Meet Needle 2: An Open 45M-Parameter Tool-Calling Model That Ships as a 14MB Binary and Runs a Full Session in 28MB of RAM

Cactus Compute has released Needle 2, an open 45M-parameter model for tool calling, device use, and structured extraction. The entire model ships as a single 14MB binary that runs a full session in about 28MB of RAM. Weights are trained and deployed at CQ2-bit using Cactus Quants, and the model is sealed inside the company’s…

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Create a Reasoning-Focused LLM: A Practical Guide to Streaming, Curating, and Fine-Tuning the SupraLabs Reasoning Corpus

In this tutorial, we build an end-to-end workflow for working with the SupraLabs reasoning corpus. We stream a representative subset directly from the Hugging Face Hub, inspect its source distribution, token-length patterns, task composition, and reasoning-to-answer ratios, and then apply a series of quality filters to remove unsuitable training examples. We transform the retained samples…

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Flock says its new tool will help identify police abuse, but hasn’t explained how it works

Surveillance technology startup Flock announced a series of new policies and tools on Thursday, claiming they will help curb abuse of its automated license plate camera reader systems and help keep its law enforcement customers accountable. Flock is now recommending police departments retain data for seven days rather than the previous 30 days. Along with…

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The Safety Reckoning Inside OpenAI

OpenAI’s leaders are rallying workers to respond to one of the largest crises in the company’s history—which spans across its AI safety, cybersecurity, and alignment divisions. The ChatGPT-maker says it has slowed down research, spent millions of dollars, and told several teams to drop everything to focus on investigating a set of rogue AI agents…

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