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Models, products and AI startups, near-duplicates collapsed to the most credible source

UkisAI releases Swift‑Qwen3.8‑27B

UkisAI post‑trained Qwen 3.8 27B to penalize tokens tied to “overthinking,” using On‑Policy Distillation to cut thinking tokens by 58%, speed up 1.95×, and keep accuracy loss under 1%. The model is open‑sourced on Hugging Face and a free NVIDIA‑backed OpenAI‑compatible API is available (5 RPM limit).

r/LocalLLaMA ·

Foundation Model Engineering textbook

Foundation Model Engineering is a technical textbook for engineers and research-focused readers that explains architectures, training and inference pipelines, retrieval, evaluation, and engineering trade-offs; it includes concept-focused PyTorch examples, quizzes, and interactive visualizers to build coherent engineering judgment.

Hacker News ·

HighByte achieves AWS AI Competency

Industrial software vendor HighByte obtained the AWS Artificial Intelligence Competency, indicating its products and implementations meet AWS AI capability requirements and may strengthen cloud‑based industrial AI deployments.

Advanced Manufacturing ·

Superhuman acquires notetaker Fathom

Superhuman acquired YC-backed meeting notetaker Fathom, which reports over 400,000 monthly active users and more than 1 million recorded meetings. Fathom has raised over $30 million and was valued at $94 million in 2024; Superhuman had tested a notetaker internally but opted to buy an established product to integrate AI into its suite.

TechCrunch ·

Hear how AI can engineer nature’s comeback

TechCrunch Disrupt 2026 will feature discussions on how AI, genetics, and computational biology are enabling conservation research and efforts to revive extinct species, raising scientific and ethical questions. The topic has attracted billion‑dollar startups.

TechCrunch ·
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