DeepSeek-V4.1-Flash-1017 is a minor update to DeepSeek-V4.1-Flash, delivering substantial improvements across reasoning, coding, agentic tasks, and visual benchmarks. Alongside these gains, the model reduces task execution time and output length, enabling users to complete…
Kuwait-based AI-powered market research startup theQA has raised more than $550,000 in a Pre-Seed funding round, backed by a Kuwaiti family office and strategic angel investors. Founded in 2025 by Ahmad Al Ebrahim and Hussain Ali AlNashaba, theQA provides a digital consumer…
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/PRNewswire/ -- SuperCom (NASDAQ: SPCB), a global provider of secure solutions for the IoT, cybersecurity, and digital identity sectors, today introduced...
Moving generative AI from prototype to production requires a broader engineering effort, according to Tiger Analytics executives. Challenges include live data, access controls, and managing unreliable outputs.
Autoregressive language models are trained by next-token cross-entropy, yet several recent systems also iterate a hidden state without emitting a token: continuous thoughts, pause steps, and recurrent depth. This note separates three risks on one latent process. The token risk…
How can we effectively oversee AI systems that surpass human intelligence? AI Safety via Debate proposes that two AI systems argue opposing positions and a judge, either a human or a weaker model, decides which is correct. By facilitating supervisors in providing high-quality…
Post-training quantization (PTQ) compresses the weights of a trained model with limited compute and data. Down to 4 bits it is near-lossless, but at 2 bits scalar PTQ configurations fall to chance-level accuracy. We study three choices usually treated as implementation details…