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

Interpol warns of AI-powered deepfake fraud schemes

Interpol warns of a rise in AI-enabled fraud that fakes faces, voices, and behavior to impersonate executives, friends, or relatives and extort money. It advises slowing down, calling back on a known number, using code words, enabling two-factor authentication, reporting fraud, and training staff.

UA.NEWS ·

User's fractal-build prompt speeds Qwen 3.8 Flash results

A user reports that an added "fractal construction" prompt makes Qwen 3.8 Flash draft roughly, test, then refine step by step instead of looping through long plans, yielding faster, more precise and more confident output. The author later revised the prompt to have the model refine small portions at a time.

r/LocalLLaMA ·

DeepSeek open-sources its DeepInfer inference engine

DeepSeek has open-sourced DeepInfer, the high-performance inference framework behind its large-scale production services, with this release focused on offline inference. It supports DeepSeek-V4.1-Flash, offers parallelism such as attention DP and MoE EP with EPLB, optimized kernels including FlashMLA and DeepGEMM, and DSpark draft-token decoding with confidence-scheduled verification.

Hacker News ·

Closing the agent governance gap in enterprises

A CIO article highlights a governance gap as AI agents spread inside enterprises, with the core problem being a lack of visibility into agents in their environments. Citing Anthropic, 82% of organizations have found unregistered agents and 57% already use agents for multi-stage workflows.

CIO ·

Inside Samsung's Pyeongtaek chip hub as AI drives memory demand

Samsung is building a large semiconductor complex in Pyeongtaek, South Korea, where three fabs already run around the clock and a fourth is coming online. Construction of a fifth fab was halted in the 2024 memory downturn and restarted as AI demand surged. The campus is roughly the size of Central Park, with thousands of construction workers on site.

MIT Technology Review ·

Spanish startups accelerate innovation with BSC AI Factory

The Barcelona Supercomputing Center (BSC) AI Factory Accelerator Programme is fully operational, offering startups sovereign compute, technical support and training; several participants are NVIDIA Inception members, and some BSC services are now available via the Inception portal. Since its April 2025 launch, the AI Factory has delivered over 800 services, with Qatium, OneCareAI and another Inception member named 'AI Champions'.

NVIDIA Blog ·
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