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Writer's AI harness cuts token spend nearly 40% — without sacrificing accuracy
Enterprise AI is facing an ROI paradox. While throwing more compute at the strongest foundation model works well in product experiments, the costs become unbearable when the product is deployed in production.A new paper from researchers at Writer provides a solution that is accessible to engineering teams. The study takes a systematic look at optimizing the different components of the orchestratio [...]
AI startup Sereact lands €25M to give dumb robots better brains
Stuttgart, Germany-based Sereact has secured €25mn to advance its embodied AI software that enables robots to carry out tasks they were never trained to do. “With our technology, robots act situationally rather than following rigidly programmed sequences. They adapt to dynamic tasks in real-time, enabling an unprecedented level of autonomy,” said Ralf Gulde, CEO and co-founder of Sereact ( [...]
Proton VPN kills off legacy OpenVPN configs in push for better security
If you manually configure your VPN on a router or legacy device, you have just weeks to update your credentials. Proton VPN is retiring older manual OpenVPN configs to enforce stronger encryption standards, though it promises to keep the protocol alive across its servers. [...]
Nvidia, Tesla, Oracle, Palantir, Coinbase, Doordash: Stocks to watch today
Stock futures fell Monday morning amid growing concerns about U.S. economic growth. President Donald Trump declined to rule out a recession this year in an interview on Fox News, but said he expects a “period” of transition from the policy changes he’s making.Read more... [...]
Why LLMs Overthink Easy Puzzles but Give Up on Hard Ones
Artificial intelligence has made remarkable progress, with Large Language Models (LLMs) and their advanced counterparts, Large Reasoning Models (LRMs), redefining how machines process and generate human-like text. These models can write essays, answer questions, and even solve mathematical problems. However, despite their impressive abilities, these models display curious behavior: they often over [...]
The AI pricing paradox: AI PCs might be the answer to spiralling cloud costs for some, but that doesn't mean cloud computing's days are numbered
Cloud AI pricing is shifting toward consumption and outcomes, and AI PCs are becoming more expensive – how does the hybrid future look? [...]