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Study shows why reasoning models often think far beyond the solution
Large reasoning models frequently think well past the correct answer: cross-checking, reformulating, and confirming what they already got right. A new Bytedance study shows the models actually know when they're done. Common sampling methods just don't let them stop.<br /> The article Study shows why reasoning models often think far beyond the solution appeared first on The Decoder. [...]
The growing divide between surface-level AI adoption and meaningful impact across safety-critical industries
Artificial intelligence has rapidly moved from experimentation to mainstream business adoption. Around 78% of organizations reported using AI in 2025, reflecting how quickly the technology has become embedded across business operations. Yet, only 25% of organizations said most of their AI initiatives achieved their expected return on investment, highlighting a growing gap between adoption and [...]
AWS Backs Agentic Resource Discovery as Federation Layer for Agent Registry
Amazon Web Services has put its weight behind the Agentic Resource Discovery specification, publishing a detailed account on August 24, 2026 of how the open standard is meant to work alongside AWS Agent Registry, its managed catalog for AI agents, tools, and skills that entered preview earlier this year. The AWS post frames ARD as the answer to a problem AWS's own product leaves open. AWS Age [...]
China turns its aging camera network into an AI-powered mass surveillance apparatus
China's police are upgrading millions of old surveillance cameras with AI. Manufacturers like Hikvision and Huawei now ship cameras with built-in computer vision and language models that automatically detect crowds, suspicious behavior, or unauthorized access. Instead of reviewing footage manually, officers just type a text query. Human Rights Watch warns this creates unprecedented behavioral [...]
Anthropic CEO attacks OpenAI's Pentagon deal as "safety theater" while investors scramble for de-escalation
Anthropic CEO Dario Amodei attacks OpenAI's Pentagon contract as "80% safety theater" in a leaked memo and accuses the Trump administration of punishing his company for a lack of political loyalty. OpenAI hastily updates its contract, investors push for de-escalation, and a major tech industry group backs Anthropic. Meanwhile, Amodei is making a last-ditch attempt to negotiate direc [...]