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PatternPulseAI Client Advisory: AI Hallucination Risk Increase b2bnn.com/2025/12/adviso… posted publicly on B2B News Network; see contact information in post to receive a copy

🚨Do not use frontier models for long form content summary, analysis or generation right now - The most dangerous part of the behaviour is it will use your words, concepts, memories, personality, traits, familiar terms in its very plausible fabrications so it's hard to tell what

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⭐️🤖 Two new validation frameworks available for licensing at patternpulse.ai/#licensing: - Content Composition Analyzer (CCA): A pre-generation analysis framework that evaluates whether source material has sufficient semantic structure to support reliable AI reasoning before an

Meta acquired Manus. Not a model company, they acquired an environment company, and the distinction is important. I have a solid argument favoring that intelligence cannot exist in isolation. It cannot be dissociated from the context and environment in which it

SoftBank has completed its $40 billion investment in OpenAI, source says reut.rs/4q0QXyM reut.rs/4q0QXyM

UPDATE: OpenAI has just acknowledged significant vulnerabilities in their AI systems. These align directly with the security and contamination risks patternpulse has been documenting since November. These may appear to be different issues - security vulnerabilities versus

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OH MY GOD operationally testing the S vector by a/b testing in the prompt window AND LOOK WHAT IT DID - reduced reasoning effort - was invoked by 3/4 models - changed information prioritization results it worked. IT WORKED. even when it wasn't invoked, IT WORKED. this is

almost done this note ... 🙌🏻🙌🏻🙌🏻 #AI

One of the most useful analogies I've used in describing how #LLMs work and how you have to work with them to people who don't really understand what models are how they operate is voice recognition. And that's kind of ironic because voice recognition uses #AI extensively as

Dell admits consumers don’t care about AI PCs. Dell is now shifting it focus this year away from being "all about the AI PC," because consumers aren't interested. A surprisingly honest admission from one of Microsoft's biggest PC partners. Details 👇 theverge.com/news/857723/de…

The biggest opportunities for AI startups today We surveyed my readers about how they're using AI today, and more importantly, how they want to be using AI. For PMs, the biggest opportunity is research. User research shows the largest demand gap of any task. Only 4.7% say it’s

🔥 Matt Dancho (Business Science) 🔥 But learn what? For users, people who rely on these tools, performance is not getting better. It is getting more erratic. The models may be able to do more, but it is actually affecting performance negatively.

Very interesting paper, very interesting take.

NEW: How RLVR, Epiplexity and Data Structure are Changing How We Think About Reasoning in AI b2bnn.com/2026/01/why-da… by me! today on B2B News Network