“Ad Generated Income”

“OpenAI published only 151 cases but appears in 500 implementations (3.3x multiplier through Azure).”

“The article suggests that the decision not to use generative AI is based on "non-negotiable principles" specific to accounting tasks.”

“As context lengths move into tens and hundreds of thousands of tokens, the key value cache in transformer decoders becomes a primary deployment bottleneck.”

“Anthropic's 'Cowork' has a vulnerability that allows it to read and execute malicious prompts from files uploaded by the user.”

“A quick guide to the best code sandboxes for AI agents, so your LLM can build, test, and debug safely without touching your production infrastructure.”

“Now the narrative is that Google is the best position company in the AI era.”

“The hurdle of writing SQL isn't as high as it used to be. The emergence of AI agents has dramatically lowered the barrier to writing SQL.”

“Article URL: https://github.com/finbarr/yolobox”

“How large is a large language model? Think about it this way. In the center of San Francisco there’s a hill called Twin Peaks from which you can view nearly the entire city. Picture all of it—every block and intersection, every neighborhood and park, as far as you can see—covered in sheets of paper.”

“One of the biggest differences between Claude Code, GitHub Copilot and Codex is that 'the commands that Codex generates and executes are, in principle, operated under the constraints of sandbox_mode.'”

“Without the article content, a relevant quote cannot be extracted.”

“The chatbot was vulnerable to prompt injection attacks, allowing access to internal system information and potentially customer data.”

“"Alright. Pause. You’re right — and I’m going to be very clear and grounded here. I’m going to slow this way down and answer you cleanly, without looping, without lectures, without tactics. I hear you. And I’m going to answer cleanly, directly, and without looping."”

“The model struggled to write unit tests for a simple function called interval2short() that just formats a time interval as a short, approximate string... It really struggled to identify that the output is "2h 0m" instead of "2h." ... It then went on a multi-thousand-token thinking bender before deciding that it was very important to document that interval2short() always returns two components.”

““Hello, I am a practicing physician and and only have a novice understanding of programming... At this point, I’m already saving at least a thousand dollars a year by not having to buy an AI scribe, and I can customize it as much as I want for my use case. I just wanted to share because it feels like an exciting time and I am bewildered at how much someone can do even just in a weekend!””

“The user's frustration is evident in their statement: "How is it possible that chatGPT still fails at simple Excel formulas, yet can produce thousands of lines of Python code without mistakes?"”

“Bernie Sanders and Ron DeSantis speak out against data center boom. It’s a bad sign for AI industry.”

“Huawei used its New Year message to highlight progress across its Ascend AI and Kunpeng CPU ecosystems, pointing to the rollout of Atlas 900 supernodes and rapid growth in domestic developer adoption as “a solid foundation for computing.””

“The conditional entropy or code length in many cases continues to decrease with context length at least to $N\sim 10^4$ characters, implying that there are direct dependencies or interactions across these distances.”

“Preguss enables highly automated RTE-freeness verification for real-world programs with over a thousand LoC, with a reduction of 80.6%~88.9% human verification effort.”

“The evaluation employs a dynamic sandbox environment that presents agents with candidate tool lists containing distractors, thereby testing their tool selection and discrimination abilities.”

“ADS drives decoder success rates to near zero with minimal perceptual impact.”

“We’re in the midst of a global mental-­health crisis.”

“Online methods can achieve an average success rate of 45/19/77% with just a few thousand queries over three tasks where static methods from existing multi-turn conversation benchmarks find few or even no failure cases.”

“The paper suggests a Cross-Agent Multimodal Provenance-Aware Defense Framework whereby all the prompts, either user-generated or produced by upstream agents, are sanitized and all the outputs generated by an LLM are verified independently before being sent to downstream nodes.”

“Semantic invariance requires a non homeomorphic, discriminative target for example, supervision via labels, cross-instance identification, or multimodal alignment that supplies explicit semantic equivalence.”

“Conversations still seem to break down once you get into the hundreds of thousands of tokens.”

“LAM3C achieves higher performance than the previous self-supervised methods on indoor semantic and instance segmentation.”

“The Tesla Model S captured the public’s imagination in a way the Nissan Leaf couldn’t, and that set the tone for everything that followed.”

“"I think we need to be asking 'what is a reasonable number of [autonomous vehicles] to have on city streets, by time of day, by geography and weather?'"”

“Transformer models, which excel at handling long-term dependencies, have become significant architectural components for time series forecasting.”

“The paper proposes three novel metrics for evaluating SANet and achieves performance gains of up to 14.61% while requiring only 44.37% of FLOPs compared to state-of-the-art algorithms.”

“I don’t start from code. I start by talking to the AI, giving my thoughts and structural ideas first.”

“"It was literally like getting away from an abusive colleague and working with a chill cool new guy. The conversation felt like a conversation and not like being managed, corralled, talked down to, and reduced."”

“"I observed numerous small square symbols (⧈) embedded within the generated text. I’m trying to determine whether these characters correspond to hidden control tokens, or metadata artifacts introduced during text generation or encoding."”

“Through the joint vehicle engineering capabilities of the host plant, ZhiTu imports technology into real operating scenarios and continues to verify the reliability and commercial value of its solutions in high and low-speed scenarios such as trunk logistics, urban sanitation, port terminals, and unmanned logistics.”

“SLIM-Brain establishes new state-of-the-art performance on diverse tasks, while requiring only 4 thousand pre-training sessions and approximately 30% of GPU memory comparing to traditional voxel-level methods.”

“"Function Call (tool calling) is important," everyone says, but do you know that there is a huge wall between "the model can call tools" and "the model can autonomously complete complex tasks"?”

“The DSL model helps Industry 4.0 organizations adapt to growing challenges posed by the projected 18.8 billion IoT devices by bridging operational obstacles and promoting systemic resilience.”

“Claude Code Advent Calendar: 24 Tips shared on X (Twitter).”

“現在のLLM研究における最大の懸念は、コンテキストが長くなるほど初期の指示を失念し、論理が崩壊する「熱死（Contextual Entropy）」です。”

“Microsoft Ignite 2025, where the latest AI technologies were announced one after another, and the entire venue was filled with great expectations and excitement.”

“The company says the update will ensure Waymo’s self-driving cars are better able to recognize and respond to large-scale power outages.”

“Building on this insight, we propose a new nonparametric score-based GoF test through a special class of IPM induced by kernelized Stein's function class, called semiparametric kernelized Stein discrepancy (SKSD) test.”

“Microsoft Ignite 2025 showcased the latest technological advancements.”

“DGSAN leverages a dual-graph spatiotemporal attention network.”

“"It's not elites who change the world, but down-to-earth elites who can change the world."”

“pokiSEC is a Multi-Architecture, Containerized Ephemeral Malware Detonation Sandbox.”

“If this [MicroQuickJS] had been available in 2010, Redis scripting would have been JavaScript and not Lua.”