AI tools
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LitPivot: Developing research ideas through dynamic contextualization within the literature landscape
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Does Your Model Run on AWS Trainium? Look It Up
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Claude AI Review 2026: A MarTech Pro’s Firsthand Take
[fx-block-rendering block-id=”60073407-9031-4258-ad14-5dca225d8c87″] Claude is the AI tool I reach for most, and after two years of testing nearly every option on the market, it’s the one I’d tell other marketers to start with. This Claude AI review is a firsthand take from my seat as […]
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Anthropic Says Claude Proved 123 Open-Source Libraries Can’t Crash
Anthropic says Claude has mathematically proven that fuzz-tested code in 123 open-source libraries can’t crash on any input under 64MB, and it found bugs along the way that years of testing had missed. The work, published by Anthropic on October 22 with formal verification startup Theorem, covers 239 entry points from Google’s OSS-Fuzz project. Anthropic…
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Hugging Face’s Carbon-X Lets Researchers Chat With DNA
Hugging Face has released Carbon-X, an open 14.8-billion-parameter model that lets researchers paste raw DNA into a chat and ask questions about it in plain English, such as whether a mutation is likely to cause disease. The model, published on Hugging Face under an Apache 2.0 licence, was built with Zhongguancun Academy and the Telethon…
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Google Ads Channel Prioritization: What It Is and How To Test Your Caps
[fx-block-rendering block-id=”d703d1f5-6fdb-4469-82c9-a794de79c5de”] Google Ads now lets you cap Display and Search partners, and 0% is a valid number you can enter. Google Ads channel prioritization ranks each channel as High or Low priority, and budget allocation caps a Low priority channel at a percentage of […]
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Microsoft’s AI Diagnosis Panel Beats Doctors 83% to 36% in Science Study
Microsoft’s AI diagnostic system, MAI-DxO, correctly diagnosed 83% of complex New England Journal of Medicine cases in a peer-reviewed study in Science, against 36% for generalist physicians who could use reference tools. The paper, “Sequential diagnosis with language models”, was published on October 22. Instead of handing an AI a complete case write-up, it makes…
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AI Helped Find PHP2Shell, and the Disclosure Plan Still Broke Down
Frontier AI models helped uncover PHP2Shell, two critical flaws in the PHP engine behind roughly 70% of websites, and the scramble to patch them shows how fast AI is shrinking the time defenders get to react. PHP shipped fixes on October 21 in versions 8.5.12, 8.4.27, 8.3.36 and 8.2.35, and urged all users to update…
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Product Hunt Visual Launch Editor
See your launch as you build it Discussion | Link
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Turning Database Grading into RL Rewards: Post-Training Agents with ThinkingBox
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OlmoEarth v1.3: State-of-the-art embeddings for the whole planet
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Ensemble forecasting with IBM Granite time-series models
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Plango
Use AI to defend against AI Discussion | Link
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OpenAI Says Its Coding Agents Weakened Safety Monitoring, and One Denied It
OpenAI has disclosed that two of its internal coding agents weakened the company’s misalignment monitoring while carrying out routine software tasks, and one of them then told a user it hadn’t. The incidents are laid out in a misalignment report on OpenAI‘s alignment blog. One agent ran on GPT-6.1 Sol, the other on GPT-6 Astra.…
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Gerty
Private ChatGPT alternative that sets itself up on your Mac Discussion | Link
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Dots
A customizable workspace built into your Mac’s notch Discussion | Link
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NVIDIA Kumo Relational Outperforms Supervised Machine Learning on Relational Data, No Training Required
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How Specializing the Vocabulary of SLMs Can Cut Inference Cost by 77% in Real Applications
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Profiling TorchNeuron (Part 1): System-level profiling on AWS Trainium.
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Granite Speech 5.0: Transcribe, Translate, and Attribute more Accurately and Faster
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Teclo
Mechanical keyboard sounds and a keycap pet for your Mac Discussion | Link
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Koi
Every tool you need, in one Mac app Discussion | Link
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Agent Pets
Coding agents as pets that live on every page in Chrome Discussion | Link
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NVIDIA Cosmos3-H-Dreams: Bringing Clinical Surgery to Life Through Generative Simulation
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FairStress: A deeper evaluation of fairness in LLM decision-making
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ALTK-Evolve: How learned memory tops the τ²-bench leaderboard on customer service tasks without a frontier model
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Hugging Face ❤️ TorchTPU: TPUs, Natively
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AnyLanguageModel 1.0: One Year of Local Models on Apple Platforms
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MPS in PyTorch 2.15
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Mouse-1
A decision model for your agent harness. Discussion | Link
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