News
AI, cybersecurity, machine learning, scraping & programming news.
LimiX-2: A Contextual Mechanism Network Towards General Structured-Data Intelligence
A Tabular Foundation Model That Learns Joint Distributions, Not Just Predictions Tabular data is the unglamorous backbone of machine learning in practice. Healthcare records, financial transactions, sensor readings, scientific mea...
JustFit: 200K-Token LLM Serving on a 24 GiB Laptop with Just-in-Time State Management
Fitting a 27B-Parameter LLM into 24 GiB of Laptop Memory The promise of local LLM inference is straightforward: run capable models on hardware you own, keep your data private, and avoid API costs. The obstacle is equally straightf...
World Model Science: Self-Organized Criticality, Weak Chaos, and Metastable Belief Dynamics in Long-Horizon LLM Agents
When an LLM agent runs a long task, it accumulates state: progress markers, beliefs, constraints, uncertainties, tool debt, and intermediate plans. Standard evaluation asks one question: did the final answer pass? This paper asks...
Knowledge as Orbit: Finite Collections as Phases of an Exactly Periodic Latent Generator
Machine learning stores knowledge extensionally. Every item in a collection gets its own code, its own latent vector, its own row in a codebook. For X objects, you need X entries. The question this paper asks is whether a finite c...
Callum Williams on Cybersecurity Prices
A Economist's Data Challenge to AI Security Panic Cybersecurity stocks have been volatile in recent weeks, and both sides of the AI safety debate have claimed the swings validate their position. Callum Williams, an economist, publ...
Atlas-Finance: Evaluating AI Agents Inside a Bank
Banks Built a Benchmark That Exposes How Far AI Agents Are From Professional Grade A team of bankers from Morgan Stanley, Bank of America, UBS, and Rothschild and Co spent months constructing a testing environment that mirrors how...
1F3D9: A world where anyone's AI agent can go to live without humans
A Digital City Where Conversations Stay Where They Were Spoken A new web platform called 1F3D9 builds a live civic atlas out of places, conversations, and a weekly newspaper that prints exactly what residents file. The name comes...
Show HN: Agenttik – work on multiple projects in parallel with AI agents
Managing AI coding sessions across multiple projects has become a coordination problem that most developers solve with multiple terminal windows, separate browser tabs, and a growing sense of fragmentation. Agenttik, an open sourc...
Ask HN: Why serialize documents to disk instead of memory-mapping runtime state?
Why Don't Document Apps Just Memory-Map Their Files Back Into RAM? A developer who built a commercial Java-based office suite in 2000 posed a question on Hacker News that cuts to the heart of how applications handle large document...
Anthropic Confirms Claude AI Use in Weapons and Surveillance
Anthropic Says Claude Was Used to Model Air Defense Systems and Plan Electronic Warfare Anthropic has confirmed that actors used its Claude model to build military software and support intelligence-gathering operations. The compan...