How LLMs Actually Work
OpenAI’s GPT models and Meta’s LLaMA-family use transformer architectures that convert text into token IDs, then map each ID to a dense vector via an embedding matrix. These vectors are combined with positional encodings…
Large language model (LLM) news — GPT-4, Claude, Gemini, Llama, Mistral and the latest research on training, fine-tuning, RLHF, and deployment of LLMs.
OpenAI’s GPT models and Meta’s LLaMA-family use transformer architectures that convert text into token IDs, then map each ID to a dense vector via an embedding matrix. These vectors are combined with positional encodings…
A developer has created a guide for running coding agents like Codex CLI, Claude Code, and Cursor entirely on local hardware using Ollama, eliminating the need to send proprietary code to third-party servers. The setup, …
A developer built a Quantified-Self RAG (Retrieval-Augmented Generation) system that ingests a decade of personal medical records from messy PDF scans using Unstructured.io, Sentence-Transformers, and Qdrant. The pipelin…
Frontier AI models from companies including OpenAI and Anthropic still trail human performance on belief-state tracking, a core component of Theory of Mind that is essential for multi-agent cooperation, according to a ne…
A developer benchmarked 10 AI models across three wire formats—GCF, TOON, and JSON—and found that GCF achieved 100% comprehension and generation accuracy on frontier models like Claude Sonnet and Gemini 3.5 Flash, while …
Meta confirmed yesterday that a bug in its Meta AI chatbot allowed attackers to hijack at least 20,225 Instagram accounts between April 17 and early June 2026. The vulnerability enabled the chatbot to send password-reset…
Anthropic shipped Claude Opus 4.8 this week, the third Opus generation in four months, revealing a migration cadence that now requires teams to update production agents every six to ten weeks. The accelerating release pa…
A solo developer built a Claude-powered code review bot that runs on every pull request via GitHub Actions, posting structured JSON findings for semantic bugs while refusing to overuse the API. The system uses forced too…
A developer has released four free, ready-to-import n8n templates that integrate Anthropic Claude AI into automation workflows. The templates, available on GitHub, enable tasks such as an AI assistant for LINE messages, …
At Microsoft Build 2026, the company unveiled Microsoft IQ, a unified intelligence layer that turns organizational context into a platform for AI agents. The product exposes context from Microsoft 365, Fabric, Foundry, a…
A developer has launched a GitHub repository organized by stock ticker symbols, designed to preserve AI-generated financial research that is typically lost after a single query. The project allows anyone to contribute an…
A solo developer automated the overnight renewal of 196 blog posts on aicoreutility.com using Gemini Flash-Lite, after Google AdSense rejected the site for "insufficient content quality." The pipeline archived 31 low-val…
Three forces are reshaping AI cost structures as major buyers substitute cheaper models for expensive ones. Coinbase routed prompts to cheaper models to keep costs flat while token usage grew exponentially, Lindy saved m…
Large language models have reached a hard limit in their ability to handle multi-step, coherent tasks due to their stateless, pattern-matching design, forcing industries to build external components for planning and memo…
OpenAI transformed ChatGPT into an enterprise-focused superapp with coding tools and AI agents, ending the chatbot-as-product era. New research quantified token usage in AI coding workflows, revealing code review as the …
OpenAI introduced Lockdown Mode to block outbound network requests that could exfiltrate sensitive data during the final stage of a prompt injection attack. The feature does not prevent prompt injections from appearing i…
OpenAI has introduced a Lockdown Mode for ChatGPT that restricts connected tools and integrations to prevent data exfiltration, responding to evidence that LLM-connected tooling serves as a viable vector for leaking sens…
AI providers are quietly reducing model quality and throttling capacity as demand outpaces infrastructure supply, according to an analysis by a senior director at AMD's AI group. The study of 6,852 Claude Code sessions f…
A speculative proposal argues that training massively overparameterized neural networks with extremely high learning rates on small, diverse datasets could trigger a "catapulting" effect, producing human-like generalizat…
Microsoft Azure CTO Mark Russinovich gave Anthropic's Claude Opus 4.6 a raw 6502 machine-language binary he wrote as a teenager in 1986 for the Apple II, with no source code or documentation. The AI decompiled the binary…