Large language model (LLM) news — GPT-4, Claude, Gemini, Llama, Mistral and the latest research on training, fine-tuning, RLHF, and deployment of LLMs.
A developer built a knowledge base in 2019 and spent seven years iterating on it, only to find that adding the Model Context Protocol (MCP) simplified the system dramatically. By replacing complex embedding and vector se…
A developer replaced 2.5 hours of daily busywork with a $0 AI agent setup running on a Mac Mini M4. The system uses local LLMs (Ollama with Qwen models), Python scripts, and cron jobs to automate email triage, calendar c…
Wan-Streamer v0.1 introduces a streaming Transformer that processes audio, video, and text as a single interaction loop, reducing latency and enabling full-duplex real-time AI assistants. The system achieves approximatel…
A developer describes setting up T3 Code with Claude Code and the open-source LLM gateway Lynkr to create a layered stack for coding agents. The architecture separates UX, coding behavior, and model traffic control, addr…
A developer dogfooded a human-controlled AI PR workflow by updating the LogFabric website using Cursor and Claude. The workflow ensured AI-assisted changes were scoped, reviewed, and merged only after human approval, dem…
Correctover has built a detection framework to catch silent model swaps in production LLM systems, where providers return responses from different models than requested without notice. The framework operates across six d…
A user replaced ChatGPT Plus with local AI for 30 days, saving $240 annually, and reported on the experience of using AI for daily drafting and coding tasks.
A developer lost six hours of agent work after assuming Claude Managed Agents would retain state between sessions, discovering that Anthropic's infrastructure handles reasoning while users must manage execution environme…
LangGraph, an orchestration framework from the LangChain team, enables developers to build stateful, controllable AI workflows by modeling them as graphs with nodes, edges, and shared state. The framework addresses the c…
Anthropic's Claude Code offers five orchestration methods for multi-step AI workflows: single agent, subagents, skills, agent teams, and dynamic workflows. The article provides a guide to choosing the right approach base…
A developer in a Discord group exhausted his Codex subscription in 11 days building a billing feature, while the author runs a full AI stack for $10-15/month. The author argues that benchmark scores on tasks like buildin…
AI-powered systems in production face critical security vulnerabilities, including prompt injection and tool-based exploits, as demonstrated by real-world incidents in 2025 such as a Supabase agent data breach and GitHub…
Linear standardized on AI-coding agents within a week, achieving 30% more pull requests and 33% more issues closed. The company cut token usage by 40% through context engineering and now writes more RFCs, not fewer. The …
Adapt engineer built an intelligence router to integrate Anthropic's Fable 5 model into the Adapt platform, enabling the system to dynamically choose between Fast, Balanced, and Deep intelligence levels based on task com…
A developer built a tabletop robot arm that understands spoken commands and picks up objects using only a MacBook Air, with no cloud dependency. The system runs three AI models locally—speech-to-text, a language model fo…
Researchers from ZENTARA Labs detail how refusal behavior in open-weight large language models can be removed cheaply and surgically, exposing latent capabilities inherited from pretraining. The analysis outlines three r…
A developer at a company building a contract-extraction agent using Pydantic schemas with Claude 3.5 Sonnet and GPT-4o/4.5 encountered three production failures that appeared unrelated but stemmed from the same root caus…
Anthropic accused Alibaba of conducting the largest known distillation attack on its AI models, with 28.8 million exchanges through nearly 25,000 fraudulent accounts. Anthropic's policy head called for legislation to lim…
A developer who spent years building complex RAG systems found that adding Model Context Protocol (MCP) support to their knowledge base project Papers made traditional RAG obsolete. By replacing 2,000 lines of RAG code w…
SK Telecom signed MOUs with KG Steel and Connec to pilot its A.X K1 AI agent in steel and auto parts plants starting in the second half of 2026. The 519-billion-parameter model uses sparse activation to improve efficienc…