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Agentic AI systems are maturing from prototypes into production-grade infrastructure, with vLLM's Micro-Agent framework demonstrating that serving-layer orchestration can match or beat frontier models without retraining.…
Google's new whitepaper argues that the AI model itself accounts for only 10% of system performance, while the surrounding harness—instructions, tools, guardrails, and testing—makes up the other 90%. Companies that obses…
Microsoft Principal Developer Advocate Waldek Mastykarz published a blog post arguing that testing large language models in empty chat sessions is methodologically flawed, as models have no preferences—only context. The …
Adrian Hornsby, former AWS principal engineer and founder of Resilium Labs, argues that engineering organizations fail to learn from incidents because they seek a single root cause rather than understanding the complex i…
Amazon Bedrock AgentCore harness is now generally available, enabling developers to build production-grade AI agents in minutes with two API calls. The managed abstraction handles sandboxed compute, memory, identity, and…
A software founder details how local Qwen models have provided real value for his business, paying for a GPU within months, but warns of infinite loops and hallucination risks, especially when quantized for consumer hard…
Andrej Karpathy released a 200-line pure-Python implementation of GPT on February 12, 2026, designed to help developers understand large language models from first principles. The microgpt project includes a guided walkt…
A security researcher earned $500,000 from Google's Vulnerability Reward Program after using AI to automatically fuzz Google's internal APIs at scale. The researcher collected over 60,000 API keys from Google apps and se…
A security researcher and his collaborator collected over 60,000 Android APKs, decrypted Google iOS apps, and built a Chrome extension to intercept network traffic in order to harvest Google API keys. Using those keys to…
A software company that set a goal to double its R&D productivity within 12 months using AI-assisted engineering achieved the target in nine months, with time to spare. The organization, which serves 30,000 businesses an…
GitHub released a new Copilot desktop app in technical preview at Microsoft Build, designed as an agent-native control center for developers managing multiple AI agents in parallel. The app provides a unified "My Work" v…
While employee use of AI tools like ChatGPT and Claude offers productivity benefits, it also creates security risks by allowing company data to leave the organization without standard controls. It recommends against simp…
The article describes the author's experience implementing LZ4 decompression algorithms across multiple legacy 8-bit and 16-bit CPUs, including the Z80, Intel 8080, 8086, and 6502. The author explains how constraints fro…
The article explains how to create custom Docker sandbox templates for running AI agents safely in isolated microVMs, building on a previous post about using the Docker sandbox tool (sbx). It provides step-by-step instru…
No reliable, dated dataset measuring Cursor against GitHub Copilot's market share existed as of November 15, 2026, according to Shattered, which instead published a roughly 270-line standard-library Python kit that reads…
Six major LLM leaderboards reviewed side by side on November 10, 2026 named four different models as best, with LMArena's text board ranking Gemini 4 Carbon first, the Artificial Analysis Intelligence Index and LiveBench…
Ollama's local API at http://localhost:11434 validates no credentials, so self-hosted users must build their own authentication layer in front of it, according to a tutorial published by Shattered.io covering Ollama v0.4…
A developer argues that compiling .NET solutions and passing unit tests do not guarantee architectural integrity, illustrating how a Clean Architecture order-management application can silently violate the Dependency Rul…
A new service called Leadgen (leadgen.adrianhomelab.com) offers free, read-only JSON access to Romania's official business registry via a REST API and an MCP server usable in Claude and Cursor, drawing on ONRC and Minist…
Google's Gemini 4 Argon and OpenAI's GPT-6.1 Sol carry identical API list prices of $2 per million input tokens and $10 per million output tokens, but Google's introductory Argon rate ends November 30, 2026, when it rise…