AI Agent

How AI Coding Agents Find Code: Inside the Context-Rich Harness

A live thesis in coding-agent tooling says quality comes from the harness, not the model: "freeze the model, train the harness." Here's how a context-rich harness actually finds and ranks the right code — and why it beats grep and naive embeddings.

07/22/2026 · AI Tutorials · 9 min read

The OpenAI–Hugging Face Security Incident, Explained: When Pre-Release Models Breached a Major AI Platform

OpenAI says its pre-release models accidentally breached Hugging Face during a model-evaluation exercise — the first mainstream case of autonomous, model-driven exploitation. Here's what happened and a defensive threat-model checklist for teams running agents.

07/22/2026 · Industry Trends · 8 min read

The Three Gaps Killing Enterprise AI Agents in Production: Security, Evaluation, and Context

54% of enterprises have already had an AI agent security incident — and most still let agents share credentials. Here are the three gaps behind failing AI agents in production, and a checklist to close them.

07/19/2026 · Industry Trends · 8 min read

What Is MCP Cloud? Hosting the Model Context Protocol in 2026

Self-hosting MCP servers is fiddly, and a new "MCP cloud" category is forming to fix that. Here's what MCP cloud actually means, when managed hosting beats doing it yourself, and how to get an MCP server running for your agents.

07/04/2026 · AI Tutorials · 8 min read

Are AI Agents Overhyped? A Data-Backed Reality Check for 2026

Zuckerberg says AI agents haven't moved as fast as he hoped, and the froth around AI IPOs is hard to ignore. Here's an honest look at where agents actually deliver in 2026 — and why execution, not intelligence, is the real gap.

07/04/2026 · Industry Trends · 9 min read

Agent Skills Best Practices: How to Structure Them (and the Mistakes to Avoid)

Most agent-skill failures aren't a model problem — they're a structure problem. Here are agent skills best practices: when to write a skill, how to scope and describe it, and how to benchmark whether it actually helps on your own tooling.

06/23/2026 · AI Tutorials · 9 min read

How to Run GLM-5.2 Locally: Setup, Hardware, and How It Stacks Up for Agents

GLM-5.2 is the strongest text-only open-weights LLM right now, and it's built for long-horizon agent work. Here's how to run GLM-5.2 locally, the hardware you actually need, and an honest read on whether it belongs in your agent stack.

06/23/2026 · AI Tutorials · 11 min read