Agents
11 items tagged Agents.
Articles
Everyone Shipped Agent Isolation. Nobody Agreed on What From.
Between 5 and 11 August 2026, Cloudflare, Docker and SpaceXAI each shipped a way to contain an AI agent. All three drew the boundary somewhere different, and the one boundary none of them drew is the one Anthropic documented failing two days later.
MCP Went Stateless and Left the Tool Descriptions Alone
The largest MCP revision since launch rewrote the transport and hardened authorization. It says nothing about sanitizing tool descriptions, nothing about a trust boundary around tool metadata, and nothing about provenance. That is a choice worth naming.
Cost Per Finished Task
Bun's Rust rewrite cost 165,000 dollars in tokens and shipped. Uber caps each engineer at 1,500 dollars a month. The per-token price is now the least interesting number in the sentence.
The Best Agent Scores 25.6 Percent
Harbor-Index distilled 82 tasks from 54 benchmarks and the leader passes a quarter of them. Meanwhile the standard way of validating an LLM judge was shown to overstate agreement by 33 to 41 points.
Agentic Search Lost to a Vector Index
On repository code questions, semantic search answered 65.2 percent correctly against 46.2 for a planner-and-subagent system, at less than half the cost. The largest failure category was the handoff itself.
The Agent - an Azure AI Intelligence App
Tying it all together into an intelligent agent that helps manage Azure.
What an AI Agent Actually Is
Everyone says 'agent' like it's magic. It isn't; it's a loop. Here's the whole idea in plain English.
Tool Calling: How an LLM Actually Does Things
How a text-only model reaches out and acts on the real world.
Projects
Diagrams
- AI Orchestration Control Plane
- Agent State + Replay Pipeline