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Guides, playbooks, and deep dives on running AI agents for real work.

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Ideas & Playbooks

ai models

Stop Picking a 'Best' AI Model. Build a Routing Layer Instead.

Five frontier AI models compete on price in July 2026. The operator move is not picking a winner. It is routing each task to the right model at the right cost.

July 11, 2026

j-space

How Do You Trust an AI Agent That Works Without You? Anthropic's J-Space Has an Answer.

Anthropic's J-Space research lets researchers read what Claude thinks but does not say. Here's why that matters for anyone running autonomous AI agents.

July 9, 2026

loop engineering

Loop Engineering in Claude Code: The Practical Guide to /loop, /goal, and Scheduled Tasks

How to use Claude Code's three scheduling primitives to run AI agents that monitor, fix, and ship on autopilot. Patterns, guardrails, and the cold-start problem.

July 9, 2026

claude cowork

What Is Claude Cowork? The Background AI Agent That Keeps Working After You Close Your Laptop

Claude Cowork runs AI agent sessions remotely across devices. Here's how background agents change the way operators build, ship, and reclaim their time.

July 9, 2026

claude code

Claude Code Loops: Why Most Fail and How to Fix Them

Claude Code loops repeat agentic tasks automatically, but most fail because they loop over empty context. Here is how to load the brain before the loop runs.

July 8, 2026

agentic ai

Why AI Agents Forget Between Runs (And How to Give Them Long-Term Memory)

AI agents forget because they cold-start every run. The fix is a persistent second brain of standards and decisions loaded before the agent acts.

July 8, 2026