Tags › #AI agents 9 posts
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Picking the Wrong Agent Topology Is Your Most Expensive Mistake
Five multi-agent design patterns — with a decision guide for when each one earns its complexity and when it will burn you.
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The Agent Harness Pattern: What Poker Taught Me About Multi-Agent Systems
How a Texas Hold'em simulator became a blueprint for any domain where autonomous agents compete, negotiate, and adapt — turn by turn.
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Building a Self-Improving Personal Knowledge Base Powered by LLM
Inspired by Andrej Karpathy's post on LLM knowledge bases, I built a system where Claude Code skills manage a personal wiki end-to-end — ingesting raw content, compiling concept articles, synthesizing connections, and answering questions. You never touch the wiki. The LLM owns it.
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Multi-Agent Patterns: Swarm, Teammates, and the Coordinator
Claude Code can run multiple Claude instances in parallel within the same process. Here's how in-process teammates, permission sync, and coordinator mode work — and what it means for building your own multi-agent system.
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Security Without a Sandbox: How Claude Code Decides What It's Allowed to Do
Claude Code runs shell commands, edits files, and makes network requests on your machine — without a kernel sandbox. Here's the permission model that makes this safe enough to ship.
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The Tool Use Loop: How Claude Code Executes Code, Edits Files, and Talks Back
A tool call is a structured JSON request from the LLM to run a named function. Here's exactly how Claude Code handles the full lifecycle — from API call to file edit to loop continuation.
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Demystifying Claude Code: Inside the Architecture of a CLI Code Agent
Claude Code is one of the most widely used AI coding tools and one of the least understood. We read the source so you don't have to.
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The Harness Is the Moat: Why Autonomous AI Agents Live or Die by Their Architecture
Model quality is commoditising. The durable competitive advantage in 2026 is harness architecture — the deterministic enclosures that make probabilistic agents reliable. A deep analysis of the four architectural primitives every production harness must implement, and how Autoresearch, Ralph Loop, Superpowers, and GSD each solve them differently.
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From Vibe Coding to Harness Engineering: How to Actually Ship AI-Assisted Software
Vibe coding gets you a working prototype in 10 minutes. Harness engineering is how you ship it to production. Here's the difference, why it matters, and how to make the transition.