AI Agent Architecture: From Harness to Self-Evolution

Diagram of AI agent architecture showing the model wrapped by a harness, loops, and self-evolving layers

Let me start with a confession that should worry you slightly. The large language model at the heart of every “AI agent” you’ve read about is, on its own, utterly helpless. It cannot remember what it did five minutes ago, press a button, read a file, run a test, or check whether its own brilliant …

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Why “Act As An Expert” Prompts Make AI Dumber | 2026 Guide

In 1974, the legendary physicist Richard Feynman stood before the graduating class at Caltech and told them a story about the South Sea islanders. During World War II, these islanders had watched magnificent flying machines descend from the sky, bringing with them endless supplies of cargo. When the war ended and the planes stopped coming, …

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When AI Becomes the Hacker

The Claude Mythos leak proves AI can now autonomously hunt zero-day vulnerabilities. Dr. Amita Kapoor breaks down the threat to legacy enterprise cybersecurity.

Agentic AI Engineering: 5 Lessons from the Claude Code Leak (TL;DR)

When the Claude Code source code leaked, exposing 512,000 lines of proprietary architecture, it didn’t cause an industry panic—it sparked an epiphany. The core autonomous execution loop was surprisingly simple. In fact, it was so architecturally transparent that a developer rebuilt a functional Python port over a single weekend using LLMs. This revelation accelerates a …

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