Twelve Guardrails for AI Agents: The Harness Design Patterns Behind Claude Code
That impressive AI agent demo you saw on Twitter? It probably falls apart in three minutes of real-world use. Not because the model is weak — because nobody bui
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The Memory Wars of Four AI Coding Assistants: The Design Philosophies Behind CLAUDE.md, AGENTS.md, and GEMINI.md
You thought CLAUDE.md was just a config file? It decides whether your Agent recognizes you. Four tools, four completely different memory designs.
Does AI Have Emotions? The Surprising Discovery of 171 Emotion Vectors
Here's something that might unsettle you: when Anthropic researchers artificially amplified a "desperation" vector inside Claude, the model's tendency toward bl
Knowledge Compilation Over Knowledge Retrieval: Karpathy's New Second Brain Paradigm
You've been collecting articles for three years. A thousand notes in Notion. But when you actually need something, you open a new Google tab.The problem isn't t
The Virtual Filesystem Revolution: Why AI Using grep Beats RAG
RAG has become the default architecture for AI applications. Chunk your documents, store them in a vector database, retrieve the relevant pieces, hand them to t
Vibe Coding Isn't Winging It — Plan-Execute-Verify Is How AI Coding Actually Works
"Just tell the AI to write it" has become standard practice for engineers. But data shows that 45% of AI-generated code contains security vulnerabilities. The p