Claude Code Alchemy: 7 Steps to Transform Your AI Coding Assistant from 'Works' to 'Works Well'
Seven concrete steps—from CLAUDE.md to Hooks to AutoResearch—to transform Claude Code from a generic tool into a personalized development partner.
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Long-form analysis at the intersection of AI and life sciences — all spells, sorted by time.
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Your First AI Agent: A Survival Guide from "What the Heck is an Agent" to "It Actually Works"
## Opening: Why You're Stuck LinkedIn is flooded with people saying "I built an AI agent that...". You decide to follow a tutorial. You fall into the LangChain
Why Your AI Assistant Forgets Everything: The Brutal Evolution of Three Engineering Paradigms
# Why Your AI Assistant Forgets Everything: The Brutal Evolution of Three Engineering Paradigms > **TL;DR**: Your carefully trained AI forgets you the instant
Stop Blaming AI for Being Dumb — Your Agent Doesn't Need a Bigger Brain, It Needs an Operating System
Why do AI Agents always crash on long-running tasks? The answer isn't in the model—it's in "harness engineering," the operating system for Agents.
Karpathy's Agent Manifesto: You're Not Writing Code Anymore — You're Conducting an Orchestra
Andrej Karpathy stopped writing code by hand in 2024. Not from burnout — from evolution. His framework for AI-orchestrated development is the clearest preview we have of what software engineering becomes next.
AI Makes You Code Faster. It Doesn't Make You Ship Faster.
AI tools speed up the coding part. They leave code review, testing, CI/CD, and deployment completely untouched. Your team's AI adoption might be at 100%. Your shipping speed improvement might be at 0%. That is a systems problem, not a model problem.