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⚡ AI Lessons

Dev.to · Laurent DeSegur
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
The Eighty-Year Argument: Who Owns World Models?
In April 2026, Yann LeCun responded on LinkedIn to a charge that he had failed to credit Juergen...

Dev.to · Laurent DeSegur
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
How the Multi-Agent Swarm Actually Works
Claude Code can run multiple agents at the same time. A leader agent orchestrates workers that run in...

Dev.to · Laurent DeSegur
3mo ago
Cross-Session Lessons in Carnival9: How an Agent Remembers What Worked
The problem nobody admits is hard An agent runs the same task twice and makes the same...

Dev.to · Laurent DeSegur
💻 AI-Assisted Coding
⚡ AI Lesson
3mo ago
Two Ends of the Token Budget: Caveman and Tool Search
Every Claude Code session has a single budget: the context window. Two hundred thousand tokens, give...

Dev.to · Laurent DeSegur
💻 AI-Assisted Coding
⚡ AI Lesson
3mo ago
Five Atomic Skills, Two Approaches: Claude Code and a Paper
The Paper's Claim In late 2025, a paper appeared on arXiv arguing that the way the field...

Dev.to · Laurent DeSegur
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
How Claude Code Remembers (And Forgets): The Memory and Persistence Architecture
Claude Code processes thousands of lines of code, generates insights, solves bugs, discovers...

Dev.to · Laurent DeSegur
⚡ AI Lesson
3mo ago
The Upstream Proxy: How Claude Code Intercepts Subprocess HTTP Traffic
When Claude Code runs in a cloud container, every subprocess it spawns — curl, gh, python, kubectl —...

Dev.to · Laurent DeSegur
💻 AI-Assisted Coding
⚡ AI Lesson
3mo ago
How Tool Search Defers Tools to Save Tokens
Claude Code can use dozens of built-in tools and an unlimited number of MCP tools. Every tool the...

Dev.to · Laurent DeSegur
💻 AI-Assisted Coding
⚡ AI Lesson
3mo ago
How Claude Code Extends Itself: Skills, Hooks, Agents, and MCP
The Problem You want Claude Code to know your team's conventions, run your linter after...

Dev.to · Laurent DeSegur
💻 AI-Assisted Coding
⚡ AI Lesson
3mo ago
What Happens When Claude Code Calls the API
The Problem You type a message. The model needs to see it, along with every previous...

Dev.to · Laurent DeSegur
🚀 Entrepreneurship & Startups
⚡ AI Lesson
3mo ago
94% Exposed, 30% Adopted: Why Engineering Leaders Need to Rethink How They Hire
Anthropic's own economist says the "Great Recession for white-collar workers" is possible....

Dev.to · Laurent DeSegur
🔐 Cybersecurity
⚡ AI Lesson
3mo ago
How Bash Command Safety Analysis Works in AI Systems
Most people think validating shell commands is simple. Scan for rm, block eval, done. It's...

Dev.to · Laurent DeSegur
3mo ago
OpenAI Just Shipped a Plugin So Codex Runs Inside Claude Code
The real story isn't the three commands. It's the admission hiding inside the...
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