Don’t overthink it.
• Build a Password Manager to learn file handling, hashing (not full crypto)
• Build a URL Shortener to understand routing, IDs, and persistence • Build a Todo App with deadlines to practice CRUD and basic state
• Build a Web Scraper to learn requests, parsing, and rate limits
• Build a CLI Expense Tracker to master logic, files, and edge cases
• Build a Log Analyzer to work with files, timestamps, and patterns
• Build a Simple Recommender using similarity rules (not ML magic)
• Build an Email Automation Script using SMTP and scheduling
Stop telling Claude, "do this."
Stop telling Claude, "write code."
Stop telling Claude, "fix this error."
You're actually treating a senior AI like a junior intern.
Here are 8 prompts you can copy and paste directly:
Anthropic AI engineer just showed how to give AI agents real memory in 4 steps - and it changes everything
in 28 minutes he shows exactly how agents can remember across sessions, completely free
worth more than any $500 AI engineering course
here's what he covers:
• why agents forget everything between sessions
• memory stores - agents read, write across sessions
• dreaming - agents that improve their own memory
• 95% cache hit rate, so it stays cheap
most people are still copy-pasting context into every new chat - while the people who figured this out are building agents that get smarter every single night
watch full video then read article below
Anthropic engineer showed how one person can run 5 AI agents, that code, test, review, and deploy at the same time.
In 30 minutes they built the whole thing live in one session.
Here's what they cover:
> when to use one agent vs a full team
> how to split work so agents don't step on each other > the exact framework for deciding what each agent handles
that's exactly why, I put together a guide on building agent teams that actually work.
full guide in the article below 👇
Par contre la réécriture sur les duels entre Nuno Mendes et Yamal faut arrêter.
Nuno Mendes est le joueur qui a perdu le + de duels du match, contrairement a Lamine qui en a gagné le + du match.
lamine yamal with his trademark goal, he’s off on a good start to the season with a goal and an assist.
BEST PLAYER IN THE WORLD!
https://t.co/gcKJ7c33cb