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Anthropic senior engineer just dropped a 1-hour course on building self-learning agentic systems with loops & graphs: • 00:19 - how Claude Code actually works • 14:20 - long horizon agents CLAUDE.md & Plan mode • 23:38 - Claude "skills" design patterns for agents • 44:01 - building agents...

69,753 views • 2 months ago •via X (Twitter)

16 Comments

Hussain Hashim | Building SundayBack's profile picture
Hussain Hashim | Building SundayBack2 months ago

@0xCodez digging into the Claude "skills" section opened my eyes. I hit a wall myself on agent design until I reconsidered skill planning.

Movez's profile picture
Movez2 months ago

amazing workshop with Claude Code team !

Codez's profile picture
Codez2 months ago

yeah, one of the best watch on building agents with Claude in my opinion !

Suede Labs AI's profile picture
Suede Labs AI2 months ago

The part after the loop deserves a timestamp too: who checks the result, and what earns another iteration? Our Agentic Adderall stack puts adversarial review inside the run. Otherwise you have invented a very confident while(true).

Dante Emanuel's profile picture
Dante Emanuel2 months ago

This video is from April ?

helicerat's profile picture
helicerat2 months ago

legendary watch, i'm building the same loops right now. thx bro

catman's profile picture
catman2 months ago

the 14:20 section is the one i’d watch first, because CLAUDE.md and plan mode encode persistent guidance without pretending the model has durable memory. does the course show how those instructions are kept from becoming stale or contradictory?

swarly's profile picture
swarly2 months ago

is there a youtube link for this?

ethan du's profile picture
ethan du2 months ago

The loop matters less than who validates it. Same model proposing and marking it passed converges on its own blind spots. We split that into three roles with no shared context — find the issue, fix it, accept it — because self-review confirms, it doesn't catch.

Christopher Dean's profile picture
Christopher Dean2 months ago

plan mode + skills is the real unlock

Loong🐉's profile picture
Loong🐉1 month ago

an hour long course from a senior anthropic eng covering how Claude Code actually works under the hood — long horizon agents and skills design patterns are exactly the parts the docs skip. saving this one.

Alex Stone's profile picture
Alex Stone2 months ago

The long-horizon agents section is the one to watch.

John Doe's profile picture
John Doe2 months ago

Hi, I'm here today to teach you how can you use a huge amount of tokens.

Shon Pazarker's profile picture
Shon Pazarker2 months ago

A course is useful when it changes the system you ship, not when it adds another hour to your watch list.

kepo's profile picture
kepo2 months ago

great explanation about loop engineering

Luke Smith's profile picture
Luke Smith2 months ago

The 'latest' best model in the video is Opus 4.7 - so this video must be from back in April? A fair bit has changed since then. But still useful

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