Anthropic engineer:
"At Anthropic, we don't write prompts anymore
We build loops"
In just 42 minutes, she shows how the Claude team builds loops that prompt themselves
Agents → Loops → Graphs → Self-Improving Systems
If this were a $400 course, people would call it one of the best agent courses of the year
But it's completely free
And it's better than most paid agent engineering courses
Watch it today
Then use the step-by-step graph engineering guide
I'm officially done reading AI-generated code.
It's been two weeks since I looked at any of it.
I think the IDE is officially on its way to the graveyard. The job is no longer about "writing code," so we need new tools that better reflect this new reality.
While reviewing the code, I realized my only complaints were stylistic, and I wasn't finding any obvious bugs anymore.
The more code I generated, the harder it became to keep track of every line. I found that my time is better spent designing ways to verify that the overall system works than looking at the code.
State-of-the-art coding agents are better at writing code than I'd ever be, and I'm going to stop pretending otherwise.
I still think these coding agents can't go too far without an experienced human guiding them, but we're past the point where we need to check every line of code.
Eric Schmidt says developments in AI that are coming include 1000-step chain-of-thought reasoning and post-Transformers architectures, driven by a belief in the market that the invention of intelligence has infinite return
I just cracked the code on AI animation ads 🤯
every one of these cost me 12 cents and under 20 seconds to make
Gemini Omni + Claude Code is f*cking wild.
i built a system that turns any product into an end-to-end AI animated ad in ANY style you want.. claymation, pixar-style 3D, anime, paper cutout, lego, you name it
you drop in your product photo and a one line pitch and it handles everything end to end. images, video, voiceover, music, captions, all generated with AI inside Claude..
AI animation ads are crushing on Meta right now and everyone still assumes you need an expensive editor with a 3-week turnaround time to make one. you don't. you just need the right workflow.
Im making full end to end high quality AI animation ads in under 3 minutes with this system
and they work just as hard organically on TikTok, reels and shorts
so i packaged the whole thing up…
here's what you're getting:
> every prompt i used across all 8 steps
> the exact tool stack + the order to run it in
> style recipes for claymation, pixar, anime, wes anderson, retro cartoon + CGI
> one system that works for paid Meta AND organic
built across Claude Code and Gemini Omni
RT + reply 'STYLES' and i'll send it over (must be following so i can dm)
I put the entire Claude Code GTM Engineering Playbook into ONE Notion doc.
8 sections. No fluff.
- How to get set up correctly from day one: Pro plan, terminal install across Mac, Linux, and Windows, GUI install via Antigravity or VS Code, and bypass permissions mode
- What to put in your project brain file, what to leave out, and how to get Claude to update it automatically when it keeps making the same mistake
- How to run plan mode step by step and when to skip it for simple tasks
- How to build a skill file from scratch, fix one that keeps failing, and install 5 GTM skills worth building first: lead scraping, email labeling, proposal generation, outbound sequence writing, and client onboarding
- MCP install process, token cost checks after every install, the best MCPs for GTM work, and how to cut token usage by 50 to 100x by converting MCPs into skills
- Sub-agents and agent teams: the 3 cases where they earn their cost, reliability math for parallel runs, and how to enable parallel variant exploration
- What is eating your context before you type anything, how to use /compact and /clear correctly, and model selection for parent vs sub-agents
- Modal deployment: any skill as a live URL in under 2 minutes, form interface setup, and connection to n8n, Make, or Zapier
This is the setup I would have KILLED for before spending months piecing together how to actually get productive in Claude Code from documentation, YouTube tutorials, and scattered GitHub threads.
Like + comment "CODE" and I'll send it over
(must be connected for priority access)