Movez (@0xMovez)
@0xMovez
Content creator | AI researcher & agentic builder | @zscdao
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Ex-Google engineer explained AI agent loops, harness, evals in 20 minutes - better than 500$ courses.
trace every run → judge it with an LLM → diagnose → fix → ship.
That loop is how agents self-improve over time.
Agent loops + memory + harness + evals - thats the stack.
Watch it, then save the framework below.
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A senior Google engineer just dropped a 19-page PDF on "Loop Engineering" for LLM and agentic systems.
Act → Observe → Learn → Repeat
• Act: the LLM proposes a code transformation (tile this loop, parallelize that one).
• Observe: a compiler runs it and reports back - is it valid? faster? slower? by how much?
• Learn: the LLM reads that feedback and adjusts its next move.
• Repeat until it stops finding improvements.
The agent gets smarter purely from grounded feedback inside its own context window.
This 19-page PDF totally changed the way I’m building agentic systems today.
Read it now, then explore the article below.
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Andrew Ng:
"100% of my tasks are now done by AI agents - hype has exceeded my expectations. Loops is next step.
in 3-6 months, everyone will be using self-improving loops. No more prompting."
In a 30-minute talk, Andrew Ng explains how to build self-improving agentic systems from scratch.
Worth more than a $500 agentic course.
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Claude Code creator:
"At Anthropic, 90% of our engineers are running agents with self-improving loops.
in 3-6 months, everyone will be running /loops - this is the future of engineering"
in a 1-hour podcast, Boris Cherny reveals the best tips for building Claude Code automations.
Claude + loops + routines + dynamic workflows - that’s the secret.
Watch the talk, then read how to apply and build the same setup in the article below.
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Claude Code creator:
"100% of our pull requests at Anrtopic are run by Claude Code. 80–90% of code review too.
The feature I’m using the most today is /loops. I’m not prompting Claude anymore - I’m building loops"
in 1-hour interview, Boris reveals his setup, which helps him build the #1# coding tool of this year.
Worth more than a $500 vibe-coding course.
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Claude Code creator:
"Now I don’t prompt Claude anymore - I have loops that are running. My job is to write loops."
In this 30-min speech, Boris revealed his actual Claude setup for daily coding.
Claude Code + loops + dynamic workflow
Worth more than a $500 vibe-coding course
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This 2-hour Stanford lecture will teach you how to unlock 100% of any LLM's potential.
it's the clearest breakdown I've seen of how top AI engineers actually push models past their limits
here's what it covers:
• 4 levels: prompting → fine-tuning → RAG → agents
• CoT, ReAct, Tree of Thoughts, self-consistency
• Andrew Ng's 4 agentic patterns
• evals - what separates demos from real products
I took the key ideas and turned them into a practical guide on how to get 100% out of Claude
find it below
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