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Codex survives compaction quite well. Which means for massive refactors or "pass test suite" kind of situations looping can work. I tried it for the MiniJinja port over night and it works. Basically /loop tells pi a) continue until "condition" and b) tweak compaction while loop is active.

Armin Ronacher ⇌

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17,362 views • 5 months ago •via X (Twitter)

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Did you know Cursor can watch output from terminals and take action? It's very extensible. I used it to make a /loop skill, which wakes the agent up on a schedule. Try "/loop until this PR merges" or "/loop 1h check #infra-logs for anything critical". Should I do /goal next?

Did you know Cursor can watch output from terminals and take action? It's very extensible. I used it to make a /loop skill, which wakes the agent up on a schedule. Try "/loop until this PR merges" or "/loop 1h check #infra-logs for anything critical". Should I do /goal next?

Jediah Katz

30,434 views • 1 month ago

Compaction is death Repo Prompt turns deep orientation and planning into a single tool call, so your agent can ship complete features in one context window And when compaction does hit, Context Builder re-anchors them efficiently Big updates soon, but here's how it works today

Compaction is death Repo Prompt turns deep orientation and planning into a single tool call, so your agent can ship complete features in one context window And when compaction does hit, Context Builder re-anchors them efficiently Big updates soon, but here's how it works today

eric provencher

38,616 views • 5 months ago

The future of vibecoding is looping. ( my recent app cnvs has done $5.7k in 5 days and was made primarily with design looping ) you can easily break free from ai slop and create designs that feel artisan and worth paying for. im begging you to bookmark this 10 min beginner guide and start setting up loops, it will change everything for you. Timestamps : 0:27 – The ultra-simple looping diagram explained 1:18 – The best loop to start with: the design loop 1:38 – Using Codex + GPT Image Gen for the mockup 3:57 – Handing the mockup to Claude Code 4:45 – Loop starts (screenshot → compare → iterate) 7:31 – Loop finished : reviewing the result

The future of vibecoding is looping. ( my recent app cnvs has done $5.7k in 5 days and was made primarily with design looping ) you can easily break free from ai slop and create designs that feel artisan and worth paying for. im begging you to bookmark this 10 min beginner guide and start setting up loops, it will change everything for you. Timestamps : 0:27 – The ultra-simple looping diagram explained 1:18 – The best loop to start with: the design loop 1:38 – Using Codex + GPT Image Gen for the mockup 3:57 – Handing the mockup to Claude Code 4:45 – Loop starts (screenshot → compare → iterate) 7:31 – Loop finished : reviewing the result

Max Blade

21,767 views • 23 days ago

i'm a little sick of chatgpt giving me obviously broken code i've found a "micro agent" approach to LLM code generation can work much better the LLM first generates a *test*, and then enters a loop where it generates and iterates on the code until the tests pass source below

i'm a little sick of chatgpt giving me obviously broken code i've found a "micro agent" approach to LLM code generation can work much better the LLM first generates a test, and then enters a loop where it generates and iterates on the code until the tests pass source below

Steve (Builder.io)

544,171 views • 2 years ago

ChatGPT can write you a thousand trading strategies from one sentence. 999 will quietly bleed your account dry. Every single one of them looks like a winner. One method pulls the real one out. Quant desks have run it for years. It's called loop engineering. It's not a smarter prompt. It's a loop: generate a strategy, test it, score why it failed, feed that back, and run it again until one survives data it has never seen. Man Group runs $150 billion. They built an AI that writes and tests hundreds of strategies a week. And second agent whose only job is to hunt the ones that secretly overfit and kill them before a cent goes live. > describe an idea -> backtest 5 years in 12 seconds > read why it died -> feed that back in > run it again until one survives data it never saw AI can write a thousand strategies. Loop engineering is the only thing that tells you which one was ever real. 89% of retail lost money in 2025. Almost none of it from bad ideas. All of it from trading the first guess and never running it through backtest loop. Horizon just put the whole thing in a chat box, free while the beta's open: You're not losing to smarter traders. You're losing to the ones who opened the tab. Anyone can generate a strategy now. Almost no one runs the loop that proves it. That gap is the whole edge. You'll mean to check it later. Later is a "waitlist closed" page.

ChatGPT can write you a thousand trading strategies from one sentence. 999 will quietly bleed your account dry. Every single one of them looks like a winner. One method pulls the real one out. Quant desks have run it for years. It's called loop engineering. It's not a smarter prompt. It's a loop: generate a strategy, test it, score why it failed, feed that back, and run it again until one survives data it has never seen. Man Group runs $150 billion. They built an AI that writes and tests hundreds of strategies a week. And second agent whose only job is to hunt the ones that secretly overfit and kill them before a cent goes live. > describe an idea -> backtest 5 years in 12 seconds > read why it died -> feed that back in > run it again until one survives data it never saw AI can write a thousand strategies. Loop engineering is the only thing that tells you which one was ever real. 89% of retail lost money in 2025. Almost none of it from bad ideas. All of it from trading the first guess and never running it through backtest loop. Horizon just put the whole thing in a chat box, free while the beta's open: You're not losing to smarter traders. You're losing to the ones who opened the tab. Anyone can generate a strategy now. Almost no one runs the loop that proves it. That gap is the whole edge. You'll mean to check it later. Later is a "waitlist closed" page.

cvxv666

165,663 views • 21 days ago

ANTHROPIC LEAD ENGINEER MAKING $2.3M/YEAR JUST LEAKED A 12-PAGE DOCUMENT - AND GOT FIRED 15 MINUTES AFTER PUBLISHING most developers build loops - but almost every loop breaks in one of five ways, and each failure has a symptom visible from the outside without reading a single line of code > Blind loop - the agent waits for a human to hand it work every morning - automating execution but not discovery > Tangled loop - parallel agents share one directory and overwrite each other parallelism that destroys instead of multiplies > Nodding loop - the agent grades its own work and approves it every time a loop that has never said no to itself is broken > Amnesiac loop - results live only in the context window every morning the system wakes up with no memory of yesterday > Manual loop - no trigger a human presses the button to start it that is not a loop that is a script waiting for a person a real loop finds its own work - remembers what it did has something that can say no never lets two agents touch the same file and fires itself on a timer remove any one of the five - and the loop either breaks or never starts 12 pages that changed how I build agentic systems today

ANTHROPIC LEAD ENGINEER MAKING $2.3M/YEAR JUST LEAKED A 12-PAGE DOCUMENT - AND GOT FIRED 15 MINUTES AFTER PUBLISHING most developers build loops - but almost every loop breaks in one of five ways, and each failure has a symptom visible from the outside without reading a single line of code > Blind loop - the agent waits for a human to hand it work every morning - automating execution but not discovery > Tangled loop - parallel agents share one directory and overwrite each other parallelism that destroys instead of multiplies > Nodding loop - the agent grades its own work and approves it every time a loop that has never said no to itself is broken > Amnesiac loop - results live only in the context window every morning the system wakes up with no memory of yesterday > Manual loop - no trigger a human presses the button to start it that is not a loop that is a script waiting for a person a real loop finds its own work - remembers what it did has something that can say no never lets two agents touch the same file and fires itself on a timer remove any one of the five - and the loop either breaks or never starts 12 pages that changed how I build agentic systems today

Sprytix

151,103 views • 4 days ago

Today, we launched browser use inside Codex to further close the build & verify loop for local development! Now, you can ask Codex to build your front end, and test it like a user would by clicking through the app. Codex sees everything a user sees through vision & checks the network/console logs to help debug & fix any issues that it finds. This change brings us closer to fully autonomous coding agents that delivers high quality and tested changes. Watch Codex test my app in the browser, catch & fix a real bug, and doing that loop again with a brand new feature.

James Sun

226,260 views • 2 months ago

Demo 2: human + agent design loop inside Codex. Not every workflow needs the agent to drive everything. You design in Open Design. Codex reviews the output. It can inspect files, open pages, test interactions, critique the design, and turn feedback into the next prompt. Design becomes a human + agent feedback loop.

Demo 2: human + agent design loop inside Codex. Not every workflow needs the agent to drive everything. You design in Open Design. Codex reviews the output. It can inspect files, open pages, test interactions, critique the design, and turn feedback into the next prompt. Design becomes a human + agent feedback loop.

Open Design

20,103 views • 1 month ago

This is not Ai. This is from years ago in Ireland. I saved it on my phone and whenever I feel down and the World is getting to me I watch this on a loop for a mind reset. Works every time. I love the fact there are people out there doing this kind of thing to give others joy. JOY! That is the word. We need more JOY. JOY up your day and watch this on a loop or download it to your phone and do what I do for that JOY refix. Or share this with your friends and give them some JOY. x #joy #bigbird #sesamestreet #love

This is not Ai. This is from years ago in Ireland. I saved it on my phone and whenever I feel down and the World is getting to me I watch this on a loop for a mind reset. Works every time. I love the fact there are people out there doing this kind of thing to give others joy. JOY! That is the word. We need more JOY. JOY up your day and watch this on a loop or download it to your phone and do what I do for that JOY refix. Or share this with your friends and give them some JOY. x #joy #bigbird #sesamestreet #love

Hifi Sean

64,720 views • 2 months ago

I’ve been working on dunk. It’s a terminal diff reviewer where you mark issues inline, then let a coding agent fix them. It started as a fork of hunk, but I stripped it down to the loop I need: review → my comments → agent fixes I’m spending time reviewing code and leaving comments for agents rather than writing code myself. But in most tools, that feedback loop still feels broken. dunk is a simple way to make it work across Claude Code, Codex, Pi, etc.

I’ve been working on dunk. It’s a terminal diff reviewer where you mark issues inline, then let a coding agent fix them. It started as a fork of hunk, but I stripped it down to the loop I need: review → my comments → agent fixes I’m spending time reviewing code and leaving comments for agents rather than writing code myself. But in most tools, that feedback loop still feels broken. dunk is a simple way to make it work across Claude Code, Codex, Pi, etc.

Amir Salihefendić

13,134 views • 1 month ago

system for loop challenges is mostly finished, this is how it will look, there will be predefined circuits that have sets/sequences of loops and loop sections around them, on the video - set of 1 loop and 1 section for quick example

system for loop challenges is mostly finished, this is how it will look, there will be predefined circuits that have sets/sequences of loops and loop sections around them, on the video - set of 1 loop and 1 section for quick example

Andrei Mishanin

27,221 views • 11 months ago

📣 Loop Builder for Divi 5 has arrived, and it's one of the most important features to come to Divi in years. Divi's loop builder is unique in its freedom; you can loop anything without being restricted to a static loop module or container.

📣 Loop Builder for Divi 5 has arrived, and it's one of the most important features to come to Divi in years. Divi's loop builder is unique in its freedom; you can loop anything without being restricted to a static loop module or container.

Elegant Themes

3,093,835 views • 10 months ago

So I created a simple Expo app for remotely connecting to an OpenCode server (running on my mac) so I can remotely control & prompt from my iPad or phone. Not very polished but it works pretty well and its kinda interesting that you can see the feedback loop live.

So I created a simple Expo app for remotely connecting to an OpenCode server (running on my mac) so I can remotely control & prompt from my iPad or phone. Not very polished but it works pretty well and its kinda interesting that you can see the feedback loop live.

ryan vogel

50,706 views • 6 months ago

Word for the week… think about thoroughly and see if you can make meaning of it. Are we in a loop???

Word for the week… think about thoroughly and see if you can make meaning of it. Are we in a loop???

Dr. God Abeg ooo

21,507 views • 5 months ago

Today, the Companion Pass becomes a reality. This is something I brought forward when I was Minister for Social Protection. It means that anyone over 70 can travel for free on the train or the bus, and they can bring a friend with them for free too!

Today, the Companion Pass becomes a reality. This is something I brought forward when I was Minister for Social Protection. It means that anyone over 70 can travel for free on the train or the bus, and they can bring a friend with them for free too!

Heather Humphreys

16,789 views • 9 months ago

Boris Cherny, the engineer who built Claude Code: "I don't talk to an agent anymore. I talk to a loop" a prompt is one instruction you babysit. a loop is a goal the AI works toward on its own: > it plans > does the work > checks itself > fixes what's weak > and repeats until it's done you step out, the work keeps going that's the shift the best engineers quietly moved to. most people hear a line like that and have no idea what it means in practice this breaks it down without the hype: what a loop actually is, when it's worth building, when it's a money trap, and how to run one yourself today watch his clip, then read the article below

Boris Cherny, the engineer who built Claude Code: "I don't talk to an agent anymore. I talk to a loop" a prompt is one instruction you babysit. a loop is a goal the AI works toward on its own: > it plans > does the work > checks itself > fixes what's weak > and repeats until it's done you step out, the work keeps going that's the shift the best engineers quietly moved to. most people hear a line like that and have no idea what it means in practice this breaks it down without the hype: what a loop actually is, when it's worth building, when it's a money trap, and how to run one yourself today watch his clip, then read the article below

Dep

20,529 views • 19 days ago

👤: you said “ride or die” is a song that contains an emotion i needed”. what kind of emotion is that? 🦌: the phrase “ride or die” itself basically means “i’ll be with you until the end, i’ll stay with you forever.” for me, that became a really big message. It can be a love song too, but i wrote it for my fans, and in that sense, i think it might have been the message i needed most at that time

👤: you said “ride or die” is a song that contains an emotion i needed”. what kind of emotion is that? 🦌: the phrase “ride or die” itself basically means “i’ll be with you until the end, i’ll stay with you forever.” for me, that became a really big message. It can be a love song too, but i wrote it for my fans, and in that sense, i think it might have been the message i needed most at that time

ev.

45,011 views • 16 days ago

i’ll never get tired of this song i could loop it over and over and still never get used to it

i’ll never get tired of this song i could loop it over and over and still never get used to it

pixi .☘︎ ݁˖🐚

26,330 views • 7 months ago

Introducing ralph-research plugin. I just adopted the ralph-loop for implementing papers. Mindblown how good this works already. The entire plugin was one-shotted by Claude Code, but it can already code AI paper concepts and run experiments in a self-improving loop. Wild!

Introducing ralph-research plugin. I just adopted the ralph-loop for implementing papers. Mindblown how good this works already. The entire plugin was one-shotted by Claude Code, but it can already code AI paper concepts and run experiments in a self-improving loop. Wild!

elvis

221,360 views • 5 months ago

Can watch this loop all day... which court is your favorite? 🔥😵‍💫 The #EmiratesNBACup begins Tuesday night at 7:00pm/et on TNT and NBA League Pass!

Can watch this loop all day... which court is your favorite? 🔥😵‍💫 The #EmiratesNBACup begins Tuesday night at 7:00pm/et on TNT and NBA League Pass!

NBA

1,973,186 views • 1 year ago