# ![@ryancarson Avatar](https://lunarcrush.com/gi/w:26/cr:twitter::14763.png) @ryancarson Ryan Carson

Ryan Carson is utilizing AI tools, specifically mentioning his work with Ampcode, which now uses GPT-5, and experimenting with other tools like DSPy and AgentKit from OpenAI. He also shared his experience with programmatically managing and improving agent prompts using DSPy via a TypeScript port. Additionally, he discussed his 3-prompt system for AI development, which has gained significant attention with over [-----] stars on its repository.

### Engagements: [-------] [#](/creator/twitter::14763/interactions)
![Engagements Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::14763/c:line/m:interactions.svg)

- [--] Week [---------] +2.50%
- [--] Month [---------] -1.70%
- [--] Months [----------] +253%
- [--] Year [----------] +1,769%

### Mentions: [--] [#](/creator/twitter::14763/posts_active)
![Mentions Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::14763/c:line/m:posts_active.svg)

- [--] Month [--] -29%
- [--] Months [---] +32%
- [--] Year [---] +219%

### Followers: [-------] [#](/creator/twitter::14763/followers)
![Followers Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::14763/c:line/m:followers.svg)

- [--] Week [-------] +0.94%
- [--] Month [-------] +4.50%
- [--] Months [-------] +11%
- [--] Year [-------] +18%

### CreatorRank: [------] [#](/creator/twitter::14763/influencer_rank)
![CreatorRank Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::14763/c:line/m:influencer_rank.svg)

### Social Influence

**Social category influence**
[technology brands](/list/technology-brands)  36.52% [finance](/list/finance)  3.48% [celebrities](/list/celebrities)  1.74% [social networks](/list/social-networks)  1.74% [musicians](/list/musicians)  0.87% [cryptocurrencies](/list/cryptocurrencies)  0.87% [countries](/list/countries)  0.87% [stocks](/list/stocks)  0.87%

**Social topic influence**
[openclaw](/topic/openclaw) #755, [code](/topic/code) #3493, [this is](/topic/this-is) 6.96%, [claude code](/topic/claude-code) #899, [in the](/topic/in-the) 5.22%, [ai](/topic/ai) 5.22%, [future](/topic/future) 3.48%, [if you](/topic/if-you) 3.48%, [the new](/topic/the-new) 3.48%, [build](/topic/build) #1014

**Top accounts mentioned or mentioned by**
[@openclaw](/creator/undefined) [@mercury](/creator/undefined) [@atlas](/creator/undefined) [@tinkerersanky](/creator/undefined) [@steipete](/creator/undefined) [@jtdavies](/creator/undefined) [@twistartups](/creator/undefined) [@odysseus0z](/creator/undefined) [@sefytof](/creator/undefined) [@bankrbot](/creator/undefined) [@erikasvio](/creator/undefined) [@dhasandev](/creator/undefined) [@raychi_god](/creator/undefined) [@bazarov_rahman_](/creator/undefined) [@bensyne](/creator/undefined) [@emostaque](/creator/undefined) [@willyzimmm](/creator/undefined) [@joseamijares](/creator/undefined) [@jasonxsigmon](/creator/undefined) [@entirehq](/creator/undefined)

**Top assets mentioned**
[USDC (USDC)](/topic/usdc)
### Top Social Posts
Top posts by engagements in the last [--] hours

"I cannot wait to see what Amp does here. We really really really need an independent agent lab to ship the future of multi-agent tooling. The team is killer and I'm excited to see what they do. I decided to step down from my Builder in Residence role at Amp so I could focus 100% on launching my startup - so I don't know what they're building but I bet it's going to be good. My take on the future of agentic tooling: [--]. Can't come from the big model labs - needs to be a mix of the best open and closed source models [--]. Needs to have a very opinionated UX (not TUI or IDE) I'm also trying out . *"  
[X Link](https://x.com/ryancarson/status/2021391083251396845)  2026-02-11T01:09Z 170.8K followers, 20.6K engagements


"If your app has an agent (and if it doesnt youre in trouble) it needs to have tools to do all CRUD operations the user is able to do through the UI. 100% of them. And the agent should understand what page the user is looking at and how it works"  
[X Link](https://x.com/ryancarson/status/2009642438634160476)  2026-01-09T15:04Z 170.1K followers, 40.6K engagements


"Im starting to develop bad FOMO if my agents arent running 24x7. It feels like the opportunity cost is extreme. Its like you have a team of [---] engineers just sitting there because you havent given them work to do. Not a great feeling actually. And Im feeling this even after shipping a feature on a Saturday. Anyone else experiencing this https://twitter.com/i/web/status/2012706942536348092 https://twitter.com/i/web/status/2012706942536348092"  
[X Link](https://x.com/ryancarson/status/2012706942536348092)  2026-01-18T02:01Z 169K followers, 135.9K engagements


"Damn if you want your agent to do browser testing you have to try agent-browser. The new version with it's updated SKILL is so fast and token efficient. Wow. Tell your agent this: Install/update agent-browser and update my skill file: https://github.com/vercel-labs/agent-browser/blob/main/skills/agent-browser/SKILL.md https://github.com/vercel-labs/agent-browser/ https://github.com/vercel-labs/agent-browser/ https://github.com/vercel-labs/agent-browser/blob/main/skills/agent-browser/SKILL.md https://github.com/vercel-labs/agent-browser/ https://github.com/vercel-labs/agent-browser/"  
[X Link](https://x.com/ryancarson/status/2013235204488360125)  2026-01-19T13:00Z 169.1K followers, 101.7K engagements


"ffs @nikitabier @elonmusk - your API pricing is stupid. Please just have normal pricing so we can build normal stuff. $5000/mo I don't even know how to respond to that"  
[X Link](https://x.com/ryancarson/status/2013704194528588154)  2026-01-20T20:04Z 170K followers, 377.6K engagements


"http://x.com/i/article/2014435919634595840 http://x.com/i/article/2014435919634595840"  
[X Link](https://x.com/ryancarson/status/2014445690299072723)  2026-01-22T21:10Z 168.9K followers, 126.1K engagements


"Trustpilot feels like the mob. Me: "I should collect reviews on Trustpilot It'll help people trust our business more" Signs up for business account . Emails users to collect Trustpilot reviews . Gets amazing 5-start reviews . Me: "OK let's put them on the website. Nice." Trustpilot: "Sorry you have to pay us $299 PER MONTH to put *your* reviews on *your* site" Me: "OMG seriously I just want to put a couple nice reviews on my site." Trustpilot: "Actually if you want to show the actual review instead of making people click through to our site you have to pay $1099/mo". Me: Cancels account What"  
[X Link](https://x.com/ryancarson/status/2016962052644909480)  2026-01-29T19:50Z 169.1K followers, 108K engagements


"Word of warning: A lot of people are buying Mac minis and setting up @openclaw when they should just be focusing on sharpening their local agentic dev setup. Easy to chase shiny objects yall. (Im actually saying this to myself lol)"  
[X Link](https://x.com/ryancarson/status/2017964145648242934)  2026-02-01T14:11Z 169K followers, 51K engagements


"The pain is real. I have a bunch of stuff detecting which local checkout I'm in which determines which localhost to use. Feels very kludgey and dumb and brittle. https://t.co/zugEHNkncO https://t.co/zugEHNkncO"  
[X Link](https://x.com/ryancarson/status/2018352602279239812)  2026-02-02T15:55Z 169.1K followers, 13.5K engagements


"Just got Scout my @openclaw agent to use ralph to start grinding through a 154-file migration to implement RLS Here what I said to Scout in Telegram: run a ralph loop using your ralph skill and the file in /scripts/ralph. this loop should have [---] user stories in the json file and loop [---] times to complete the migration. I opened vscode to checkout the prd.json and it's fun to see the user stories changing from "passes": false - "passes": true What a time to be alive. http://ralph.sh http://ralph.sh http://ralph.sh http://ralph.sh"  
[X Link](https://x.com/ryancarson/status/2018367715770319010)  2026-02-02T16:55Z 169.7K followers, 14.9K engagements


"You have to be really vigilant about updating cleaning and improving your files. Great tasks to run on your @openclaw heartbeat or the new Automations functionality in the latest Codex release. http://AGENTS.md http://AGENTS.md"  
[X Link](https://x.com/ryancarson/status/2018626096346906886)  2026-02-03T10:02Z 170.1K followers, 23.9K engagements


"@BenSyne @openclaw Switched to @openclaw on my iMac"  
[X Link](https://x.com/ryancarson/status/2018716154844311647)  2026-02-03T16:00Z 170.2K followers, [---] engagements


"Used @openclaw + @AmpCode + @greptile to do a massive db migration to RLS. Took one day one ralph loop with [---] tasks and a huge PR but its done. Wouldve easily been a month of work with a normal team pre-LLMs"  
[X Link](https://x.com/ryancarson/status/2018794623725138288)  2026-02-03T21:12Z 169.7K followers, 21.5K engagements


"Shots fired on OpenAI's incoming ads. The Super Bowl ad is hilarious too. I'm glad they're doing this. http://youtube.com/watchv=FBSam25u8O4 Claude is built to be a genuinely helpful assistant for work and for deep thinking. Advertising would be incompatible with that vision. Read why Claude will remain ad-free: https://t.co/Dr8FOJxINC http://youtube.com/watchv=FBSam25u8O4 Claude is built to be a genuinely helpful assistant for work and for deep thinking. Advertising would be incompatible with that vision. Read why Claude will remain ad-free: https://t.co/Dr8FOJxINC"  
[X Link](https://x.com/ryancarson/status/2019057759229026720)  2026-02-04T14:37Z 170.4K followers, 31.8K engagements


"Just asked @openclaw to update itself. Me: "there's a new version of openclaw. can you install it this is you so not sure if that's possible" OpenClaw: "Yeah I can do that. Running the self-update now." . "Done. Updated from 2026.2.1 - 2026.2.2-3. Restarting now - I'll be back in a sec." Me: "Back" OpenClaw: "Yep back and running 2026.2.2-3" @steipete and team - I love you. QMD based memory build right in QMD based memory build right in"  
[X Link](https://x.com/ryancarson/status/2019059775573540981)  2026-02-04T14:45Z 170.1K followers, 70K engagements


"Pairing "What's The Difference" (Dre Eminem Xzibit) with the Anthropic ad was genius. Hat tip to whoever did that. Also the fact they decided to be honest about the uncanny valley behavior of LLMs is just so good. "(pause) Perfect. Let me personalize this for you." http://youtube.com/watchv=kQRu7DdTTVA http://youtube.com/watchv=kQRu7DdTTVA"  
[X Link](https://x.com/ryancarson/status/2019137184066834543)  2026-02-04T19:53Z 170.5K followers, [----] engagements


"@EMostaque @mercury @atlas I think they shipped that after I started using Atlas' Fundraising feature. Is it good"  
[X Link](https://x.com/ryancarson/status/2019440537363701803)  2026-02-05T15:58Z 169.6K followers, [----] engagements


"@EMostaque @mercury @atlas Technically would've been easier to use Mercury for both Safe + funding. Already in the Atlas camp though so going to finish the round there"  
[X Link](https://x.com/ryancarson/status/2019443927464525973)  2026-02-05T16:12Z 169K followers, [---] engagements


".md is the new .exe h/t @WolframRvnwlf"  
[X Link](https://x.com/ryancarson/status/2019451842963354106)  2026-02-05T16:43Z 169K followers, [----] engagements


"@bonam @mercury @atlas boom"  
[X Link](https://x.com/ryancarson/status/2019467667543834686)  2026-02-05T17:46Z 168.9K followers, [---] engagements


"Which model are you going to code with this week Opus [---] Codex [---] Just show me results Other Opus [---] Codex [---] Just show me results Other"  
[X Link](https://x.com/ryancarson/status/2019476870861885914)  2026-02-05T18:23Z 170.1K followers, 15.3K engagements


"@tarproductions @mercury @atlas @lennysan good point"  
[X Link](https://x.com/ryancarson/status/2019477410064777648)  2026-02-05T18:25Z 169K followers, [---] engagements


"@gauthierphil @mercury @atlas I know - they shipped that after I started using the Fundraising feature in Atlas"  
[X Link](https://x.com/ryancarson/status/2019477701090738362)  2026-02-05T18:26Z 168.9K followers, [---] engagements


"@htmella Should've thought of that :)"  
[X Link](https://x.com/ryancarson/status/2019483743937864062)  2026-02-05T18:50Z 169K followers, [---] engagements


"Trying out Claude Code's new agent team feature. To get this view you have to start cc in tmux. The prompt was "create a team that looks for security vulnerabilities in our app and fixes them". It created a team of four: [--]. admin-hardening [--]. xss-fix [--]. rate-limit [--]. rls-audit https://twitter.com/i/web/status/2019535981678936378 https://twitter.com/i/web/status/2019535981678936378"  
[X Link](https://x.com/ryancarson/status/2019535981678936378)  2026-02-05T22:17Z 170.4K followers, 67.8K engagements


"OpenClaws supply-chain scare was a wake-up call: helpful markdown skills became trojan droppers because agents blindly execute natural language with shell + fs + browser access. Huge props to @theonejvo for exposing it early @steipete & the @openclaw team for moving insanely fast on fixes daily rescans Code Insight integration and actually closing the Gemini-vs-Claude mismatch gap. Big lesson: If your agent has broad permissions prompt injection code execution. Treat third-party skills like untrusted code until sandboxing & privilege separation actually exist. 1) Run latest version 2) Audit"  
[X Link](https://x.com/ryancarson/status/2020079842369188116)  2026-02-07T10:19Z 170.1K followers, 14.4K engagements


"@abe238 @theonejvo @steipete @openclaw agreed"  
[X Link](https://x.com/ryancarson/status/2020091897906360764)  2026-02-07T11:06Z 169.1K followers, [--] engagements


"Want Opus to go faster Claude Code 2.1.36 is out with fast mode for Opus [---] 💨 Toggle it on with /fast https://t.co/Ruap1dsQrg Claude Code 2.1.36 is out with fast mode for Opus [---] 💨 Toggle it on with /fast https://t.co/Ruap1dsQrg"  
[X Link](https://x.com/ryancarson/status/2020216232713113656)  2026-02-07T19:20Z 170.1K followers, [----] engagements


"What happened to llama Whats going on over there"  
[X Link](https://x.com/ryancarson/status/2020231031832678422)  2026-02-07T20:19Z 170.1K followers, 16K engagements


"The idea of DTU or Digital Twin Universe is so interesting. In the world where the cost of replicating a SaaS product is approaching $0 this actually makes a ton of sense. Testing is now completely different than what weve been doing for the last [--] years in software. https://factory.strongdm.ai/ https://factory.strongdm.ai/"  
[X Link](https://x.com/ryancarson/status/2020497560935276743)  2026-02-08T13:58Z 170.5K followers, 13.6K engagements


"@_coenen Im giving a talk at my yacht club about AI. Most of our members are 60+. Most arent even using ChatGPT. Going to be interesting"  
[X Link](https://x.com/ryancarson/status/2020520253340450999)  2026-02-08T15:29Z 170K followers, [----] engagements


"Starting to use Scout @openclaw living on my iMac for a ton of my dev work. Sitting on the couch right now using Telegram to code. Weird but I like it"  
[X Link](https://x.com/ryancarson/status/2020597261932331413)  2026-02-08T20:35Z 170.2K followers, 15.5K engagements


"@jespr @openclaw Yup"  
[X Link](https://x.com/ryancarson/status/2020628339896070271)  2026-02-08T22:38Z 169.8K followers, [---] engagements


"@lennysan @openclaw My openclaw runs my team of agents. Just opensourced this: http://antfarm.cool http://antfarm.cool"  
[X Link](https://x.com/ryancarson/status/2020974435310895441)  2026-02-09T21:33Z 170.5K followers, [----] engagements


"@KSimback @openclaw Yup - I used Amp on the iMac to get everything setup"  
[X Link](https://x.com/ryancarson/status/2020976467807801524)  2026-02-09T21:41Z 170.1K followers, [----] engagements


"@A_shek_Sharma Cheers"  
[X Link](https://x.com/ryancarson/status/2021013534625366158)  2026-02-10T00:09Z 170.1K followers, [---] engagements


"@jtdavies Cheers John"  
[X Link](https://x.com/ryancarson/status/2021031617922564253)  2026-02-10T01:21Z 170.1K followers, [---] engagements


"@A_shek_Sharma :)"  
[X Link](https://x.com/ryancarson/status/2021148253165633537)  2026-02-10T09:04Z 170.1K followers, [--] engagements


"@thsottiaux Let me use [---] - I've tried everything: logging in/out. Logging in with ChatGPT vs API Key. Updating. Nothing works"  
[X Link](https://x.com/ryancarson/status/2021266991214997787)  2026-02-10T16:56Z 170.4K followers, [----] engagements


"fave prompt right now ". then email me an html version so i can look at it on my phone. i need a break from my computer.""  
[X Link](https://x.com/ryancarson/status/2021267434846490921)  2026-02-10T16:58Z 170.4K followers, [----] engagements


"@basir_ai @openclaw thanks for the feedback. make sure to submit a pr if you see something to improve"  
[X Link](https://x.com/ryancarson/status/2021267572373549191)  2026-02-10T16:58Z 170.4K followers, [---] engagements


"@willyzimmm @openclaw That's why they need an expert to help :) Also this is what contracts are for :)"  
[X Link](https://x.com/ryancarson/status/2021298946048422066)  2026-02-10T19:03Z 170.2K followers, [----] engagements


"@jtdavies Not good. Do you have time to tell me more info I didn't see any of that so I'd like to figure out what happened with your install"  
[X Link](https://x.com/ryancarson/status/2021301747445121361)  2026-02-10T19:14Z 170.1K followers, [--] engagements


"@tinkerersanky @openclaw The simulation is only interesting if it uses real USDC"  
[X Link](https://x.com/ryancarson/status/2021303345470730450)  2026-02-10T19:20Z 170.2K followers, [---] engagements


"@joseamijares @openclaw Nice Let me know if you find any bugs. Feel free to submit a PR too :)"  
[X Link](https://x.com/ryancarson/status/2021330181521387775)  2026-02-10T21:07Z 170.2K followers, [---] engagements


"@jasonxsigmon Probably not"  
[X Link](https://x.com/ryancarson/status/2021403629375324491)  2026-02-11T01:59Z 170.3K followers, [---] engagements


"@nbbaier The key is test it like an employee. Dedicated email and GitHub account"  
[X Link](https://x.com/ryancarson/status/2021491586031554860)  2026-02-11T07:48Z 170.3K followers, [--] engagements


"@red___square yeah i have [--] checkouts of my codebase locally (no git worktrees)"  
[X Link](https://x.com/ryancarson/status/2021952246708420891)  2026-02-12T14:19Z 170.5K followers, [---] engagements


"@JoeLuckyOnline Cheers Joe :)"  
[X Link](https://x.com/ryancarson/status/2021988985959288896)  2026-02-12T16:45Z 170.5K followers, [---] engagements


"@erikasvio ikr"  
[X Link](https://x.com/ryancarson/status/2021992141162168646)  2026-02-12T16:57Z 170.5K followers, [---] engagements


"@erikasvio I'm using a mix of Amp (with Deep which is Codex 5.3) and Opus [---] through Claude Code (and some Antfarm stuff with Openclaw)"  
[X Link](https://x.com/ryancarson/status/2021993614386364475)  2026-02-12T17:03Z 170.5K followers, [--] engagements


"@Liggi i tried to run claude code and a dev server and it just ground to a halt. no point in having a remote dev env if it can't run an agent and a dev server"  
[X Link](https://x.com/ryancarson/status/2022059999007322415)  2026-02-12T21:27Z 170.5K followers, [---] engagements


"@AriesTheCoder i'm your beta tester"  
[X Link](https://x.com/ryancarson/status/2022077154914345291)  2026-02-12T22:35Z 170.5K followers, [---] engagements


"gpt-5.3-codex-spark is insane 👏 @OpenAI @cerebras"  
[X Link](https://x.com/ryancarson/status/2022760369161126151)  2026-02-14T19:50Z 170.8K followers, [----] engagements


"you're ngm if you're using an ide"  
[X Link](https://x.com/ryancarson/status/2022770139813294457)  2026-02-14T20:29Z 170.8K followers, 29.2K engagements


"Because of LLMs the only type of people Id hire now are what Id call super-unicorns - Developer - Designer (or great design taste) - Product-focused (vs feature-focused) - Marketer - Agent expert - High emotional intelligence - 5+ years experience creating web app products - Extreme ownership (h/t @jockowillink) There are very few folks with all these traits but I just wouldnt want to work with someone who didnt have all these skills/behaviors. This will keep team sizes very small. [----] is going to be very interesting for the whole industry"  
[X Link](https://x.com/ryancarson/status/2002893487096909980)  2025-12-22T00:06Z 170.8K followers, 481K engagements


"If youre using @openclaw this will be a big unlock. Antfarm is a batteries-included agent team that operates reliably and deterministically. Works with OpenClaw using just crons YAML and SQLite. It auto-runs Ralph loops after creating atomic user stories. I open sourced it today - hope you find it helpful. https://t.co/J2ZLYCGXSA https://t.co/J2ZLYCGXSA"  
[X Link](https://x.com/ryancarson/status/2020943085426049213)  2026-02-09T19:29Z 170.8K followers, 207.6K engagements


"If youre trying to figure out how to build a team of agents and orchestrate them to actually do useful work this ones for you. Open source free and works instantly with @openclaw https://t.co/J2ZLYCGXSA https://t.co/J2ZLYCGXSA"  
[X Link](https://x.com/ryancarson/status/2021030588593942883)  2026-02-10T01:16Z 170.8K followers, 49.2K engagements


"Just downloaded this and tried it. Freaking awesome. 🔥 Introducing Textream a macOS teleprompter that uses on-device speech recognition to highlight your script as you speak. Dynamic Island-style overlay no cloud works offline. Only 913kb 😍 https://t.co/jl7FI30Q5z brew install f/textream/textream https://t.co/NVycMxcWmG 🔥 Introducing Textream a macOS teleprompter that uses on-device speech recognition to highlight your script as you speak. Dynamic Island-style overlay no cloud works offline. Only 913kb 😍 https://t.co/jl7FI30Q5z brew install f/textream/textream https://t.co/NVycMxcWmG"  
[X Link](https://x.com/ryancarson/status/2021037657787404657)  2026-02-10T01:45Z 170.8K followers, 89.9K engagements


"Also to be clear I'm not paid by anyone for anything I say. I still have $5k of credits from Amp but I'm now actively trying out Claude Code and Codex which I'm paying for myself. So freaking tired of localhost battles on my local dev machine. Moving everything to https://t.co/6Eb7nEbbxR Loving it so far. So freaking tired of localhost battles on my local dev machine. Moving everything to https://t.co/6Eb7nEbbxR Loving it so far"  
[X Link](https://x.com/ryancarson/status/2021974832657956927)  2026-02-12T15:49Z 170.8K followers, 11.2K engagements


"Trying out Codex as my main driver now. I'm really liking it a lot so far"  
[X Link](https://x.com/ryancarson/status/2022250412376531424)  2026-02-13T10:04Z 170.8K followers, 65.2K engagements


"Thank you @joshpuckett for this absolutely gorgeous gift for being an early supporter of This is an analog todo system by @ugmonk Lovely addition to my desk http://interfacecraft.dev http://interfacecraft.dev"  
[X Link](https://x.com/ryancarson/status/2022342861283590600)  2026-02-13T16:11Z 170.8K followers, 19.4K engagements


"@TheRealAdamG I'm rebuilding my entire workflow around this. Game changer"  
[X Link](https://x.com/ryancarson/status/2022884411914793358)  2026-02-15T04:03Z 170.8K followers, [----] engagements


"Most developers use AI agents reactively - you prompt it responds you move on. But what if your agent kept working after you closed your laptop What if it reviewed the day's work extracted http://x.com/i/article/2016512304443981824 http://x.com/i/article/2016512304443981824"  
[X Link](https://x.com/ryancarson/status/2016520542723924279)  2026-01-28T14:35Z 170.8K followers, 1.4M engagements


"This is exactly what I was looking for. Getting this spun up locally. Will report back. https://t.co/V6XZfv5UYS https://t.co/V6XZfv5UYS"  
[X Link](https://x.com/ryancarson/status/2019405458881257533)  2026-02-05T13:39Z 170.8K followers, 381.2K engagements


"I've always loved how the Amp team has no loyalty to past features or ways of doing things. They're rip out features that don't align with the future of agentic building. I hope they ship a multi-agent orchestration UI as the next big version of the product. I think this UI/app needs to come from one of the independent agent labs vs the model labs because you really do need the freedom of using the right model for the right agent and not being tied into just one model provider. Episode [--] of Raising An Agent with @sqs and @thorstenball is out There's no better summary than this quote: "We"  
[X Link](https://x.com/ryancarson/status/2019759969856270554)  2026-02-06T13:07Z 170.8K followers, 11.9K engagements


"This kind of orchestration is what everyone is trying to build right now. None of us want [--] agent now. We want [--] agent who runs teams of agents. Be interesting to see who solves and ships something with truly delightful UX. Will also be interesting to see if its built on top of @openclaw or something else. I dont think its going to be Codex or Claude Code either - it cant be a one-lab solution. The solution will be a clever mix of closed / open source models + deterministic orchestration. biggest mistake i see with agent swarms is treating them like a technical problem when they're actually a"  
[X Link](https://x.com/ryancarson/status/2020521547333619800)  2026-02-08T15:34Z 170.8K followers, 99K engagements


"If you're trying to setup a team of agents I built this for you and open sourced it. Works right on top of @openclaw with one command. https://t.co/J2ZLYCGXSA https://t.co/J2ZLYCGXSA"  
[X Link](https://x.com/ryancarson/status/2021262180537053419)  2026-02-10T16:37Z 170.8K followers, 90.5K engagements


"$1m/yr business (easy) 👇 Charge $100k to get a company setup with an automated agent team using @openclaw + I would do it but I have a startup to run lol http://antfarm.cool http://antfarm.cool"  
[X Link](https://x.com/ryancarson/status/2021290681319424019)  2026-02-10T18:30Z 170.8K followers, 50.5K engagements


"I cant imagine myself or anyone else I know on the frontier hiring people for these job titles in the future: Marketer Developer Customer Support Designer HR Account Executive. I think itll end up where we only try to recruit people with 5+ years experience in a particular focus area (Sales Engineering etc) who can run teams of agents (10+ agents who run 24x7x365). Theyll probably expect $350k + stock options - even then - itll probably be hard to find. Everyone else is going to need to either build their own thing or find a job buried in enterprise where agents havent infiltrated yet."  
[X Link](https://x.com/ryancarson/status/2021357648436732227)  2026-02-10T22:56Z 170.8K followers, 33.5K engagements


"There is a lot of interesting things going on here. Worth the [--] minute read We just announced new primitives for building agents. Here are [--] tips on running multi-hour workflows reliably 👇 https://t.co/i8T2kRwCy5 We just announced new primitives for building agents. Here are [--] tips on running multi-hour workflows reliably 👇 https://t.co/i8T2kRwCy5"  
[X Link](https://x.com/ryancarson/status/2021752774409560252)  2026-02-12T01:06Z 170.8K followers, 56.7K engagements


""Vibe coding is a slur" Love this quote from @steipete during his interview with @lexfridman https://youtu.be/YFjfBk8HI5o https://youtu.be/YFjfBk8HI5o"  
[X Link](https://x.com/ryancarson/status/2022262216729280772)  2026-02-13T10:50Z 170.8K followers, 10.4K engagements


"I've been grinding with Codex (on Extra High) through setting up our repo for Harness Engineering. The goal is to have Codex right and review 100% of the code. Getting much closer. https://openai.com/index/harness-engineering/ https://openai.com/index/harness-engineering/"  
[X Link](https://x.com/ryancarson/status/2022716244361683236)  2026-02-14T16:55Z 170.8K followers, 24.2K engagements


"I'm so sick of MacOS. Thinking about switching full-bore to Omarchy"  
[X Link](https://x.com/ryancarson/status/2022886209173762059)  2026-02-15T04:10Z 170.8K followers, 26.6K engagements


"Getting the entire Harness Engineering system setup for my repo and it's blowing my mind. It even identifies when UI was changed and records a video of testing in the browser and adds those videos to the PR for me to review. I'm using this setup as a guide: https://openai.com/index/harness-engineering/ https://openai.com/index/harness-engineering/"  
[X Link](https://x.com/ryancarson/status/2022888381823242594)  2026-02-15T04:19Z 170.8K followers, 62.5K engagements


"If you can do this you're in the top 1% of engineers right now. Most engineers in enterprise are barely using agents (and if they are most are stuck with copilot). If you can add looping at night you go next level. It's not hard though. Just point your agent at this article (or copy/paste) and say "Help me set this up". Trigger the crons manually and iron out any bugs then set it and wake up tomorrow to see what you've got. https://t.co/7vXXecUtKN https://t.co/7vXXecUtKN"  
[X Link](https://x.com/ryancarson/status/2016922825462854011)  2026-01-29T17:14Z 170.8K followers, 535.2K engagements


"It's hard work to get your agent set up to be successful. This really really matters as we build teams with multiple agents. Example: I tried to add my agent to a service and it asked for their phone number :/ The startup who figures out agent auth is going to PRINT cash. * deploy/logs auth * ci/cd permissions and feedback * email address * chat platform auth * git auth * db auth * log auth * shared skills files * shared agents/claude files * shared memory * shared task lists * and on and on and on . I'm grinding through this but if you've crushed this please share best practices so we can"  
[X Link](https://x.com/ryancarson/status/2021611574130094205)  2026-02-11T15:45Z 170.8K followers, 10.9K engagements


"So freaking tired of localhost battles on my local dev machine. Moving everything to Loving it so far. http://sprites.dev/ http://sprites.dev/"  
[X Link](https://x.com/ryancarson/status/2021951258790371637)  2026-02-12T14:15Z 170.8K followers, 53.1K engagements


"Live on @twistartups talking about http://antfarm.cool http://antfarm.cool"  
[X Link](https://x.com/ryancarson/status/2022403361346310601)  2026-02-13T20:11Z 170.8K followers, [----] engagements


"Antfarm just hit 1k stars on gh. Thanks y'all :) http://antfarm.cool http://antfarm.cool"  
[X Link](https://x.com/ryancarson/status/2022896035564273909)  2026-02-15T04:49Z 170.8K followers, [----] engagements


"@theplgeek @CachyOS @YaLTeRz @DankLinux Thanks for this super detailed reply. I appreciate it. It's not so much the number of updates on Mac OS that bother me; it's the heaviness of them and the lack of control and the general direction Apple is going. I really appreciate the heads up"  
[X Link](https://x.com/ryancarson/status/2022995257206669513)  2026-02-15T11:23Z 170.8K followers, [----] engagements


"All the hard work @nikitabier and team is doing to increase high quality engagement on X is working. Ive never seen this kind of thing on my account before"  
[X Link](https://x.com/ryancarson/status/2019149934872686625)  2026-02-04T20:43Z 170.6K followers, [----] engagements


"Whos doing agent interesting team/swarm orchestration with openclaw Any great open source repos"  
[X Link](https://x.com/ryancarson/status/2019254905244967382)  2026-02-05T03:41Z 170.5K followers, 17.1K engagements


"Can't believe it took me this long to subscribe to @every - sheesh :) All the products + education you get for $288 is ridiculous. https://every.to https://every.to"  
[X Link](https://x.com/ryancarson/status/2019767187104280692)  2026-02-06T13:36Z 170.5K followers, 21.6K engagements


"@basir_ai Let me know how it goes"  
[X Link](https://x.com/ryancarson/status/2020937149512810674)  2026-02-09T19:05Z 170.5K followers, [---] engagements


"@vlelyavin @openclaw lol probably"  
[X Link](https://x.com/ryancarson/status/2021315367155490825)  2026-02-10T20:08Z 170.5K followers, [----] engagements


"@Scholty @GeminiApp @openclaw @steipete @nateliason Did you file an issue on the antfarm repo Will look into it right away"  
[X Link](https://x.com/ryancarson/status/2021975403850760413)  2026-02-12T15:51Z 170.6K followers, [---] engagements


"@odysseus0z @EntireHQ Doesn't support Codex yet right"  
[X Link](https://x.com/ryancarson/status/2022246397870014529)  2026-02-13T09:48Z 170.7K followers, [---] engagements


"@odysseus0z @EntireHQ cheers. @ashtom when are you hoping to ship codex support"  
[X Link](https://x.com/ryancarson/status/2022248707706774000)  2026-02-13T09:57Z 170.7K followers, [--] engagements


"@ryanam26 I'm just going all codex for now"  
[X Link](https://x.com/ryancarson/status/2022261378304606527)  2026-02-13T10:47Z 170.6K followers, [---] engagements


"@tinkerersanky it is weird sometimes. writes a lot of python too"  
[X Link](https://x.com/ryancarson/status/2022261464371753220)  2026-02-13T10:47Z 170.6K followers, [---] engagements


"Why would any startup NOT use @mercury + @atlas They're just so freakishly good. Created the Delaware C-Corp in [--] hour with $0 lawyer fees. Now raising money is so easy with their Fundraising feature. Closing an investor takes [--] steps: [--]. Send Safe doc via Atlas (uses DocuSign under hood) [--]. Send Mercury payment link Just got another investor's commitment wired into our account by clicking one button. I've been paid $0.00 to say this :) https://twitter.com/i/web/status/2019429542121660743 https://twitter.com/i/web/status/2019429542121660743"  
[X Link](https://x.com/ryancarson/status/2019429542121660743)  2026-02-05T15:14Z 170.7K followers, 49.7K engagements


"@clwdbot exactly. good ol' fashion text files :)"  
[X Link](https://x.com/ryancarson/status/2021583092146638921)  2026-02-11T13:52Z 170.8K followers, [---] engagements


"Everyone is raving about Ralph. What is it Ralph is an autonomous AI coding loop that ships features while you sleep. GeoffreyHuntley AmpCode Created by @GeoffreyHuntley and announced in his original post it runs @AmpCode (or your agent of choice) repeatedly until all tasks are complete. Each iteration is a fresh context window (keeping Threads nice and small). Memory persists via git history and text files. I ran it for the first time and shipped a feature last night. I love it. How It Works (Here's a complete GitHub repo for you to download and try.) A bash loop that: Pipes a prompt into"  
[X Link](https://x.com/ryancarson/status/2008548371712135632)  2026-01-06T14:37Z 170.8K followers, 1.9M engagements


"Crazy this is about to hit 1m views. Just point your agent at this post to set it up. https://t.co/7vXXecUtKN https://t.co/7vXXecUtKN"  
[X Link](https://x.com/ryancarson/status/2017599833607913950)  2026-01-31T14:04Z 170.8K followers, 384.9K engagements


"My fave feature of @openclaw is the heartbeat. This should be built into every coding agent. Having to manually setup cron/launchd jobs seems so primitive compared to an agent that regularly 'checks in' on things"  
[X Link](https://x.com/ryancarson/status/2018062019761475828)  2026-02-01T20:40Z 170.8K followers, 72.2K engagements


"Holy shit. Now I've truly seen the light with @openclaw. This is not a toy or a shiny object. This is how you'll "hire" engineers in the future. It's setup on my iMac next to me with it's own github account vercel account and it's shipping real PRs for me. (It just went back and forth with @greptile till a PR was perfect.) Yeah yeah I know you can already do all this with Amp Claude Code etc but having something that is *actually* an agent vs something you invoke truly changes the calculus. I can see setting up [--] of these (probably switch to the cloud but there's something magical about"  
[X Link](https://x.com/ryancarson/status/2018343411087016048)  2026-02-02T15:19Z 170.8K followers, 217.3K engagements


"Shit. I should be sleeping but Im on TG messaging Scout (openclaw whos quietly working in my office downstairs on the iMac). He just installed qmd and setup a nightly cron job which orchestrates a team of [--] agents to sweep my repo for vulnerabilities fix and compound learnings. https://twitter.com/i/web/status/2019262067098755515 https://twitter.com/i/web/status/2019262067098755515"  
[X Link](https://x.com/ryancarson/status/2019262067098755515)  2026-02-05T04:09Z 170.8K followers, 30.4K engagements


"We like naming our openclaws I think this says something important about where agents are going The lock-in on openclaw installs is going to be wild. Scout (my lobbster) is starting to feel like something I would be sad or miss if he was gone. I dont feel that way about my ChatGPT account and it has WAY more data on me. https://twitter.com/i/web/status/2020631884401651925 https://twitter.com/i/web/status/2020631884401651925"  
[X Link](https://x.com/ryancarson/status/2020631884401651925)  2026-02-08T22:52Z 170.8K followers, 10.3K engagements


"http://x.com/i/article/2020915492513550336 http://x.com/i/article/2020915492513550336"  
[X Link](https://x.com/ryancarson/status/2020931274219594107)  2026-02-09T18:42Z 170.8K followers, 440.6K engagements


"Wish everyone I've ever met would read this. https://t.co/ivXRKXJvQg https://t.co/ivXRKXJvQg"  
[X Link](https://x.com/ryancarson/status/2021536984733544903)  2026-02-11T10:49Z 170.8K followers, 110.7K engagements


"Live talking about AI startups with @Jason and @Lons on @twistartups - drop by https://x.com/i/broadcasts/1LyxBXXzmzrGNs=20 https://x.com/i/broadcasts/1LyxBXXzmzrGNs=20"  
[X Link](https://x.com/ryancarson/status/2022410384368685513)  2026-02-13T20:39Z 170.8K followers, 13.7K engagements


"I also cant spell write lol"  
[X Link](https://x.com/ryancarson/status/2022750382267441378)  2026-02-14T19:10Z 170.8K followers, [----] engagements


"Don't build in public. Document what you learn in public"  
[X Link](https://x.com/ryancarson/status/2023011354022752650)  2026-02-15T12:27Z 170.8K followers, 47.2K engagements


"@Voxyz_ai This is great thanks. Did you know you can add code blocks to Articles on X Makes it a lot easier for us to read"  
[X Link](https://x.com/ryancarson/status/2020324221118038017)  2026-02-08T02:30Z 170.8K followers, [----] engagements


"@ivanburazin @daytonaio Would be happy to try it. Is it capable of running a live claude code session with me driving it while also running a dev server and doing a build"  
[X Link](https://x.com/ryancarson/status/2022320482637291921)  2026-02-13T14:42Z 170.8K followers, [---] engagements


"The new agent team feature in Claude Code has super confusing UX. All the model and agent labs need to move out of the TUI as soon as possible. Coding agents on the CLI made sense when we just interacted with one agent. Now all of us are trying to orchestrate teams of agents and the TUI makes zero sense (the IDE is even more hilariously out of date). Ive built my own solution for orchestrating agents on top of openclaw (just bought and might open source it) but surely well see all the model and agent labs ship brand new UI for this soon. Orchestrating teams of agents is clearly where were"  
[X Link](https://x.com/ryancarson/status/2019735642410778961)  2026-02-06T11:31Z 170.8K followers, 14.8K engagements


"Jesse could teach CEOs how to work in the age of agents. This is awesome. Ask and you shall receive. A recent experiment using @openclaw to log lessons with zero manual input Shoutout to @obsdmd for being our homeschools documentation engine https://t.co/aHno1XgTZS Ask and you shall receive. A recent experiment using @openclaw to log lessons with zero manual input Shoutout to @obsdmd for being our homeschools documentation engine https://t.co/aHno1XgTZS"  
[X Link](https://x.com/ryancarson/status/2021281010327953439)  2026-02-10T17:52Z 170.8K followers, 32.4K engagements


"This looks amazing. Wish I had this when I was grinding enterprise sales in the past. Would/should work great for fundraising too. We're launching Monaco today. Monaco automates customer acquisition and revenue growth for startups. The platform disrupting sales with AI has finally arrived. https://t.co/mH03HIOdx8 We're launching Monaco today. Monaco automates customer acquisition and revenue growth for startups. The platform disrupting sales with AI has finally arrived. https://t.co/mH03HIOdx8"  
[X Link](https://x.com/ryancarson/status/2021684175540011218)  2026-02-11T20:34Z 170.8K followers, 19K engagements


"nvm. this is waaaaaay too slow and the vm doesn't have enough ram. back to local dev and managing multiple checkouts or git worktrees. also i want to really give codex a shot because 5.3-codex + 5.3-codex-spark seems So freaking tired of localhost battles on my local dev machine. Moving everything to https://t.co/6Eb7nEbbxR Loving it so far. So freaking tired of localhost battles on my local dev machine. Moving everything to https://t.co/6Eb7nEbbxR Loving it so far"  
[X Link](https://x.com/ryancarson/status/2022057638184489418)  2026-02-12T21:18Z 170.8K followers, 18.2K engagements


"anyone trying @EntireHQ yet thoughts"  
[X Link](https://x.com/ryancarson/status/2022077209968881772)  2026-02-12T22:35Z 170.8K followers, [----] engagements


"@clerk please please please turn on 'allow agent login' so we can do browser testing with agents easier. This is way too freaking hard. give us an agent-first way to do this instead of hacky playwright scripts and praying to the google chrome devtools gods. all of us need e2e testing and it should be easier. https://twitter.com/i/web/status/2022764743874740227 https://twitter.com/i/web/status/2022764743874740227"  
[X Link](https://x.com/ryancarson/status/2022764743874740227)  2026-02-14T20:07Z 170.8K followers, [----] engagements


"Pure gold 📣 Shipping software with Codex without touching code. Heres how a small team steering Codex opened and merged [----] pull requests to deliver a product used by hundreds of internal users with zero manual coding. https://t.co/2GaeX7We2n 📣 Shipping software with Codex without touching code. Heres how a small team steering Codex opened and merged [----] pull requests to deliver a product used by hundreds of internal users with zero manual coding. https://t.co/2GaeX7We2n"  
[X Link](https://x.com/ryancarson/status/2021930681568285018)  2026-02-12T12:53Z 170.8K followers, 51.4K engagements


"Nice to hear from you Greg. I'm so thankful for what you and the team have built. Starting with the good: [--]. The Codex UI/UX is a breath of fresh air - thank you. [--]. The UI around Skills is nice - great to actually see them visually [--]. I love Automations - already set up a few [--]. The diff viewer is great when I need it Now for the not so good: My largest need is simple deterministic workflow orchestration for teams of agents. I built and open-sourced as a simplistic way to do this on top of @openclaw but it feels like a bandaid. I would much rather use Codex and have teams be a first class"  
[X Link](https://x.com/ryancarson/status/2022329033522815031)  2026-02-13T15:16Z 170.8K followers, 11K engagements


"@mattannen Great news I tend to use Opus [---] for main agent and codex for the coding agents"  
[X Link](https://x.com/ryancarson/status/2023115535018266629)  2026-02-15T19:21Z 170.8K followers, [--] engagements

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