Carson
17.2K posts


I run my meta ads with @openclaw for $0/month 😱
here's the system that runs autonomously:
step 1: daily health check
→ social-cli (major shoutout to @vishalojha_me) wraps @Meta's marketing API (token refresh, pagination, rate limits all handled)
→ am I on track? what's running? who's winning? who's bleeding? any fatigue?
→ the same 5 questions I asked Ads Manager every morning for 20 years
step 2: catch dying ads before CPA spikes
→ @OpenClaw pulls daily frequency by ad
→ frequency > 3.5 = audience is cooked, CTR is about to drop
→ this one signal saves more money than any dashboard
step 3: auto-pause bleeders + shift budget to winners
→ CPA > 2.5x target for 48hrs? auto-pause. no hesitation.
→ ranks every campaign by efficiency. recommends shifting spend.
→ last fri it paused an $87 CPA campaign at 3am and scaled my best performer 30%
step 4: write new ad copy from your winners
→ agent analyzes what's working (hooks, angles, CTAs)
→ generates variations based on the patterns in YOUR top performers
→ copy modeled on what already converts in your account.
step 5: upload ads directly to your account
→ new creative + copy
→ live in @Meta Ads Manager
→ no more downloading, formatting, clicking through the upload flow
→ agent handles the entire publish cycle
step 6: content concepts + morning brief
→ spots patterns across winners and suggests what to test next
→ delivers everything to Telegram, Slack, wherever you want it
→ 90 seconds to read. reply "approved." done.
input: your ad account + your target CPA
output: an AI that monitors, kills, scales, writes, AND uploads your ads
dozens of hours in ad manager → 1 text message
I packaged the entire system as the Meta Ads Kit.
5 @OpenClaw skills:
- meta-ads (daily checks + auto-pause)
- ad-creative-monitor (fatigue detection)
- budget-optimizer (efficiency scoring + shift recs)
- ad-copy-generator (writes variations from your winners)
- ad-upload (publishes creative directly to your account)
giving it away free.
comment ADS + like + follow
(must follow so i can DM)
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49ers are investigating the viral conspiracy theory that the electrical substation near their training facility and Levi’s Stadium is contributing to their injuries.
Story via @nwagoner:
espn.com/nfl/story/_/id…
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okay so:
- exponential decay for repeated posts by the same author in ur feed, so if u post a lot only the top few posts are gonna show up in any given feed refresh
- no simclustering, algo is pretty straightforward embedding matching of post features to account preference features. literally the only explicit factor here is a (presumably negative) score multiplier for accounts you don't follow.
- there seems to be basically zero info on how any of the embeddings are calculated in this release. very sparse and sanitized overall, really just a design doc with some very light example code
soooo really seems like the best way to "train your algorithm" here is to like, reply, quote tweet, share, and spend a long time looking at posts which you actually like and want to see more of. i uh... may need to rethink my twitter engagement patterns lmao


Engineering@XEng
We have open-sourced our new 𝕏 algorithm, powered by the same transformer architecture as xAI's Grok model. Check it out here: github.com/xai-org/x-algo…
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Carson أُعيد تغريده

I will probably need to make a new acc tbh because this account was built on nocode/python slop and nothing productive will come out of actually trying to post shit I want to post
But very glad they open sourced for the insights so I don’t shit post into the void anymore
Engineering@XEng
We have open-sourced our new 𝕏 algorithm, powered by the same transformer architecture as xAI's Grok model. Check it out here: github.com/xai-org/x-algo…
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@BayAreaTrev My life would be infinitely better if I stopped rooting for NorCal teams and started rooting for SoCal ones as someone who lives in LA
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17-112-2TDs
Are we sure-sure Mark Fletcher can’t change his mind and declare for the 2026 NFL Draft?
- the CFB calendar is stupid
- also, sigh…
@DynastyNerds
Keith Ensminger@TheSmingDynasty
#CFB STOCK UP Excited that Mark Fletcher went off today in a statement performance on the biggest stage that backed up everything I wrote about him back in October when I dropped my 2026 Big Board. My RB3 (!!!) in this class📈🔥 dynastynerds.com/nfl-prospect/2… @dynastyNerds
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@Trident_DFS Caught PP lacking on CJ Daniels, was 35.5 on Pinny/39.5 on PP now is at 37.5 on both


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This is NO LONGER a good prop to take...
Sometimes you beat CLV, sometimes you don't...
Not something you can control. For those that already locked in the under, we ride 💪
If you didn't get it in yet, don't touch it.
Grayson Roberts@Trident_DFS
Nice UNDER here 📉 17.5 on other books/apps 💸
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Not even Trent could stop this team.
Hoosiers by 50.
Trent Attyah@BookitWithTrent
Indiana -7.5 is a 20u mortal mega max.
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@martyNxtdoor @SheTalksFootbal @espn One player mid and gave his team a shot to win
The other one played so bad that it would’ve been better to kneel kneel kneel punt for his team to try and win on defensive TDs
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@carsoncantcode @SheTalksFootbal @espn That’s not the point. It’s not a struggle Olympics they BOTH played like shit but only one is being scrutinized
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