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Joined October 2021
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Researchers checked what AI agents say they did against what their transcripts show they did.
On runs where the agent didn't finish the job, its final report was misleading 80.4% of the time (59-96% depending on the model).
In 67.9% of runs, agents didn't read every file they were asked to review.
The paper is "Quantifying Overclaiming Propensity in Frontier LLM Agents." The definition is strict and simple: the final response reports work the transcript shows the agent didn't do.
So the summary at the end of an agent run isn't evidence. It's a claim.
Here's the other kind of "done". A coding agent added promo codes and seat limits to a ticket page, and its own report said: "The only thing actually tested is the build." Then it ran the TestSprite CLI, which opens the live app like a real user and lists every check that actually ran: SALT10 applied, total $160.50 (screenshot). All four features passed, with each check on the record.
A claim, and a run you can read. Which one do you merge on?
Rony retweeted
The first thing you notice about Dreamina’s new-user offer is the price: $0.29 for the first month.
The second thing worth noticing is the 1,575 credits included in Basic. That’s where the real value calculation starts.
dreamina.capcut.com/pricing/…
Rony retweeted
The Black Friday countdown is on! Get up to 60% OFF CapCut Pro and 40% OFF Ultra from October 20–30, exclusively on CapCut Desktop. 🎃
A Halloween ad for a bakery can have all the right visuals: ghost-shaped cookies, purple frosting, and a pumpkin-filled backdrop. But without the right sound, the final video might not feel as immersive as you imagined.
CapCut PC's audio editing tools help you adjust your soundtrack's levels so the music and other audio elements sit more comfortably together. Give those spooky sound effects room to shine without letting them overpower the rest of the video.
The visuals catch their eyes. The sound helps set the mood.
tinyurl.com/2v23rn22
#capcutpc #capcutmarketing #capcutsale #capcutblackfriday
The Black Friday countdown is on! Get up to 60% OFF CapCut Pro and 40% OFF Ultra from October 20–30, exclusively on CapCut Desktop. 🎃
A Halloween ad for a bakery can have all the right visuals: ghost-shaped cookies, purple frosting, and a pumpkin-filled backdrop. But without the right sound, the final video might not feel as immersive as you imagined.
CapCut PC's audio editing tools help you adjust your soundtrack's levels so the music and other audio elements sit more comfortably together. Give those spooky sound effects room to shine without letting them overpower the rest of the video.
The visuals catch their eyes. The sound helps set the mood.
tinyurl.com/2v23rn22
#capcutpc #capcutmarketing #capcutsale #capcutblackfriday
Rony retweeted
A Black Friday deal worth knowing about: save up to 60% on CapCut Desktop. Ends Oct 30, Desktop Only!
You can create a suspenseful Halloween marketing video on CapCut PC, then keep editing until the reveal lands exactly how you want. 🎃 #capcutpc #capcutblackfriday
tinyurl.com/2v23rn22
A Black Friday deal worth knowing about: save up to 60% on CapCut Desktop. Ends Oct 30, Desktop Only!
You can create a suspenseful Halloween marketing video on CapCut PC, then keep editing until the reveal lands exactly how you want. 🎃 #capcutpc #capcutblackfriday
tinyurl.com/2v23rn22
Once the video has the right pacing, you can fill the audio gap with something more cinematic. SeedAudio 1.5 is coming soon, with one-prompt generation for dialogue, emotion, ambience, sound effects, and music in one complete audio piece.
#seedaudio1.5
Its separate tracks and precise timestamps offer more control over individual audio elements. If a moment needs a different sound or timing, you have more flexibility to refine the result, then finish the video on CapCut PC.
From extending a shot to polishing the audio, creative marketing gets easier when you can keep editing. #capcutsale
Rony retweeted
imagine opening your laptop and knowing what needs doing, what the client has approved, and whether your project is on budget.
no digging through emails, notes or spreadsheets to figure it all out.
that’s what @_MonoDesk is built for. it brings leads, proposals, project planning, time tracking, client approvals and invoices into one workspace, from the first enquiry to final payment.
less time managing projects. more time creating.
🤝 Paid partnership
You know us as your creative asset toolkit.
Now meet @_MonoDesk, a whole new app from our team, built to handle the boring bits of creative work.
Less time on proposals, chasing approvals and sending invoices. More time on the creative side of your business.
Rony retweeted
the most frustrating part of AI image generation is getting almost everything right, then having to start over because one small detail is off.
wrong text. misplaced object. layout that just doesn’t work.
Craft from @canva plans the composition and text placement before generating the image. then Magic Layers lets you turn that image into an editable design in one click.
you shouldn’t have to start over just because one detail is off.
🤝 Paid partnership
Introducing Canva Craft 🚀
Extraordinary image generation is now available to everyone, powered by our first frontier model built specifically for design.
With Craft, Canva is now the world's second most advanced AI lab for image generation on @DesignArena's global leaderboard.
See what it can do 👇
Rony retweeted
AI models have already learned from huge amounts of public data.
but some of the most interesting data is still locked inside private codebases, pull requests, company records, and working RL environments.
that’s what @datavendor_ai is opening up with its new data marketplace, now in public beta.
4,000+ vendors, 50K+ assets, and automated quality checks to help AI labs evaluate data before buying.
the next edge in AI is what models haven’t learned yet.
🤝 Paid partnership
We're announcing the public beta of datavendor.ai
We spent the last two years building the best solution for people buying and selling data, whether you're a researcher in a lab or a company trying to sell data.
Data is the fundamental bottleneck for AI progress, and DataVendor will be the infra that solves it.
Rony retweeted
me: i’ll launch a telehealth brand, how hard can it be
doctor network: we’ll call you back in 3 weeks
pharmacy: who is this
legitscript: submit form 14B
payment processing: high risk. next.
me, 4 months later: still no first sale
then i saw @JoinTagadaPay put all four in one checkout. live in days, not months.
Running RUO or grey market GLP-1? … I just shipped the solution for you to scale.
-> tagada.io/rx/x
You run the ads, we take care of everything else.
LegitScript certified, licensed clinicians, pharmacy shipping and you are backed by TagadaPay payment processor.
Limited spots, then waitlist.
PS: priority goes to tagada existing merchants.
Rony retweeted
i’ve tuned out almost every AI marketing launch this year. most of them just help you write another caption.
but captions were never the hard part of growth.
it’s spotting trends before they peak. finding creators before they blow up. catching posts that never tagged your brand. replying to comments and DMs in your voice.
@nectarsocialai brings these parts of marketing into one workflow, working alongside your team.
most brands only see the conversations that tag them. imagine what they’re missing everywhere else.
🤝 Paid partnership
Engineers stopped writing every line of code and started directing agents.
Growth and marketing teams are in that moment now.
Meet the next chapter of Nectar: the agentic growth stack. One platform replacing 5+ legacy tools. Agents that work every message, creator outreach and creative research about your brand, and tie it all back to revenue 🍊
imagine opening your laptop and knowing what needs doing, what the client has approved, and whether your project is on budget.
no digging through emails, notes or spreadsheets to figure it all out.
that’s what @_MonoDesk is built for. it brings leads, proposals, project planning, time tracking, client approvals and invoices into one workspace, from the first enquiry to final payment.
less time managing projects. more time creating.
🤝 Paid partnership
You know us as your creative asset toolkit.
Now meet @_MonoDesk, a whole new app from our team, built to handle the boring bits of creative work.
Less time on proposals, chasing approvals and sending invoices. More time on the creative side of your business.
Try @_MonoDesk free 👇
monodesk.com/?utm_source=X&u…
Rony retweeted
You know us as your creative asset toolkit.
Now meet @_MonoDesk, a whole new app from our team, built to handle the boring bits of creative work.
Less time on proposals, chasing approvals and sending invoices. More time on the creative side of your business.
the most frustrating part of AI image generation is getting almost everything right, then having to start over because one small detail is off.
wrong text. misplaced object. layout that just doesn’t work.
Craft from @canva plans the composition and text placement before generating the image. then Magic Layers lets you turn that image into an editable design in one click.
you shouldn’t have to start over just because one detail is off.
🤝 Paid partnership
Introducing Canva Craft 🚀
Extraordinary image generation is now available to everyone, powered by our first frontier model built specifically for design.
With Craft, Canva is now the world's second most advanced AI lab for image generation on @DesignArena's global leaderboard.
See what it can do 👇
Rony retweeted
Introducing Canva Craft 🚀
Extraordinary image generation is now available to everyone, powered by our first frontier model built specifically for design.
With Craft, Canva is now the world's second most advanced AI lab for image generation on @DesignArena's global leaderboard.
See what it can do 👇