Rony

Sharing insights on AI, tech, and prompts | Helping brands grow with creative strategies | DM for paid promotions ✉️ [email protected]

[Rony @Ronycoder]

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 @Ronycoder]

@HeyRohhit This is the kind of content every aspiring founder should watch.

[Rohit @HeyRohhit]

Sam Altman literally gave a 43-minute masterclass on turning ideas into billion-dollar companies:

Bookmarked & watch today,no matter what

[Rony @Ronycoder]

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.

[Rony @Ronycoder]

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.

[Rony @Ronycoder]

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.

[Rony @Ronycoder]

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.

[Rony @Ronycoder]

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.

[Rony @Ronycoder]

@trikcode need to try it

[Rony @Ronycoder]

@HeyAmit_ @MonidHQ This is exactly the kind of visibility AI needs.

[Rony @Ronycoder]

@HeyAmit_ @_MonoDesk Excited to see what the team builds with MonoDesk.

[Rony @Ronycoder]

@Alokkumarzz @_MonoDesk Creatives need more tools like this

[Rony @Ronycoder]

@envato @_MonoDesk This could make life so much easier for freelancers and creators.

[Rony @Ronycoder]

@_MonoDesk Try @_MonoDesk free 👇
https://t.co/MNypqXOCdR

[Rony @Ronycoder]

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.

[Envato @envato]

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.

[Envato @envato]

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 @Ronycoder]

@HeyAmit_ @canva Big upgrade for anyone working with visuals.

[Rony @Ronycoder]

@Alokkumarzz @canva this looks exciting, can’t wait to try it out.

[Rony @Ronycoder]

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.

[Canva @canva]

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 @Ronycoder]

@canva @DesignArena Been waiting for something like this, really excited to try it!

[Canva @canva]

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 👇