Built for the folks who work with photos and videos on a daily basis, Studio is the workflow-agnostic media workspace; It doesn t just analyze the media you upload to it, it builds an agentic visual memory and runs workflows to understand and act on your team s photos and videos.

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Anthropic just shipped Opus 4.7 today and i had to write about it somewhere because the jump is weird.

I ran the same backlog task on 4.6 and 4.7 back to back. same repo, same prompt, same tools. 4.6 looped on a bug for 25 minutes and was not going to solve it. 4.7 closed it in eleven, and the part that freaked me out is that it paused in the middle to sanity-check an assumption i had not asked it to check. literally wrote "before i write this migration, let me verify the actual shape of the response object, because my assumption here might be wrong" and then went and verified it. unprompted.

That self-verification behavior is the thing. Vercel is reporting it does proofs on systems code before starting work. Hex says it flags missing data instead of making up plausible-but-wrong fallbacks. Genspark measured loop rates on hard queries and 4.7 basically stopped looping. different teams, different harnesses, same pattern.

the numbers are nuts too:

Here s what changed:

Production-ready code with minimal oversight, and it can verify its own outputs
More control over reasoning effort
3x better vision (now up to 3.75MP images)
Improved instruction following and overall reliability
New xhigh reasoning mode for finer control between speed and depth

Same pricing as Opus 4.6 ($5 and $25 per million input and output tokens). The new tokenizer can use around 1.0 to 1.35x more tokens depending on content, though this can be managed through effort settings and task budgets.

I genuinely love listening to podcasts. It's one of the best ways I've found to stay on top of new trends, pick up strategies I wouldn't have discovered otherwise, and come across founders and operators I'd never stumble on through regular reading.

So I'm always on the lookout for new ones worth adding to the rotation.

Formally, I studied marketing, but honestly, that stuff from textbooks didn't help me at all. :D (sounds like wasting 5 years of my life, nwm)

The best marketing things I have learned weren't from courses, but through:
own projects

calls with someone better than me

I am a Computer Science student doing research into how solopreneurs and small startups create new apps and what their stack looks like. Particularly, I'm interested in how you handle things like authentication, billing, and permissions/authorization in your apps.

Let me know what you're working on below and how you're going about it -- I'd love to connect for some quick calls to learn about your product and talk about your process in building it!