Security will become a larger and larger function in software companies. Security is verification engineering (eg: โmy code is probably memory-safeโ), as well as capital allocation (โwhat surface should I throw most tokens at?โ)
For startups, itโs a challenge and opportunity. As the worldโs paranoia grows given ever-more-sophisticated AI adversaries, how can you trust a 2-person-and-a-dog company?
But conversely, given the dire state of global cybersecurity and increasing reliance on centralization, as always, thereโre vast areas that small teams can now disrupt that Iโm excited to invest in.
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AI will make everything free, including itself. The last domino to fall will be free energy, which is humanityโs final frontier.
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Weโve confirmed a KVM 0day through our Vercel Sandbox bounty program. Affecting the industryโs gold standard solution for Linux virtualization.
2026 is wild! Thankful to Paulos and other researchers helping us make the most secure sandbox for agents. Full writeup coming.
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Wonderful writeup on Jev + Python
Jev is now in the AI SDK for Python.
To test it, we ran two experiments:
โช๏ธ Detecting Python vs. English as text is typed
โช๏ธ Writing Python, one decision at a time
๐๐ ๐๐๐ ๐๐
vercel.com/blog/jev-for-pythโฆ
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Amazing. Love to see the muse.ai team ship so fast โฒ
๐จ side project alert ๐จ
Announcing Muse Gadgets, an open source ESP32 firmware and Linux sdk so that you can make hardware devices that work with Muse.
Grab an API token from gadgets.muse.ai and point your favorite coding agent at the github repo to build your own peripherals for Muse.
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Engineers at @RogoAI build the company's internal apps on Vercel. They deployed over 73,000 times last month.
Coding agents ship to production in 5 minutes, and run everything from churn risk analysis to the sales team's deal desk.
vercel.com/blog/how-rogo-shiโฆ
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SvelteKit 3 is a wonder. Congrats to the team. So excited for Async Svelte & Remote Functions to cook.
I built a tiny app, it built & deployed in 15 seconds end-to-end, itโs instant, and fx + opus figured it all out effortlessly.
svelte.dev/blog/sveltekit-3-โฆ
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Here's the app. One thing I've been liking is to ask models to 'teach me back' what they didยน by including "quines".
Quinesยฒ are programs that output their own source code. So, in this demo you can reveal step by step the Svelte code powering it!
sveltekit3-models-test.labs.โฆ
ยน Understanding is still great ๐
ยฒ en.wikipedia.org/wiki/Quine_โฆ
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The future is verification-engineering.
Proofs, (e2e) tests, benchmarks, lintersโฆ
Some tests will be deterministic, some agentic. This looks great.
Introducing e2e
The agentic testing framework for any app
~/ npx e2e init
โ Fully Open Source
โ Mix deterministic and agentic APIs
โ Supports web, mobile, and more
โ Bring your own agent and infrastructure
โ Run locally or in CI
tester.army/e2e
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The @MicrosoftAI team is training excellent models.
Excited to bring them to @vercel, day zero.
We partnered with @MicrosoftAI to bring their secure, transparent, and cost-efficient models to AI Gateway. Available today:
โข ๐ผ๐ฐ๐ธ-๐
๐๐๐๐-๐ธ.๐ท: long-form & fast-reply speech
โข ๐ผ๐ฐ๐ธ-๐๐๐๐๐๐๐๐๐๐-๐ธ-๐๐๐๐๐๐๐๐๐: transcription
vercel.com/changelog/microsoโฆ
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Most token aggregators have extreme noise from โ token promos from/to providers that train on your data or โก providers that *claim* to be ZDR.
Vercel AI Gateway is the largest trustworthy datasource to understand global AI token flows, because we have real usage, from real customers, an at-scale platform (400k+ paying customers and thousands of enterprises), and zero markup.
Notablyโฆ every week we turn down "free token" promos from companies that come to us with dubious claims of Zero Data Retention (ZDR) and questionable reputations. We also don't get a kick out of having the "most providers". Most providers suck. You want the *best* providers.
We put in as much work in engineering our gateway, as in our legal, compliance, privacy, and backoffice operations to responsibly serve trillions of tokens every day. We're here for the long haul.
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If you run a service and want to get in front of 20M+ developers and the billions of agents they'll ship, add yourself to Connect.
With code now being 'free', the final boss of building is connecting to stuff. Connect is both easier and more secureยน. For agents and for apps.
ยน The world of building agents is plagued with static credentials. You're supposed to give a bunch of keys to each agent or app you build. It's DX hell, but it's also a massive liability. Connect fixes this.
Submit your service to Vercel Connect.
โข Describe your service
โข Add OAuth or API key auth
โข Verify with a real token
โข Send it for review
vercel.com/changelog/submit-โฆ
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Faster
fx v0.0.12
Faster sessions. Better Markdown. More reliable long running work.
โข Session listing up to 560ร faster
โข Large session stores resume instantly
โข Better GitHub-flavored Markdown
โข Better scrollback, steering & session recovery
โข Improved MCP reliability & security
โข Multiple bug fixes & QoL improvements
fx.sh/changelog#v0.0.12
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AI SDK has hit 30M weekly downloads.
One-shotted this video in fframes + fx.sh + opus. I asked ๐๐ก to look at npm.bet/ai and highlight the 5M/10M/20M/30M milestones.
Yes, this video was written in Rust and rendered on the GPU. h/t @neogoose_btw
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Plotted: the inverse correlation between product defects and downloads. h/t @anthonysheww
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You can just ship things
(and wallow in cartographic filigree)
I've long wished that online mapping services were far richer and higher-density. They elide so much detail today! We have gloriously high-DPI screens... I want to wallow in cartographic filigree. AI of course now makes this possible: bayatlas.vercel.app
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You can now search @vercel domains without auth.
Especially great if you're an agent.
Domain search no longer requires auth.
โช๏ธ Search by keyword with the Vercel CLI
โช๏ธ Batch-check up to 200 domains via API
๐๐๐๐๐๐ ๐๐๐๐๐๐๐ ๐๐๐๐๐๐ ๐๐๐๐๐๐๐๐
vercel.com/changelog/search-โฆ
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