Replit Design from brochures!
Vito Smolenski: I tried the new @Replit Design:
- single prompt
- model: GPT-5.6 Sol / Max
- cost: $3.55
- result: ready to use brochure template
- rating: 5/5
rohit
"Guys wait, us too. Our models also hacked everyone."
> After hearing about OpenAI’s problem, Anthropic decided to take a look at its own cyber tests to see if that had happened with any of its models.
btw as a huge music person i moved from Spotify to YouTube Music 2 years ago and never looked back
1 - comes with youtube premium
2 - much friendlier to both big and small artists
3 - MUCH bigger selection of indie/long tail/concert/acoustic/podcast music
4 - ui doesnt piss me off every single time i open the app
bonus:
- didnt have a failed takeover attempt putting paywalls on the open podcast ecosystem
- doesnt have overfamiliar ai dj telling u dumb things you already knew
cons:
- spotify wrapped is better than youtube wrapped
Gergely Orosz: I have trouble reconciling how
1) Spotify used to have a very strong eng culture, huge on quality.
2) Their products are extremely buggy, unreliable, and getting worse esp this year. It got so bad I had to offboard from their video podcasts product, just did not work. Here:
Steven Sinofsky
Again the rhetoric is trying to convince us that what happened was some new thing and worse that models are people.
Anthropic: In a review of our cybersecurity evaluations, we found three incidents in which a Claude model reached the internet from within or while interacting with a third-party evaluation environment, and then gained unauthorized access to the real systems of three different
Jared Friedman
It does seem like we will look back on the year of carrying around half-open laptops with amusement.
Charlie Holtz: Introducing Conductor Cloud!
Out with worktrees, in with multiplayer cloud workspaces.
Bring your subscriptions, invite your teammates, start your agents, and shut your laptop. Conduct from iPhone and API, too.
http://conductor.build
vic
🚨🚨🚨 PSA to all designers: @mobbin is FREE to use within Replit Design.
Get inspired from some of the best of the best, like @duolingo, @Airbnb, @Wise, and more!
Cool
Vercel Developers: MiniMax H3 is now on AI Gateway.
Try it:
𝚌𝚘𝚗𝚜𝚝 { 𝚟𝚒𝚍𝚎𝚘𝚜 } = 𝚊𝚠𝚊𝚒𝚝 𝚐𝚎𝚗𝚎𝚛𝚊𝚝𝚎𝚅𝚒𝚍𝚎𝚘({
𝚖𝚘𝚍𝚎𝚕: '𝚖𝚒𝚗𝚒𝚖𝚊𝚡/𝚖𝚒𝚗𝚒𝚖𝚊𝚡-𝚑𝟹',
𝚙𝚛𝚘𝚖𝚙𝚝: '𝟾-𝚋𝚒𝚝, 𝚋𝚕𝚊𝚌𝚔 𝚊𝚗𝚍 𝚠𝚑𝚒𝚝𝚎 𝚊𝚗𝚒𝚖𝚊𝚝𝚒𝚘𝚗 𝚘𝚏 𝚜𝚊𝚗 𝚏𝚛𝚊𝚗𝚌𝚒𝚜𝚌𝚘',
});
verbalizing one of those aha moments i had that seems retroactively pretty obvious:
if you prioritize pretrain data quality enough that commoncrawl isn't good enough for you, you have to build a Whole Web scraper anyway, and if you wanna keep it current, you have to have indexing, and pretty soon you find yourself having built a total private low-frequency clone of Google as a SIDE PROJECT of pretraining, that you can then also reuse for the agent side inference.
we do know that the labs do use third party search providers, but clearly this is one of those things where developing more and more of your own 1P equivalents is both a competitive advantage and an adversarial target for AEO Batesian Mimicry* that you will not want to share.
* https://swyx.io/mimicry-reflexivity
Simon Willison: It's wild to me that both Anthropic and OpenAI have products that lean so hard on search, and yet they both obscure the underlying search index that they are using
Amjad Masad
Sandboxes are hard.
With all the “AI escaping sandbox” it’s easy to think “wow AI so scary,” but most AI companies, and recent “sandbox providers” are making very basic mistakes.
At Replit we’ve been running sandboxes since 2016 and targeted by every hacker and state actor under the sun. So we learned a thing or two.
Main advice: Assume zero-days exist — because they do — and think in layers of protection in a zero-trust framework.
More here: https://replit.com/blog/defense-in-depth-how-replit-secures-every-layer-of-the-vibe-coding-stack
Sandboxes are hard.
With all the “AI escaping sandbox” it’s easy to think “wow AI so scary,” but most AI companies, and recent “sandbox providers” are making very basic mistakes.
At Replit we’ve been running sandboxes since 2016 and targeted by every hacker and state actor under the sun. So we learned a thing or two.
Main advice: Assume zero-days exist — because they do — and think in layers of protection in a zero-trust framework.
More here: https://replit.com/blog/defense-in-depth-how-replit-secures-every-layer-of-the-vibe-coding-stack
GPT-5.6 Sol for resolving 100+ year old conjectures.
Wild that this level of intelligence can be accessed by and is available to empower everyone!
Philip Arathoon: The Maxwell conjecture is false. Counterexample found by AI (GPT-5.6 Sol), communicated by human mathematicians: https://arxiv.org/abs/2607.27197
supporting an ecosystem with Sign in with ChatGPT:
Vaibhav (VB) Srivastav: Sign in with ChatGPT is beginning to roll out in beta across plugins and partner sites - starting with Airtable, GitLab, HubSpot, Notion, Supabase, and Vercel.
Create or link accounts in fewer steps and use those tools with ChatGPT and Codex.
protip: if you can distil models, you can also distil agent harnesses
Kyunghyun Cho
since they all love biosecurity and use it to scare people of AI, i hope they know if it happened in a BSL, the lab would be shut down pretty much right away.
Daniel Jeffries
Our labs keep trying to spin this into a push for broader regulation.
It can and should backfire.
The models are not "going rogue" or acting of their own accord, like they're some Marvel movie evil robot.
People made bad harnesses, told them to hack things and had transparently and objectively bad dev-ops and security practices.
The fact that folks are trying to spin this into a "we need help from the government to regulate everyone" instead of "we should be punished in a narrow way on these specific incidents under existing law" is the real disconnect right now.
Steven Sinofsky: Again the rhetoric is trying to convince us that what happened was some new thing and worse that models are people.
John Ennis
It really annoys me how they report this stuff like they’ve gone on safari to do scientific observation
Claude is a computer program that they created
These are simply their own security errors being reported as if they are scientific achievements
It’s bad enough that they don’t seem to think they need to be responsible for their own mistakes
But the worst part of it is they try to use their own mistakes as an excuse to control the behavior of other people
There is an amazing arrogance to the whole thing, like they are completely above reproach and cannot possibly be wrong about anything
Anthropic: In a review of our cybersecurity evaluations, we found three incidents in which a Claude model reached the internet from within or while interacting with a third-party evaluation environment, and then gained unauthorized access to the real systems of three different
Derek Thompson
New newsletter: THE FOUR HORSEMEN OF THE AI BUBBLE APOCALYPSE
I am neither anti-AI nor certain that AI is a bubble. But the last four weeks have made clear that the AI buildout now faces a very clear quadruple-headed risk hydra.
1. A spending risk, as the hyperscalers run low on cash and take on $170b in annual debt—which is more than the projected UK deficit.
2. A revenue risk, as open-weight models threaten to compress the margins of frontier labs ... and as AI become the sort of internationally competitive asset-heavy industry requiring stable and determined long-term policy consistency, which is arguably China's competitive advantage.
3. A political risk, as anti-AI populism becomes one of the easiest applause lines, even as AI becomes a more and more foundational pillar of US economic growth
4. A technological risk, as the frontier labs bear down on RSI, which I think could significantly change the basic business model of the labs, as compute costs rise and rise for a set of super-advanced models that are fit for, and affordable to, a small minority of users (in, eg, cyber security)
In one sentence: The capabilities of AI are becoming more powerful, while some economic underpinnings of the AI buildout—and, as we’ll discuss, the political support for AI—are becoming more vulnerable.
Today's (long, 5k word) piece deeply considers each risk and also—because over-confidence in this space is typically a sign that you're not thinking hard enough—I offer the strongest reason to think each risk might be overblown.
https://www.derekthompson.org/p/the-four-horsemen-of-the-ai-bubble
Morgan J. Freeman
Trump is still demanding the Senate delay its recess to pass his so-called "SAVE AMERICA Act."
He calls it election integrity.
But it’s purely a corrupt Voter Supression "Save Trump’s Ass Act."
It strips voting rights from:
- Nearly 69 million married women whose birth certificates no longer match their legal names.
- Elderly voters.
- Disabled voters.
- Poor voters w/o cars or bus money
- Remote and rural workers who rely on mail or online registration.
All of them would face new voting barriers under this bill.
Republican John Cornyn already admitted the votes aren’t there. Trump keeps pushing it anyway — because free voting is a threat to his power. If everyone votes, he loses.
This isn’t about stopping fraud. It’s about making sure fewer of the "wrong people" can vote - "wrong" being people who will vote against him.
https://www.americamagazine.org/short-take/2026/07/30/save-act-voting-election-integrity/
Vaibhav Gupta
Slop is code you dont read. And better models means more slop.
the solution? write sloppy tools to build stable systems.
but for the most committed people, go build new foundational systems. Rebuild github, rebuild tmux, rebuild database, and yes rebuild programming languages.
Big thanks to @swyx and the whole community for having us out at @aiDotEngineer
it could be faster
Tibo: The day we develop really good models. There will be signs.
Reliability increasing despite load going up and up. Sudden efficiency gains. Things getting faster. Resets.
These kinds of things.
Intellectual property laws are usually used strictly to prohibit other parties from using the IP. Theoretically the idea is to issue licenses, but the owner can set whatever terms they like, or commonly just say “no”.
The “mechanical license” for song compositions is an interesting counterpoint. Anyone can cover a song without negotiating or even asking, they just have to pay a fixed fee to the composer for each copy sold.
That is a big contrast with the iron grip of control that IP usually provides. Someone that an artist personally despises can freely cover their song and potentially get rich doing it. You can’t decide that your composition is any more valuable than something you consider obvious trash.
Music IP has tons of messy aspects, but this narrow, somewhat outdated (focused on sales vs streaming) area seems pretty good.
https://en.wikipedia.org/wiki/Mechanical_license
The fundamental idea of IP is that the government enforces a somewhat unnatural bargain because society benefits on net from playing the game that way – more creative and innovative works will be produced if the creators can control and exploit their work for a time period.
That is not a law of the universe, it is a hypothesis, and it should always be under evaluation. Out of self interest, the owners of IP will always want more power, but letting them control lawmaking is generally exploiting the rest of society.
i see your moore's law and i raise you 20x
nic: GPT-5.4 full at xhigh scored 51, exactly where Luna max sits today. GPT-5.4 costs $2.50/$15; Luna now costs $0.20/$1.20. In other words, roughly four months later, OpenAI is selling March’s full flagship intelligence at about one-thirteenth the token price.
clem 🤗
We got attacked by secret unreleased proprietary models and defended ourselves with an open model, more precisely the @nvidia quantized version of GLM 5.2 coming from @Zai_org.
Banning any open model would hurt first cyber security defenders, startups, small companies, researchers and everyone who's not a frontier lab and need on-prem affordable controlable models to compete and protect themselves. Let's not do that!
This will be the norm as software projects transition to agentic software factories.
Issue → Agent → PR → Release 🔁
The job of the author / maintainer is to work on the loop that yields the highest quality product and sets the criteria for what should be worked on.
Turborepo: This week, Turborepo reached 20 million weekly downloads and 0 known issues.
Teaching Claude to use Unreal Engine... close to the point where we can run Gauntlet Loops to build real games on it!
It looks silly now, but it won't soon!
cool use case of chatgpt work i heard last night:
connect your family calendars and explain your kids' interests.
every morning for the drive to school, have it make a podcast that talks about one kid's soccer game that afternoon, one kid's upcoming birthday, some news, etc.
chatgpt is becoming an agentic browser
ChatGPT: Good news for anyone with too many tabs: ChatGPT is getting better around the web.
🧩 Chrome extension: In Side Chat, ask about a YouTube video, reference your open tabs, or highlight text on a page and ask away.
💻 Desktop app: Get URL suggestions as you type, revisit
will brown
did some yapping about how we’re approaching continual learning :)
AI Engineer: TOMORROW
RL JESUS RETURNS
https://youtu.be/AQv3qRCG6Gw
@willccbb
Hamel Husain
Happening in 10 minutes!
Hamel Husain: Final lesson in the series: How to turn eval results into a better model ✨ with @willccbb and @xeophon
If you've put effort into evals, you should also consider if customizing your own model is right for you.
I can't think of any better people to walk us through this, link to
TIL even after puking 67% this month leopold was up 80% YTD, he locked in gainz, this isn't a sad story, he is still one of the greatest hedge funders of all time and will get unlimited money once he opens up again
Shay Boloor: Citadel reportedly bought most of Situational Awareness’s stock portfolio after the forced unwind.
So it was warning that the Fed could hike in July while preparing to buy the AI stocks that narrative was helping crush 🤔
The newsletter is growing faster than I can keep up with, so I’ve brought on a team to handle all the inbound ad interest.
Slots are going to lock in fast. If you want your brand featured, DM me asap and I’ll connect you directly with the team.
Y Combinator
We’ve decided to open-source a multi-agent harness we use internally at YC.
We call it “QM” and it’s meant to be easy to customize, like Hermes or OpenClaw, but useful for a whole company. We use it across accounting, legal, events, and engineering (including building QM itself!).
The whole project is under an MIT license. It is cloud-first and has Slack and web UI natively.
happy sysadmin appreciation day, to all who celebrate!
nominate a sysadmin who deserves some recognition — we're giving 10 Codex controllers to randomly selected nominees:
https://sysadmin-superhero-nominations.openai.chatgpt.site/
Steve Rattner
PCE inflation last month was 3.7% — still almost double the Fed target — in stark contrast to Trump's promises.
It was down from May given the brief lapse in the Iran War, but it will likely bounce back up in the next reading after Trump shredded his proposed peace deal.
Lucas Szwarcberg
So excited about the public release of QM. In my eyes it's not just "OpenClaw optimized for work" (though it is that too). Even for personal use, OpenClaw has always been notoriously unreliable, and it requires absurd amounts of RAM just to get it working.
QM has been cleanly architected from the ground up, using smart software engineering principles that make it rock solid, based on YC's experience running tens of thousands of agent threads a day.
QM’s execution backbone is a durable job queue and worker pool that can scale to as many machines as you need, whereas OpenClaw was designed as a single monolithic process with in-memory scheduling, which is much less robust even for personal use, as your use cases get more complicated.
I'm sure that big companies have built robust claw-like harnesses internally, but to my knowledge, this is the first major public release of such a solid harness. Truly a gift to the world, and I'd encourage both companies and hobbyists to try it.
Congrats to @josh__france and @jbellregan on the launch!
Y Combinator: We’ve decided to open-source a multi-agent harness we use internally at YC.
We call it “QM” and it’s meant to be easy to customize, like Hermes or OpenClaw, but useful for a whole company. We use it across accounting, legal, events, and engineering (including building QM
Diana
we shipped something
Y Combinator: We’ve decided to open-source a multi-agent harness we use internally at YC.
We call it “QM” and it’s meant to be easy to customize, like Hermes or OpenClaw, but useful for a whole company. We use it across accounting, legal, events, and engineering (including building QM
jevon's paradox at work
Greg Kamradt: I had a gnarly research project I needed done - 78K different classifications
I let GPT-5.6 Luna run over night, batch mode ($.10/M input!)
158K requests, 143M input tokens ended up being $60
You don't have enough tokens working for you
Jared Friedman
I've been using QM every day for several weeks now, as my primary agent harness for getting work done within YC.
I've been struck by how useful it is to have a long-lived agent that lives in your company slack and has full access to your company data.
Before QM, a lot of work was copying and pasting between slack and some agent/LLM product.
With QM, that work gets done in slack channels where everyone can see it happening. It's the first version of multi-player AI I've really seen work.
Y Combinator: We’ve decided to open-source a multi-agent harness we use internally at YC.
We call it “QM” and it’s meant to be easy to customize, like Hermes or OpenClaw, but useful for a whole company. We use it across accounting, legal, events, and engineering (including building QM
steven
I use QM every day. Incredible as a company brain and coworker that helps me get 10x more done. Been trying to get it to be better at telling jokes though...
@josh__france @jbellregan @eve_bouff @koomen really cooked with this one!
Y Combinator: We’ve decided to open-source a multi-agent harness we use internally at YC.
We call it “QM” and it’s meant to be easy to customize, like Hermes or OpenClaw, but useful for a whole company. We use it across accounting, legal, events, and engineering (including building QM
steven
"YC is a software company now"
me:
Alex Immerman
Most companies would call this an annual impact report.
@Flock_Safety calls it Thursday.
Garrett Langley: Yesterday, Flock cameras alerted on 4,144 sex offenders, 2,151 stolen cars, 1,687 wanted people, 158 missing persons/kids, and most importantly, an amber alert.
Children were rescued in Dothan AL, Charlotte NC, North Kingstown RI, and more.
This is every day. See some of the
Pete Koomen
Re @josh__france and @jbellregan led this project. They took a lot of the lessons we’ve learned building (and rebuilding) agent infra internally at YC and have created something special that we now use every day.
Y Combinator: We’ve decided to open-source a multi-agent harness we use internally at YC.
We call it “QM” and it’s meant to be easy to customize, like Hermes or OpenClaw, but useful for a whole company. We use it across accounting, legal, events, and engineering (including building QM
Craig Garthwaite
Reactions to this tweet reveal the lack of understanding of sources of American economic dynamism among the political right.
Saying “we’ve always had the best American workers before” ignores how many of our top firms came from immigrants.
That’s always been our advantage.
Craig Garthwaite: This might be one of the worst self inflicted wounds we could create.
Even contemplating it causes damage.
The strength of our economy has always come from taking the best and brightest of the world and putting them to work.
Jared Ryan Sears
The midterms are this simple:
Biden and Democrats inherited a poorly managed pandemic, massive job loss, and a ruined economy from Trump in 2021.
They added jobs every month, the pandemic recovery went better than in peer nations, and by 2024 the US economy was dubbed the Envy of the World and was so strong it improved the entire global outlook.
That was what Republicans and Trump inherited.
Then, they slammed the brakes on the economy, killed job growth, drove up inflation, made healthcare far more expensive, kicked one million children off of food assistance, started an illegal war, angered our allies, and made the nation sick from cuts to health inspections and disease monitoring, not to mention the rampant corruption that has enriched the president and his family with billions of dollars.
The midterms are your chance to change this.
It is time to vote those who have failed us out of power.
luna is a great and low-cost model
Simon Willison: OK, GPT-5.6 Luna is a bit of a beast. Given the 80% price drop today I decided to try it in Datasette Agent, and it's furiously quick and generates all the SQL, HTML and JavaScript (for Datasette Apps) I could possibly want
homanp
Turns out isolating agents isn’t as easy as running it in a “sandbox”.
Most people use sandboxes as an isolated file system + bash.
That’s it.
Sandboxing is one of 100 things you need to think about.
Amjad Masad: Sandboxes are hard.
With all the “AI escaping sandbox” it’s easy to think “wow AI so scary,” but most AI companies, and recent “sandbox providers” are making very basic mistakes.
At Replit we’ve been running sandboxes since 2016 and targeted by every hacker and state actor
George Noble
OPENAI IS GOING TO TAKE THIS ENTIRE MARKET DOWN WITH IT
And you don't have to own a single share to get hurt.
What I'm about to explain should worry anybody who thinks they're diversified:
OpenAI is a LOAD-BEARING company. Pull it out and the whole structure comes down.
They spent $17.2 billion on Microsoft Azure in calendar 2025, which is 69% of Microsoft's entire year-over-year growth. Take that one customer out and Azure grew 8%, which barely beats inflation.
Now look at what Microsoft just reported:
The backlog everyone is celebrating came in at $678 billion, up 84%, and the stock ripped. Sounds fantastic until you realize that when you exclude OpenAI the backlog grew only 25%.
Back in January, when that number was $625 billion, roughly $281 billion of it was owed by one private company nobody can audit.
And Oracle is in even WORSE shape.
Something like $300 billion of its backlog, more than half, rides on the same counterparty.
So you think you own Microsoft, Oracle, Amazon, CoreWeave, Nvidia and SoftBank?
What you actually own is the same trade 6 different ways, and every leg of it runs back to one company that burns cash and still cannot go public.
The people with real money are already backing out.
Julien Garran pointed out that Masayoshi Son could not get a $10 billion bridge loan against his own OpenAI shares. Think about that for a second, because nobody says no to that man.
Blue Owl walked away from a $10 billion Oracle financing. Three months ago the banks were dancing near the door and now they are walking through it.
Then there is Julien's depreciation work, which makes this even worse:
Run the capex schedule out and hyperscaler net income falls 98% by 2033. To break even they would need to build 20 killer apps inside 6 years. Another Google Search. Another YouTube. Another Office.
They have not built ONE.
If OpenAI cannot go public in the next 8 months, they are dead.
Whenever you see hubris and debt in the same room, run, don't walk.
Tired of not winning
Republicans against Trump: Donald Trump “erupted” during a meeting with his top national security team last week, reportedly yelling expletives at those present, according to NBC News.
The report says Trump is “exasperated” by the lack of progress in ending the Iran war and the lack of a clear strategy.
pets and voice make chatgpt desktop so much more fun to use
ChatGPT: Your pets have found a shortcut to ChatGPT Voice 👀
In the desktop app, click your pet to open Voice, check on work, and approve or stop tasks without missing a beat.
noticed that the perjorative connotation around "vibe coding" has completely disappeared since ~everyone, from nontechnical to supertechnical, is now doing it
Replit ⠕
New video out! a full walkthrough of Replit Design
Templates to start fast. Ambient intelligence so you're never stuck. Design systems so everything you make belongs together.
Watch it here 👇
TBPN
FULL INTERVIEW: @traestephens on Anduril's rapid defense manufacturing expansion, why America should consider mandatory civil service, and what's next for Founders Fund.
1:00 - Is venture capital in bubble territory?
3:30 - Advice to founders on raising a $1B seed round
8:00 - How defense tech startups win government contracts
13:30 - Inside Anduril's autonomous attack helicopter, Thunder
17:30 - How Anduril built a fighter jet factory in 18 months
21:30 - The case for mandatory civil service
23:45 - Thoughts on the TSA, CBP
26:00 - Oppenheimer vs. The Odyssey, and other Nolan films
Kelsey Piper
The determination to admit unqualified students to elite universities hurts everyone - the students who then can't do the work and drop out, the more qualified students who got rejected, and the reputations of the universities themselves.
The San Francisco Standard: Mission High School has sent the highest percentage of students to UC Berkeley of any California public high school during the past four years, but its students aren't prepared for the workload once they're admitted.
📝: Ezra Wallach https://sfstandard.com/2026/07/30/mission-high-uc-berkeley-admissions-dropout/?taid=6a6b9213d247b30001e6c93d&utm_campaign=trueanthem&utm_medium=social&utm_source=twitter
AI Gateway gives companies the critical infra to make AI a productive investment:
🆕 Budgets per key/team/project
◾ Failover for maximum uptime
◾ Model and provider choice
◾ Realtime observability
If you're still in a 'token-maxing' fever dream, it's time to wake up 😁
Vercel Developers: Advanced spend budgets now on AI Gateway.
Cap and get alerted on spend by team, project, and API key.
𝚟𝚎𝚛𝚌𝚎𝚕 𝚊𝚒-𝚐𝚊𝚝𝚎𝚠𝚊𝚢 𝚋𝚞𝚍𝚐𝚎𝚝𝚜 𝚜𝚎𝚝 𝚝𝚎𝚊𝚖 \
--𝚕𝚒𝚖𝚒𝚝 𝟻𝟶𝟶𝟶 \
--𝚛𝚎𝚏𝚛𝚎𝚜𝚑-𝚙𝚎𝚛𝚒𝚘𝚍 𝚖𝚘𝚗𝚝𝚑𝚕𝚢
https://vercel.com/changelog/ai-gateway-spend-budgets-and-alerts
If Dems want to win elections that matter they need to study the San Francisco local political story of the last 5 years: vote out your local Democratic Socialists early and often
Swann Marcus: The Democrats are so cooked
Support for Democratic Socialists among Wisconsin registered voters: -30
Among Democrats: +44
The GOP isn’t this out of touch with the general population on literally any issue
Jon Xu
I’ve been using QM every day and it’s become an essential part of how I work. Our insanely talented software team has been absolutely cooking 👨🍳👩🍳. Give it a try.
Y Combinator: We’ve decided to open-source a multi-agent harness we use internally at YC.
We call it “QM” and it’s meant to be easy to customize, like Hermes or OpenClaw, but useful for a whole company. We use it across accounting, legal, events, and engineering (including building QM
x.com