While AI is expanding what autonomous systems can achieve, models that excel at language and image tasks do not give machines a reliable understanding of their environment and how to operate within it.
@se3_ai is closing that gap and bringing AI to the physical world.
Lukas Köstler, Simon Klenk, Daniel Cremers and the SE3 team bring together a rare combination of factors: exceptional technical expertise with the ambition to build something truly significant, a hard problem that matters and that few are equipped to solve, a compelling “why now” moment, and extraordinary customer traction.
This funding marks the next stage in SE3's long-term commitment to European defense and we're delighted to lead their $30M Series A as they build sovereign spatial intelligence for Europe. Read more here:
accel.com/news/our-investmen…
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How does a large, global company like @DoorDash enable its product teams to build with AI quickly, but also safely and securely?
DoorDash’s GenAI platform team helps engineers across the company build products securely with AI, while leaving room to tinker and experiment. They get access to production-ready model APIs and can run batch jobs, online apps, and agents, while still maintaining the level of governance, performance, and security DoorDash requires.
Calling Europe’s Future Founders - AI Innovate is coming to Berlin on 2 December!
You’ll have the chance to share ideas and build with founders and AI enthusiasts from across Europe.
You don't need a startup, funding, a co-founder, or team - just an idea worth chasing and the drive to build it in one day.
What are you waiting for?
Apply now! builderbase.com/event/accel-…
@nebiusai, @nebiustf, @Lovable, @aiven_io, @n8n_io, @tavilyai
Accel retweeted
A unique opportunity for those that want to experience the frontier and work with an incredible team
Applications are now open for the Anthropic Residency, a paid, fixed-term research program for academics, technical founders, and staff-level engineers who want to make AI safe and beneficial for everyone. No ML background is required.
Apply by November 22: alignment.anthropic.com/2026…
Accel retweeted
Why confidence was the only thing that held me back from starting a company; now it is worth $15.7BN
“I never had quite enough confidence in myself. A lot of what was missing was just the confidence.
I saw this big opportunity in the market and thought, ‘Why is no one else doing this? It is such an obvious idea.’ That led me to think maybe I should start a company.
Five years later, here we are. It has gone pretty well. In hindsight, maybe I should have started much earlier.” @bernhardsson
Love to hear your thoughts @sarahcat21 @eladgil @swyx @mattturck
The best question I ask every single person on 20VC is:
“What do you know now that you wish you had known 12 months ago?”
My answer: the demand for inference is infinite. It is truly so much larger than any of us comprehend.
It will be very hard for neo-cloud providers to move into this market effectively.
We will have 3-4 specialised inference providers worth $300-$500BN in this market.
@modal is one of them. $1BN in ARR. $300M in sandbox revenue alone. WTF.
Erik @bernhardsson is also one of the coolest, most authentic people I have had the fortune of having on the show. Money on cos he is European! 😉
We sat down to shoot the s*** and my notes below.
1. Why I Hate the Description of Entrepreneurship as Pain and Eating Glass. That Is BS
Erik rejects the idea that building a company means suffering pain for a big reward at the end. He enjoys work every day, even the hard conversations, and hopes to work on Modal for 20 to 50 years. He has no wish to sell, saying he "would just go and start Modal 2."
2. Why the Days of 90% Software Margins Are Totally Gone
Almost no company today has the 90%-plus software margins common in Silicon Valley a decade ago. A dollar paid at the top of the stack flows through applications, models, infrastructure, cloud and NVIDIA, with each layer taking 20% to 30% gross margins. Erik sees Modal reaching 40% to 60% margins long term, but never software margins.
Are the days of 90% margins over or is this just the buildout phase of the new cycle meaning margin reduction @venkyganesan @AnjneyMidha
3. Why Inference Alone Will Become Commoditized, and You Have to Have a Suite of Products Around It
Selling inference alone is a commodity business with no switching costs and a race to the bottom. Erik argues it must come with post-training, sandboxes, agentic tooling, reinforcement learning, and low-latency and batch inference. Modal has spent five years building that infrastructure, which he calls very hard to copy.
Do you agree, inference will be commoditised and product breadth is the secret to retention @evishria @sarahcat21
4. Why We Will Have More Not Fewer Engineers in the Future
Every time programmers become more efficient, demand for software rises. Erik says the job was never translating English into code but understanding human requirements, and that work keeps moving up the stack, from assembly and punch cards to Python and now agents. He expects software engineers to be fine for the next 10 to 20 years.
What does no one see that everyone should see about the future of software engineering @matansf @pmarca @rabois
5. The Wildest Prediction on the Future of the Inference Market
The inference market has grown 10x to 100x bigger than Erik expected, and he predicts it will split into many specialized segments. He sees room for low-latency, high-latency, fine-tuning and post-training offerings, plus new hardware and technologies that need far fewer resources.
What is your wildest prediction on the future of the inference market @gavinsbaker @eladgil @romanchernin
6. The $15.75 Billion Company That Has Never Made a Pitch Deck
Modal has never made a pitch deck for any of its rounds. Erik gets to know investors well before raising and had spoken with Rich and Gonzalo at Accel for at least a year before the D round, so the deal came together very quickly.
(links in comments)
Accel retweeted
Spotify 👉 open.spotify.com/episode/6DD…
Youtube 👉 youtu.be/1dwyL6Iz_PU
Apple Podcasts 👉 podcasts.apple.com/us/podcas…
"You have to put yourself in a position where you can fail... otherwise there's no way for you to actually reach your potential. "
@amitku shares his thoughts on entrepreneurship with students @UCBerkeley SCET @SutardjaCenter.
“Greatness is on the other side of failure.”
Recwntly at SCET Newton Series, Kaizen @thekaizenlabs CEO Nikhil Reddy @bignikhilreddy & Accel @Accel Partner Amit Kumar discuss embracing failure & staying true to your conviction.
Full video: na2.hubs.ly/H08Bljr0
#ucberkeley
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Businesses and people depend on security more every year, and the cost of getting it wrong keeps rising. Some of the most important work in this space is happening at @1Password, @Cyera, @Vega, @Armadin, @ProphetSec, @Tailscale and @Tines.
Congratulations on being named to the @FortuneMagazine Cyber 60.
Accel retweeted
Rolling out new voice mode for all Pro and Max users, on web and Mac apps. Allows you to basically talk to your computer to get parallel work streams done.
A voice agent is only as good as how it sounds in real conversation. @AssemblyAI launched AssemblyAI-TTS-1, a text-to-speech model built for voice agents.
Great conversation with @YouveGotFox and @LubaYudasina.
New pod drop!! Loved meeting Dylan Fox (@YouveGotFox), founder and CEO of @AssemblyAI. He’s one of the calmest founders I’ve met: nine years in, 100M API calls a day, and he still calls the whole thing “fun.”
@AssemblyAI also just announced AssemblyAI-TTS-1, a text-to-speech model built for voice agents. As someone who prefers talking to writing, I’m really excited for this launch.
We talk about:
Five years without a market → Series A in 2022
-Why the last 10% of an AI product is the whole product
-Target furniture as a risk strategy
-“Everyone’s still just figuring it out”
-180% net dollar retention with zero contracts
-Married to a founder whose company took off while his didn’t
-Why he deleted X in 2023 (I think he’s back tho)
-“I’m just a builder”
and so much more!
Timestamps
(00:00) Trailer
(01:16) Dylan Fox, Founder & CEO, AssemblyAI
(01:46) YC's first AI batch and five years to a Series A
(05:49) Granola, Tolan and the voice agents built on AssemblyAI
(07:27) Why the last 10% of an AI product creates product market fit
(09:43) 180% net dollar retention with zero committed contracts
(14:04) Field sales techs earning $20K more commission with voice AI
(17:47) Voice as the primary interface to all hardware and software
(24:42) Teaching himself to code to build a DoorDash for toiletries
(29:17) Rejected by Twilio, hired by Cisco
(33:07) The Amazon Echo that started AssemblyAI
(40:56) Applying to YC a month late with no co-founder
(45:01) How Daniel Gross got him into YC
(1:01:30) Scaling up too early and resetting go-to-market
(1:07:21) Leaning on Accel, Insight and founders from Synthesia and Pinecone
(1:14:19) Why he quit X
(1:15:10) Outro
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Accel retweeted
New pod drop!! Loved meeting Dylan Fox (@YouveGotFox), founder and CEO of @AssemblyAI. He’s one of the calmest founders I’ve met: nine years in, 100M API calls a day, and he still calls the whole thing “fun.”
@AssemblyAI also just announced AssemblyAI-TTS-1, a text-to-speech model built for voice agents. As someone who prefers talking to writing, I’m really excited for this launch.
We talk about:
Five years without a market → Series A in 2022
-Why the last 10% of an AI product is the whole product
-Target furniture as a risk strategy
-“Everyone’s still just figuring it out”
-180% net dollar retention with zero contracts
-Married to a founder whose company took off while his didn’t
-Why he deleted X in 2023 (I think he’s back tho)
-“I’m just a builder”
and so much more!
Timestamps
(00:00) Trailer
(01:16) Dylan Fox, Founder & CEO, AssemblyAI
(01:46) YC's first AI batch and five years to a Series A
(05:49) Granola, Tolan and the voice agents built on AssemblyAI
(07:27) Why the last 10% of an AI product creates product market fit
(09:43) 180% net dollar retention with zero committed contracts
(14:04) Field sales techs earning $20K more commission with voice AI
(17:47) Voice as the primary interface to all hardware and software
(24:42) Teaching himself to code to build a DoorDash for toiletries
(29:17) Rejected by Twilio, hired by Cisco
(33:07) The Amazon Echo that started AssemblyAI
(40:56) Applying to YC a month late with no co-founder
(45:01) How Daniel Gross got him into YC
(1:01:30) Scaling up too early and resetting go-to-market
(1:07:21) Leaning on Accel, Insight and founders from Synthesia and Pinecone
(1:14:19) Why he quit X
(1:15:10) Outro
.@WeAreLegora runs 2,000 agent evals in parallel on Modal Sandboxes, testing a legal agent that works for hours across thousands of documents.
Every run boots the entire application, pinned to a specific commit, so engineers can measure the impact of their changes in a realistic environment.
Accel retweeted
NEWS: Scale is open for business in the UAE! Today at the Dubai AI Festival, we launched Scale AI in the UAE. Between this launch and our partnership with @PresightAI, we’re moving quickly to support the UAE’s national investment in AI.
Our role in this part of the world is to help these institutions put their strategy into practice by standing up AI that works reliably in Arabic, meets local governance requirements, and keeps people in control.
Our UAE team is based at the Dubai International Finance Center - thank you to the @DIFC for the warm welcome. We’re excited to be part of UAE’s dynamic AI industry.
lnkd.in/ghsYXmF3
Accel retweeted
We are entering a new dark age of cybersecurity. Devin is here to help.
Introducing the new Devin Security: powered by Claude Mythos and frontier cyber models, plus hundreds of millions of dollars of credits to help teams find, prioritize, and fix urgent vulnerabilities.
Accel retweeted
"You need to be looking at your watch, not a calendar."
CrowdStrike CEO @George_Kurtz joins @CNBC to discuss critical PHP vulnerabilities, AI-powered threats, and why defenders must fight AI with AI.
🔗 crwdstr.ke/6017BHbWMb
Accel retweeted
Eight years after we first met, @zetwerk lists today.
In 2018, almost everyone said big companies would never buy from small workshops. @acharyaamrit, @srinathramki, Ankit, Vishal, and Rahul built it with a clear vision to own quality and delivery.
Today, a company built for small Indian workshops makes for buyers around the world, from factories in four countries. And the founders taught me more than I could imagine when we first signed the term sheet.
Thank you for making @AccelIndia a part of your special journey. Here’s to your next chapter! accel.com/news/zetwerk-s-ipo…
Accel retweeted
Today, @zetwerk goes public. A group of friends and former colleagues set out to prove that a workshop in a small town could earn the trust of the world's largest companies. 26 factories in four countries later, it has.
#AccelFamily • @prayanks • @acharyaamrit • @srinathramki























