Human Being. Indian. And startup investor @accel. (Views expressed personal)

Joined December 2010
91 Photos and videos
Prayank Swaroop retweeted
One of my personal favorite features announced at WWDC will I suspect be a sleeper hit: container machines, allowing your Mac to run a lightweight, persistent Linux environment with your home directory and repos automatically mounted: github.com/apple/container/b…
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Prayank Swaroop retweeted
Retail investors in India have come a long way. Today, millions of people are actively trading options, building strategies, and making split-second decisions. ⁠But most platforms were built for first-time investors. For the serious, active trader, that gap is felt every single day. Jumping between tabs to check charts, confirm data, and place an order, while the market moves faster than the platform can keep up. Sahi (⁠@Sahi_HQ) was built to fix exactly that as an AI-powered broking platform designed from the ground up for active traders, where charting, analysis, and execution all happen on one screen. ⁠Behind this is a founder duo that understands both sides of the problem. Dale Vaz (@dale_vaz) brings hands-on trading experience and the engineering instincts of a former CTO of Swiggy. Manish Jain (@BeingMojo) built professional trading products at Kotak Securities and understands exactly where retail traders could be served better. ⁠We’re deepening our partnership with them as they continue to shorten the distance between insight and execution for traders. Manasi Shah • #AccelFamily
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Prayank Swaroop retweeted
Prayank Swaroop (@prayanks), Partner at Accel, was at Off The Record last week, hosted by Venture Catalysts (@vcatsindia) and Seligman Ventures, and shared his honest take on enterprise sales in 2026. ⁠AI product buyers have sat through hundreds of demos. They're no longer asking if your product works; they're asking where the business impact is coming from. If you can't answer that fast, you're losing deals you'd have won 18 months ago. ⁠Don't lead with the big pitch. Start with one person who finds your product indispensable. Then a team. Then a department. By the time it reaches the decision-makers, the product has already made its case. That's the path that's actually been working.
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Prayank Swaroop retweeted

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Prayank Swaroop retweeted
Mar 25
Which local models can actually handle tool calling? I built a framework to find out. 15 scenarios. 12 tools. Mocked responses. Temperature 0. No cherry-picking. Tested every Qwen3.5 size from 0.8B to 397B, and since some of you asked after the distillation tests: yes, I included Jackrong's Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled too. Only two models went all green: the 27B dense and the distilled 27B. The 397B? Failed two tests. The 122B? Failed one. The 35B? Failed two. The timed-out results — mostly on the smaller models, are cases where the model got stuck in a loop, repeating the same tool call until it hit the 30-second limit. The test that exposed the most models: "Search for Iceland's population, then calculate 2% of it." Simple, but 35B, 122B, and 397B all used a rounded number from memory instead of the actual search result. They didn't trust their own tool output. Small models hallucinate data. Big models ignore data. The 27B just threaded it through.
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The steady state is beautiful ! Congrats @AgnikulCosmos
Humbled to announce the successful firing of our single piece Agnite engine. Agnite engines power Agnibaan’s booster stage. These engine chambers are a full meter long, fully 3d printed as a single piece of hardware and made of Inconel. Agnite engines are driven by pumps that are controlled and operated by electric motors. Thanks to @isro & @INSPACeIND for their constant support and to @iitmadras for being our home turf from which this kind of technology is built. This Agnite engine was printed, depowdered and post processed in the same machines that we inaugurated as a part of our Large Format Additive Metal Manufacturing facility (LFAMM) towards the end of last year. This milestone is also significant for us because it completes one end-to-end cycle of design, manufacturing, assembly and testing of our larger engines, in-house. Amazing work by the team in pulling off a few world firsts here. - world’s first single piece engine of this size being fired - world’s largest inconel only engine - world’s only electric motor fed, semi cryo engine of this size and the list continues. However, this is not a race to be the world's first, it is a race to be the world's best & to be the world's most useful technology for launching small satellites to orbit. This comes right after firing a cluster of 3 semi cryogenic engines that happened last month. Honoured to be working with a team that truly believes in building world class, original space technology for the world, from India. @srinathr155 @moin_spm @satchakra_iitm @iitmadras @iitmrp @IITMIC @tdbgoi @IndiaDST @ANRFIndia @TIDCO_1965 @startupindia @TheStartupTN @Guidance_TN @startup_mission @isro @INSPACeIND #agnibaan #agnite #singlepiecerocketEngine #3dprintedrocketengines #madeinIndiafortheworld #designedInIndiaFortheWorld #Agnikul
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Prayank Swaroop retweeted
Three people who think about AI at the highest level came together in a room with our founders at Founder Connect. @prayanks, Partner at @Accel, @joshwoodward, VP of @GoogleLabs and @GeminiApp, and @jainprateek_, Distinguished Scientist at @GoogleDeepMind, joined us at Founder Connect for a conversation on what it actually takes to build right now.
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Prayank Swaroop retweeted
.@JRSilber, @asoroken & David Benjamin sat down for a chat with @prayanks on how @AIFuturesFund was built; why India was the first choice for a global launch, and how they found the "AI Cohort 2026" from 4,000 applications. Watch the full episode here ➡️ youtu.be/4SIqfipjDuI
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Proud to introduce Dodge, Zingroll, LevelPlane, Persistence, and K-Dense as part of the AI Cohort 2026. India's most ambitious AI founders who are building the tools that will define how we work and create. Glad to be at day zero.
After an extensive search for startups building the next generation of AI, we are pleased to announce the AI Cohort 2026. From a global pool of thousands of applicants, five companies have been selected for this program—a strategic partnership between Accel Atoms and @Google's @AIFuturesFund. Meet them here.
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Prayank Swaroop retweeted
Founders at the @AIFuturesFund x @AccelAtoms Founder Connect are moving the needle for the global AI shift. 🦾 @prayanks, @joshwoodward, and @jainprateek_ sat down to discuss the builder’s reality, what it takes to scale, and why the Indian ecosystem is at the frontier of this shift.
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Prayank Swaroop retweeted
Wrapping up an inspiring visit to Bangalore! Just one example: a full afternoon learning from some of the brilliant builders inventing the future. It’s clear that the India developer ecosystem is at the frontier of the global AI shift! 🇮🇳
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Prayank Swaroop retweeted
Loved it! Thanks @prayanks for hosting such a wonderful event 🙂.
Wrapping up an inspiring visit to Bangalore! Just one example: a full afternoon learning from some of the brilliant builders inventing the future. It’s clear that the India developer ecosystem is at the frontier of the global AI shift! 🇮🇳
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Prayank Swaroop retweeted
Excited to host @cursor_ai Community Meetup in Bengaluru with @AccelIndia What to expect: • Q&A with the Cursor team • Power-user workflows and tips • A room full of Bengaluru’s best builders If you're building with Cursor or just curious about it, come join us. RSVP on Luma. Link in the comments. Thanks to @sanjeed_i , @prayanks , Accel team and as always @benln
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Prayank Swaroop retweeted
Excited to host a @cursor_ai Community Meetup in Bengaluru with @AccelIndia What to expect: • Q&A with the Cursor team • Power-user workflows and tips • A room full of Bengaluru’s best builders If you're building with Cursor or just curious about it, come join us. RSVP on Luma. Link in the comments. Thanks to @rachittshah, @prayanks, Accel team and as always @benln
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You just raised $5M to build someone else's moat. Here's what I mean. Most AI startups I meet are competing on the wrong axis. They're obsessing over model choice — Claude vs. GPT vs. Gemini. They're fine-tuning on domain data. They're building slick interfaces on top of state-of-the-art APIs. None of that is a moat. All of it can be replicated in weeks. The founders I'm most excited about are competing on a completely different dimension: time. Every session a user spends inside a well-architected AI system is a deposit. The system learns their editing patterns, their risk tolerance, their preferences — implicitly, without being told. After six months of daily use, that system knows how you work in ways you couldn't fully articulate yourself. That's not a product feature. That's a compounding asset. The architectural decision that separates these two worlds is simpler than most founders think: stateful vs. stateless agents. A stateless agent resets after every session — all that signal, discarded. A long-running agent retains it, learns from it, gets harder to replace every single week. The switching cost of a great stateless AI product is zero. The switching cost of a great stateful one, after two years, is enormous — not because of contracts, but because leaving means starting over. I've written a full framework on this — covering the four depths of personalisation, the three RL signals that drive compounding, and where the research frontier is heading. Link in the comments. One question for founders building in this space: are you designing for state accumulation from day one — or is that an afterthought?
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Link to the substack article - prayankswaroop.substack.com/…

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Prayank Swaroop retweeted
The wait is over! Mainnet is live 🎉 Built for the ones who trade, not guess. After months of shipping, refining, and stress-testing, PRED is officially open. The fastest sports prediction exchange is here. If you got in early, your edge starts now. If you’re on the waitlist, you just moved up. Check your number. Drop it below and you might get immediate access. Let’s see who’s inside. Trade the Game.
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The era of AI replacing humans has begun ... the future could be scary or exciting .. depends on how we humans shape it !
Feb 26
we're making @blocks smaller today. here's my note to the company. #### today we're making one of the hardest decisions in the history of our company: we're reducing our organization by nearly half, from over 10,000 people to just under 6,000. that means over 4,000 of you are being asked to leave or entering into consultation. i'll be straight about what's happening, why, and what it means for everyone. first off, if you're one of the people affected, you'll receive your salary for 20 weeks 1 week per year of tenure, equity vested through the end of may, 6 months of health care, your corporate devices, and $5,000 to put toward whatever you need to help you in this transition (if you’re outside the U.S. you’ll receive similar support but exact details are going to vary based on local requirements). i want you to know that before anything else. everyone will be notified today, whether you're being asked to leave, entering consultation, or asked to stay. we're not making this decision because we're in trouble. our business is strong. gross profit continues to grow, we continue to serve more and more customers, and profitability is improving. but something has changed. we're already seeing that the intelligence tools we’re creating and using, paired with smaller and flatter teams, are enabling a new way of working which fundamentally changes what it means to build and run a company. and that's accelerating rapidly. i had two options: cut gradually over months or years as this shift plays out, or be honest about where we are and act on it now. i chose the latter. repeated rounds of cuts are destructive to morale, to focus, and to the trust that customers and shareholders place in our ability to lead. i'd rather take a hard, clear action now and build from a position we believe in than manage a slow reduction of people toward the same outcome. a smaller company also gives us the space to grow our business the right way, on our own terms, instead of constantly reacting to market pressures. a decision at this scale carries risk. but so does standing still. we've done a full review to determine the roles and people we require to reliably grow the business from here, and we've pressure-tested those decisions from multiple angles. i accept that we may have gotten some of them wrong, and we've built in flexibility to account for that, and do the right thing for our customers. we're not going to just disappear people from slack and email and pretend they were never here. communication channels will stay open through thursday evening (pacific) so everyone can say goodbye properly, and share whatever you wish. i'll also be hosting a live video session to thank everyone at 3:35pm pacific. i know doing it this way might feel awkward. i'd rather it feel awkward and human than efficient and cold. to those of you leaving…i’m grateful for you, and i’m sorry to put you through this. you built what this company is today. that's a fact that i'll honor forever. this decision is not a reflection of what you contributed. you will be a great contributor to any organization going forward. to those staying…i made this decision, and i'll own it. what i'm asking of you is to build with me. we're going to build this company with intelligence at the core of everything we do. how we work, how we create, how we serve our customers. our customers will feel this shift too, and we're going to help them navigate it: towards a future where they can build their own features directly, composed of our capabilities and served through our interfaces. that's what i'm focused on now. expect a note from me tomorrow. jack
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Prayank Swaroop retweeted
I was at the Pitchfest as part of the Global AI Impact Summit in Delhi yesterday. After watching 20 startups pitch across sectors ranging from education to defense one thing became very clear to me: The move to AI is inevitable. The real question has always been: where will India play? There are two key themes that stand out: 1.⁠ ⁠Context is the moat (not cost) India is not the US and our context is unique - Our regulatory environment, legal systems, government programs, and social realities are different. Startups that deeply understand this context and design for it will have a durable advantage. While the world solves for Western geographies, India’s context creates opportunities only we can capture. 2.⁠ ⁠Physical meets digital. AI is moving beyond software into Robotics, defense systems, and other hardware-enabled AI solutions. These are taking shape today, solving problems that weren’t possible a decade ago. It was inspiring to see startups showcased on a stage orchestrated by the Government of India, with strong participation from institutional capital. When founders build supported by inflow of strong private capital and policy - momentum becomes exponential. The AI moment in India isn’t ahead of us. It’s happening now. If you’re thinking about starting up or making a career shift, this is the space to be in. We at Accel are committed to supporting startup’s who are building in AI from India. @AshwiniVaishnaw Abhishek Singh @rajattandy @AmitabhShah @byvidhya @AccelIndia @IndianVCA @YUVAunstopable
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