Ali Asaria @aliasaria
Co-Founder of @transformerlab ex CEO of https://t.co/DmXFPG0eoN, https://t.co/lHotbCJJGI. Engineer at heart. transformerlab.ai Toronto, Ontario Joined December 2007-
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We have invented a magic wand that lets you be a master of any job on the planet. There is only one rule: you can't ask it to be a magic wand maker.
New update today! We expanded our work (from just a few days ago) on Ideogram’s 4.0 model by writing custom kernels to make the highest quality model fit on smaller cards AND run faster. Launching the full toolchain and report asap. @ideogram_ai
Our INT8 build was high-quality but slow because the software never touched Ampere's INT8 tensor cores. We just wrote a fused Triton-based GEMM kernel to run natively on those cores. INT8 went from slowest to fastest: 📉 1024px on ONE 3090 in 156.5s ⚡ Faster than NF4 (1 GPU) &
Two days ago we released the best quality version of @ideogram_ai ‘s 4.0 model. Here is the paper on arXiv with all the details of our research behind it. Open research 💪
@ideogram_ai 📄 Paper is now live on arXiv → arxiv.org/abs/2606.12280
@JayAlammar @opencode @huggingface This is exciting and a big deal, @JayAlammar , I can't wait to play with this. Congrats to you and the team!
Transformer Lab is now building a Machine Learning Research Lab, alongside our ML tooling. This is the first research we're publishing and more to come. Sending ❤️ to @ideogram_ai . Well done @deepgandhi_07 who led this project.
Our lab built the highest-quality quantization for running Ideogram 4 on consumer GPUs. Our Q4_K build outperforms the standard NF4 baseline in both image and text quality at the exact same 10.4 GB size, while our INT8 matches the uncompressed FP8 ceiling. 🧵👇 @ideogram_ai
Our lab built the highest-quality quantization for running Ideogram 4 on consumer GPUs. Our Q4_K build outperforms the standard NF4 baseline in both image and text quality at the exact same 10.4 GB size, while our INT8 matches the uncompressed FP8 ceiling. 🧵👇 @ideogram_ai
Common take: Canadian companies don't buy from startups because they're risk-averse. I've sold to Canadian banks, retailers, grocers & pharmacy chains as a startup for 20 years. The description is accurate -- it really does suck to sell to Canadian businesses as a startup. But the reason is wrong. As a startup you're rarely selling just a solution -- you're selling a paradigm shift ("you run a custom ecommerce engine, but SaaS changes what's possible"). So the real ask is: adopt an unproven paradigm AND trust a small startup to deliver it. Now picture the typical Canadian buyer: a company that's rarely #1 in its field, comfortable in its position, with a decision-maker promoted on tenure -- not for being a maverick. The ones who DO take paradigm risks (Lululemon, Shopify) do it because reinvention is core to their identity. They're the exception. It's not that Canadian enterprises prefer US vendors. It's that if they're going to bet on a new paradigm, a small startup won't be the one to convince them -- but an OpenAI, SAP, or Salesforce will. There's something deeper underneath it too. Across art, science, and tech, Canadians rarely see themselves as the ones who define the next wave -- so they don't trust homegrown talent to do it either. We instinctively look elsewhere for the future.
@DavidSHolz People should not have to use slurm. We built Tranformer Lab @transformerlab and many of our users use it in combination with kubernetes, dstack / skypilot to replace slurm. Can share real big labs and users privately in DM.
@ucalyd There are so many new frontiers, across so many different modalities, to pursue. So much left to be discovered and solved. Not just about fine-tuning LLMs.
A lot of folks talk about how much private sector progress we’ve made in AI in Canada. But the truth is that there are very very very few companies actually doing training of large models here. We’re talking about maybe 5 companies. It’s impossible to build an ecosystem around this.
@robjama Yes. You're an amazing example of this.
@Mashcr0ft Which layers can and should this country bet on?
@jrodgers All I know is what I can do… I’m going to build a frontier model building company.
FYI you can tell Claude Cowork to make a list of data brokers and automatically opt you out of all of them.
I have built three companies across three different technology waves. The thing I keep relearning is how little of the outcome is about the technology. I started at BlackBerry as a young engineer and wrote BrickBreaker on the side. It ended up on more than fifteen million devices — I was only 19 or 20 years old. That was the first lesson in how unevenly value gets attributed inside a big company. I founded Well.ca out of Guelph and grew it into one of the largest e-commerce businesses in the country. McKesson acquired us in 2017. The deal worked because of years of operating decisions made long before any banker was in the room. Customer trust. Category position. A team that could be handed the keys without the wheels coming off. I founded Tulip while I was still running Well.ca, because I could see what mobile was about to do to retail and nobody else was building for it. Mulberry, Coach, Kate Spade, Michael Kors, Salvatore Ferragamo. We raised over a hundred million in venture capital across the two companies and learned, the expensive way, what enterprise sales actually take. I am co-founder of Transformer Lab now. Open-source platform for AI model development. This is a different world, but it’s the same pattern underneath. Great products lose deals. Trust, timing and people decide more than the tech does. The founders who internalize that early build companies with more options when the moment arrives. Toronto in 2026 is in a strange place. More capital than it has ever had. More AI-native competition than most founders have priced in. More acquirer activity than the headlines reflect. The decisions founders make in the next eighteen months will quietly determine what the next decade of this ecosystem looks like. As Chair of @TechExitConf Toronto 2026, I am working with this steering committee to build a program for the Toronto founders who are inside that decision right now. Less narrative. More of what actually moves the outcome. Learn more: techexit.io/toronto/
This feature should launch to all users in the upcoming days
We built @karpathy autoresearch functionality to work natively inside @transformerlab . I see this type of harness as part of all future ML research work now -- what used to take me months of work is now happening automatically while I sleep.
@jedgar @MarkJCarney I also think this is awesome. What do you say to all the haters?
This is a great idea. For so many reasons: 1) The build community has been asking Canada to fast track and invest in major projects. This is one leg of that stool 2) This answers the biggest issue for the anti-oligarchy community: it allows ALL Canadians to win if the government fast tracks projects (not just wealthy insiders) 3) It's bold, and risky, and new. This is the kind of policy we need right now. Execution is everything, but this has the potential to be one of the smartest moves this government makes.
The Canada Strong Fund is Canada’s first national sovereign wealth fund. It will invest in the major projects that are transforming our economy — and give Canadians a direct stake in our nation’s prosperity.
David Crow @davidcrow
12K Followers 4K Following Connector of dots. Maker of lines. Rider of slopes. Kinda sendy, dad. (he/him) 🇨🇦/acc
Jesse Rodgers @jrodgers
5K Followers 3K Following Founded https://t.co/3J99psYUN4 as the next iteration of community + founders and rethinking the accelerator. Built @uwvelocity + @creativedlab + a company.
Jevon @jevon
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Sarah Stockdale she/h... @skstock
10K Followers 3K Following "the good witch of growth" Founder, @growclass — helping good people grow their careers. Speaker, Author @wnttathis. Host The Growth Effect @globeandmail
Zain Manji @ZainManji
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Brandon Chu @BrandonMChu
21K Followers 975 Following building @tryeveryai. Dad of two boys in Toronto 🇨🇦. Ex @shopify. Wrote https://t.co/WNIeUdSFXc a long time ago.
Jim Murphy @jimmurphy
3K Followers 4K Following 🇨🇦 former tech entrepreneur, regenerative farmer, brewer, pilot. Not all in the same day. Trying to keep to the path but so many side quests.
Amber Mac @ambermac
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Farhan Thawar @fnthawar
30K Followers 13K Following FOLLOWS YOU. VP & Head of Eng @Shopify - Helpful (Acquired), Pivotal, Xtreme (Acquired), Microsoft, Trilogy, Waterloo. Everything you know is wrong! 🇨🇦/acc
Erin Bury @erinbury
24K Followers 4K Following Co-founder & CEO at @WillfulWills - easy, affordable online wills. @globeandmail parenting columnist. @SaveChildrenCan board member. Mom to 2 girls 💙
sunny madra @sundeep
41K Followers 6K Following VP @Nvidia, prev (COO/President@GroqInc) prev (co-f@definitiveio acq. by groq, co-f@autonomic acq. by @ford, and co-f@xtreme labs acq. by pivotal/@vmware)
Boris Wertz @bwertz
25K Followers 2K Following Entrepreneur @abebooks (sold to AMZ) turned investor @versiononevc. Backing mission-driven founders who are early in new areas. Curious + optimistic. 🇨🇦/acc
Steven Woods @sgwoods
3K Followers 1K Following Partner / CTO at Inovia. PhD Investing in great founders. "Verified Account" when it meant something. 🇨🇦. https://t.co/v7bGvyjabe
BetaKit @BetaKit
41K Followers 5K Following Award-winning coverage of Canadian startups and tech innovation since 2012.
Ameet Shah @ameetshah
4K Followers 1K Following General Partner @goldenventures. Previously GM @zynga; Co-Founder of Five Mobile (acquired) and proudly 🇨🇦
Michael Druker 💙�... @m_druker
3K Followers 1K Following Cities, justice, tech. Immigrant. 🇨🇦⬅️🇺🇸⬅️Ru. Erstwhile staff eng. he/him. Find me on the other site at https://t.co/2dGr0pgxwq
daniel debow @ddebow
13K Followers 1K Following CEO, Debow Musical Instruments ❤️🇨🇦 4x co-founder. Company producer. @Build_Canada
Sean Silcoff @SeanSilcoff
11K Followers 3K Following Storyteller. Newshound. Co-wrote Losing the Signal, about BlackBerry. I cover Canadian tech/biotech/innovation for Globe & Mail. Verified.
Young D. Kwon ✈️ ... @YoungDKwon1
441 Followers 2K Following AI Scientist @ Samsung AI | Shipped on-device GenAI to Galaxy flagships (S24 · S25 · S26) | Visiting Scholar & PhD @ Cambridge | ML & Systems Rising Star (2025)
Khadija Rekik @2mellow2slow
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Satya Krishna Gorti @satyakrishna_g
189 Followers 1K Following ML Scientist @Layer6AI, past: ML Intern @Uber ATG, Graduate CS Student @UofT, Software Engineer @votercircle and @MorganStanley
MALNIS Technologies I... @MALNIS610
8 Followers 163 Following Governance-first architecture for high-stakes AI and agent systems. Evidence-bound. Refusal-capable. Replay-verifiable. Built for lawful intelligence.
Raqib Hayder @raqibhayder
82 Followers 961 Following human in the loop @FluidAIMedical - previously connecting the dots at @tryprospect @apple @tesla @gm
Munkey @mu13037
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Jag Gandhi @JagadishGandhi
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Cosh @voshmosh
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nah @7hmxkvmbn6
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Ara Ghougassian @araghougassian
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FromTheTeacher’sDes... @FromTeachrsDesk
1K Followers 5K Following Unfiltered thoughts from the front lines of learning.
Stefan McConnell ♦�... @Stef_McConnell
1K Followers 802 Following Buying a Canadian business? I'm your M&A lawyer | Buyer-side only | Former Big Law Partner → solo practice | 18+yrs of deals 🇨🇦
TheNewGuard @TheNewGuardAI
2 Followers 20 Following The old guard hoards access. We share playbooks. Weekly AI briefings for builders, founders & operators. 🔗 https://t.co/x3U0qW8E2r
Jeffrey Peterson @jeffreypeterson
26K Followers 2K Following Fmr. Founder/CEO QP/MeetMe Nasdaq Stock Market: MEET / Technology entrepreneur💻 #USA🇺🇸 #GTA🇨🇦 #Libertarian #Freedom
🐟🇨🇦 'Grumpy ... @Fishferbrains
589 Followers 3K Following A SJ Sharks fan in a Canucks land. My tweets reflect a lack of infinite wisdom and therefore I apologize in advance.
Josh @joshcrnls
5K Followers 3K Following internet capital @seedclub and streaming daily @11amdotclub
Jacek Golebiowski @j_golebiowski
838 Followers 1K Following Co-founder at @distil_labs fine tuning small language models from a prompt. Formerly ML lead @amazon and PhD student at @imperialcollege
Alison Kaizer @alisonmichellek
92 Followers 233 Following Partner at @GoldenVentures. Food and wine consumer extraordinaire. Lover of witty banter, dogs, tech, travel and discourse.
Prosper Dela🌩️ @DelaProsper
172 Followers 915 Following PhD @queensu Photonics • AI • Neuromorphic Computing
GPDave @DataSavvyDad
897 Followers 6K Following Chartered Accountant, Full time Dad and investor/trader- I love dividends, options, swing trades. Smol Portfolio, Big Dreams
Alishan Merchant @AlishanMerchant
89 Followers 958 Following Technical Product Manager @ https://t.co/3UFzHLjdba
Gurshane @gurshane_k
374 Followers 488 Following easily impressed with the trees // recently found out how to be simple again.
Mike Trienis @mtrienis
113 Followers 700 Following All about data product and services that scale; from design to implementation
Ali Iqbal @TheAli_Iqbal
188 Followers 821 Following 20. I like AI. PM @Amd | Swe @ualberta | Cooking something big👨🏽🍳 |DMs open
selena @0x_selena
124 Followers 1K Following
faizan khan @faizan10114
887 Followers 3K Following https://t.co/JhJCxe3bHV (agent facing docs on auto-pilot) 24/7 support https://t.co/rV4UMvGpNL @sirdocsalot
Musa Talluzi @musatalluzi
95 Followers 725 Following
Kory Mathewson @korymath
12K Followers 6K Following @GoogleDeepMind generative AI models + agents | getting great tech into the hands of great creative people
Bigyan Karki @bgyankarki
784 Followers 3K Following Building world's first agentic workspace @thedriveAI Past: @UAlberta @AmiiThinks
Zubair Ashraf @zashraf1337
573 Followers 1K Following #Muslim, Sr. Security Engineer II @CrowdStrike - Ex: @IBMSecurity @msftsecurity - #OpinionsAreMyOwn
矢印で読む市場... @sha_no_kabu
1 Followers 355 Following 圏論で市場の構造を読む。予測ではなく、誰も見ていない「射」を探す。 月:基礎 / 水:時事 / 金:死角の射シリーズ ※投資助言ではなく構造分析 固定ツイート↓
Nathan Ruberto @nrubuilder
728 Followers 875 Following AI for chemical engineering simulation software. NEXT 36 '26. Waterloo Chemical Engineering, Toronto. Intentional over transactional. Always down to chat.
Shareeza @yneedthis
179 Followers 472 Following Hijabi Software Engineer 🧕 Building with purpose 💻✨ Capturing everyday moments 🎀📸 Instagram - https://t.co/40ZG8CdNq6
chloe_7verse @Chloe_7verse
126 Followers 952 Following putting souls into pixels @7verseAI your AI characters have feelings now sorry🤪
Bülent DMK @im_bulent
3K Followers 3K Following De 0 → 10k€ 🛶 Jour 247 🤖https://t.co/MVQcs5E9fN 0€ 📸https://t.co/GcWmfaVjwy 20€🤫 https://t.co/xd3cKVUZVw 940€ 💻 https://t.co/vIE4oDotkQ 350€ 🦾 https://t.co/9urtGS5AB5 200€
Adam Hasham @ahasham
194 Followers 440 Following Founder, ex-Amazon/Alexa. Building agent-driven personal knowledge graphs in public. Vault patterns, skill specs, single-writer zones.
Amer @amermoids
210 Followers 3K Following
Rahim Iqbal @ariqbalkhan
777 Followers 745 Following AI Research - product @Amazon previously @tesla @paradigm_hype and a lifelong journey searching for new physics.
naumanmehdi.eth @NaumanMehdi
404 Followers 2K Following COO | Director of Products | Web3xAl Executive | Digital Strategy Leader
Paul Graham @paulg
3.3M Followers 791 Following
tobi lutke @tobi
473K Followers 2K Following Shopify CEO by day, Dad in evening, hacker at night, Aspiring comprehensivist. + qmd !
Harley Finkelstein @harleyf
132K Followers 887 Following Entrepreneur // @Shopify President // @BigShotPodcast Creator
Garry Tan @garrytan
885K Followers 6K Following President & CEO @ycombinator —Founder @garryslist—Creator of GStack & GBrain—designer/engineer who helps founders—SF Dem accelerating the boom loop
David Crow @davidcrow
12K Followers 4K Following Connector of dots. Maker of lines. Rider of slopes. Kinda sendy, dad. (he/him) 🇨🇦/acc
Jesse Rodgers @jrodgers
5K Followers 3K Following Founded https://t.co/3J99psYUN4 as the next iteration of community + founders and rethinking the accelerator. Built @uwvelocity + @creativedlab + a company.
Jevon @jevon
7K Followers 7K Following
Sarah Stockdale she/h... @skstock
10K Followers 3K Following "the good witch of growth" Founder, @growclass — helping good people grow their careers. Speaker, Author @wnttathis. Host The Growth Effect @globeandmail
Zain Manji @ZainManji
6K Followers 1K Following Co-Founder at @Lazer_HQ, @SuperchargedSMS (Acquired), @FiixMechanics (YC W17, Acquired) • 🇨🇦🎾
Brandon Chu @BrandonMChu
21K Followers 975 Following building @tryeveryai. Dad of two boys in Toronto 🇨🇦. Ex @shopify. Wrote https://t.co/WNIeUdSFXc a long time ago.
Shreyas Doshi @shreyas
347K Followers 1K Following Led a couple of Stripe's most successful products from early days. Prev Twitter, Google, Yahoo. Now advising founders, coaching executives, teaching what I know
Jim Murphy @jimmurphy
3K Followers 4K Following 🇨🇦 former tech entrepreneur, regenerative farmer, brewer, pilot. Not all in the same day. Trying to keep to the path but so many side quests.
Amber Mac @ambermac
121K Followers 36K Following 🤖 Bestselling Author #Digital 👩💻 AI Keynote Speaker, Moderator 🎬 President, AmberMac Media 🎙 The AmberMac Show // SiriusXM 🍵 Sober since 01 🏳️🌈❤️
Farhan Thawar @fnthawar
30K Followers 13K Following FOLLOWS YOU. VP & Head of Eng @Shopify - Helpful (Acquired), Pivotal, Xtreme (Acquired), Microsoft, Trilogy, Waterloo. Everything you know is wrong! 🇨🇦/acc
Erin Bury @erinbury
24K Followers 4K Following Co-founder & CEO at @WillfulWills - easy, affordable online wills. @globeandmail parenting columnist. @SaveChildrenCan board member. Mom to 2 girls 💙
Jennifer Keesmaat @jen_keesmaat
91K Followers 3K Following President and CEO, Collecdev-Markee Developments. Former Chief Planner, Toronto. Distinguished Visitor in Planning Emeritus, University of Toronto. Optimist.
sunny madra @sundeep
41K Followers 6K Following VP @Nvidia, prev (COO/President@GroqInc) prev (co-f@definitiveio acq. by groq, co-f@autonomic acq. by @ford, and co-f@xtreme labs acq. by pivotal/@vmware)
Harman Singh (in NYC ... @Harman26Singh
2K Followers 3K Following PhD student @berkeley_ai, RS Intern MSL @MetaAI (NYC). Prev: Gemini @GoogleDeepMind, AI Resident @MetaAI Interested in intelligence.
Bilal Zuberi // Red G... @bznotes
62K Followers 2K Following Founder, Red Glass Ventures. Seed investor. ex GP Lux Capital & General Catalyst. MIT PhD. $$ in Applied Intuition, Nominal, Nozomi, Evolv + many more. 🇺🇸🇵🇰
Kasurian @KasurianMag
6K Followers 0 Following A magazine for the 21st century. Read our latest essay for Spring 2026: https://t.co/5dZKku2Tmm
Deedy @deedydas
245K Followers 6K Following Partner at Menlo Ventures. ex-founding Glean, Google Search. Cornell CS. Investor: Anthropic, OpenRouter, Modal, Wispr Flow, Inception, Prime Intellect
Arnaud Bertrand @RnaudBertrand
405K Followers 1K Following Entrepreneur. Previously HouseTrip (sold to TripAdvisor), now https://t.co/C4SmZQ8bl6 Subscribe if you like what I write
Quinn Barry @quinnmbarry
798 Followers 1K Following thinking. ex: @maplefinance. @avarilabs. @stanford.
Edward Grefenstette @egrefen
46K Followers 915 Following FR/US/GB AI/ML Person, Director of Research at @GoogleDeepMind, Honorary Professor at @UCL_DARK, @ELLISforEurope Fellow. All posts are personal.
Rui-Jie Zhu @RidgerZhu
984 Followers 338 Following PhD at @UCSC | Leading Mattel-free LLM, LoopLM/Ouro | Pretraining babysitter | simplicity and scalability
Shahrukh Raza @ssraza21
2K Followers 485 Following Muslim. Software Engineer. Builder! @ScribeTools - Transform your Documents into Usable Data
Quinn Slack @sqs
17K Followers 4K Following CEO & Member of Technical Staff @ampcode, founded @sourcegraph
irfan sharif @irfansharifm
475 Followers 595 Following father figure. previously @modal, @cockroachdb
Usman Asim @asimfiles
4K Followers 2K Following guy who once did cool things & now is doing even cooler things
Nightwalker @NightWalker5150
10 Followers 634 Following Building a toolkit for learning the Arabic language.
Yusuf Ahmed @itsyusufahmed
540 Followers 806 Following your GTM engineering partner — https://t.co/JuXJE322nn
Sarim Malik @sarimrmalik
958 Followers 299 Following CEO @RubricLabs — AI application development and research
Marzooq Asghar @marzooqahq
1K Followers 398 Following We help companies grow with SEO/LLM SEO & own and operate a portfolio of SEO-led businesses @ https://t.co/se9bhR2p4P | Toronto
Ameer Asghar @AmeerAsghar_
1K Followers 357 Following SEO for 24 labs, YC companies, Cal AI, Voice AI, and many more
haroon @haroonisdreamin
2K Followers 478 Following i do events experiences @nativestudio_ madad over motion.
Abdullah Al-Hayali @aalhayalii
43 Followers 85 Following Co-Founder: @BayAILabs Prev: Dice Health (acq. '25), @GoogleDeepMind
Imane 🏛️🍅 @lascribemoderne
1K Followers 576 Following J'espère que vous allez bien. 🍅 J'écris des histoires.
jihad @jaesmail
8K Followers 2K Following the writing your business runs on @nativestudio_ • home @nurhousechicago • 🇵🇸
Mariya I. Vasileva @mariyaivasileva
21K Followers 2K Following Research @Meta Superintelligence Labs multimodal AI • VLMs • safety & alignment ex @AWS • 🎓 @UofIllinois (PhD), @Caltech @WiMLWorkshop, @CVFADworkshop • 🇧🇬
Ronan Collobert @trebolloc
2K Followers 26 Following OG Torch circa 2000. NLP from scratch. MLX. Aikido. Woodworker.
Andy Mauro @andymauro
1K Followers 954 Following Currently CEO of Storycraft. Previously, inventor of Nina @ Nuance & CEO of Automat, acquired by Salesfloor.
ARIA @ARIA_research
17K Followers 56 Following Advanced Research + Invention Agency. Empowering scientists to reach for the edge of the possible.
mrinank @MrinankSharma
40K Followers 566 Following poet // researcher may we each follow our threads everything has to do with loving and not loving -rumi
eshan @eshanbetrabet
1K Followers 1K Following prev swe design eng @tesla, CogSci at @Carleton_U and building IRL consumer @ https://t.co/fxUcq9h4gJ, 60M+ views in 4 months
Jaxson Khan @jaxson
4K Followers 5K Following Canadian 🇨🇦 Fellow @munkschool "Peux ce que veux. Allons-y." Views my own.
Rahul 🍁 @astrorahul_
2K Followers 95 Following CEO/Founder @nord_space, @pheedloop, Genepika, Aviater. Proud Canadian 🇨🇦
NordSpace 🇨🇦 @Nord_Space
6K Followers 196 Following NordSpace develops rockets, spaceports, and satellites. 100% owned, designed, built, and flown in beautiful Canada 🇨🇦 (Ontario + Newfoundland and Labrador)
danny @danielnieto_
994 Followers 768 Following optimist • student of design, storytelling, and pmf • investing $250K–$3M+ in early-stage 🇨🇦 founders • prev musician, quant, founder
Julia Chelaru @chelaruu
558 Followers 902 Following Scientist who loves solving people puzzles 🙃 Founder Acceleration @Shopify 🇨🇦; Co-founder @proptechcollect; formerly @techstars @foundersintel
Humza Nusrat @hznus
1K Followers 3K Following Medical physicist and assistant prof. Building AI agents for oncology.
Ria Riaz @RoastedKeyboard
5K Followers 6K Following Building 🤎 Canadian lead @shefiorg | ex @livepeer @chainsafeth @vectorinst | Toronto based 🇨🇦, Singapore raised 🇸🇬






























