Joined May 2016
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🇰🇷 Here’s what’s on deck for us @icmlconf in Seoul next month: Our Expo Talk on how we distill LLMs into smaller, faster, and more accurate models than their teachers. A live demo of Tangent, our autonomous ML pipeline research agent. A workshop on the generative turn in search and rec at 81M shopper scale. And booth presentations from every ML team at Shopify. Come see what we’re building. 👇🏻
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Expo Workshop: The Generative Turn in Search and Recommendation: Foundations, Scale, and Frontiers icml.cc/virtual/2026/75709

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Expo Demo: Tangent: Autonomous Auto-Research Agent for ML Pipelines icml.cc/virtual/2026/75716

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📊 Bug bounty surveillance log | May ’26 • 515 vulnerability reports intercepted • 229 new hackers onboarded • 41 reports awarded bounties • $26K distributed to hunters
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Shopify Engineering retweeted
Everyone's talking about AI-generated HTML. But have you tried giving your sites a zero-config API for saving data, file storage, AI, websockets, etc? We did this at Shopify. Runs on a single VM that costs $200/month, and it's changed the way we work. We call it Quick 👇🧵
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Reflexive AI use @Shopify means tons of experimenting. Everyone’s a builder now. But how do you share all that work with your team? Last year, we built a hosting platform on a single VM. Usage exploded: 50,000 sites so far. Meet Quick, our hosting tool:
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Authentication & Account Takeover campaign is live. Three weeks. Multipliers up to 2× for criticals on auth & ATO findings ↓
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Multipliers (on standard bounty): • Medium = 1.25× • High = 1.5× • Critical = 2× Hunt: auth bypass, MFA, OAuth/SSO/SAML/SCIM, session flaws, ATO, auth-API authz. Scope surfaces: hackerone.com/shopify?type=t… Closes June 26. #bugbounty
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Authentication & Account Takeover campaign launches Monday. Scope ↓
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Covered surfaces: • Merchant admin • Partners • accounts.shopify.com • Shop App auth Login with Shop • Checkout auth • Admin / Storefront / app session token issuance • POS staff auth • B2B buyer auth incl. merchant SSO/SAML • 2FA recovery flows

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Standard bounty (no multiplier): • Pre-account squatting • Customer storefront accounts (legacy) • Enumeration • Brute force w/o rate-limit bypass • Self-XSS on login • Generic bugs chained into an auth/ATO impact Live Mon. hackerone.com/shopify
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Authentication & Account Takeover campaign on our bug bounty program. June 8 through June 26. Multipliers on auth & ATO findings, up to 2× for criticals ↓
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Multipliers on standard bounty for auth & ATO findings: • Medium = 1.25× • High = 1.5× • Critical = 2× Open to any researcher on our HackerOne. No cohort, no invite list.
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Recently @tobi shared the philosophy behind River, our Slack-native AI agent, and how it has become a teaching workshop for all of @Shopify. Below River lies the Aquifer. Principal Engineers @burkelibbey & Javier Moreno share the engineering story of how River came to be, and the substrate it runs on:
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