AI Platform Product @ Faire

Mill Valley, CA
Joined August 2011
Chris Handel retweeted
I chatted with @hudaman (Sr Engineering Manager, Uber) and @cmhandel (Director of Product, AI Platform, Faire) to compare notes on adopting software factories. We discussed: - The best starting point for factories - Code review and spec writing - How to navigate team culture changes And how everyone's handling software factory adoption at their companies. Many different approaches to this youtu.be/0gDHnH89aQs
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Chris Handel retweeted
Replying to @zachlloydtweets
Yes exactly. Independent of our exploration of Warp’s factories product- this is our key metric for AI Platform Eng at Faire. In the first half of this year it was useful to measure “what share of PRs are generated by agents.” As that number approaches 100% everywhere… you need some measure of how independently that work can be done. I’d like to get to a place where this number is < 1 because humans are operating at an altitude way above PRs.
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Chris Handel retweeted
Faire I am incredibly proud to have been an investor in @Faire since 2017. I worked closely with founders @maxrhodesOK, @Kolovson, @Mescortes, and Daniele Perito for several years before they started Faire. They are absolutely stellar S-tier talent. What they and the Faire team have accomplished since is extraordinary. This Wall Street Journal piece (linked below) captures the scale of that accomplishment: a $730M+ annualized revenue run rate, 45% year-over-year growth, and an expectation of reaching EBITDA breakeven in Q4. Those are remarkable numbers for a company taking on an enormous and stubborn problem. Wholesale has changed remarkably little for more than a century. Independent retailers still spend huge amounts of time discovering products, managing inventory, and absorbing costs that large chains spread across thousands of stores. Faire is changing that for hundreds of thousands of retailers and brands. The company is now on pace to facilitate more than $4.5B in merchandise purchases annually. Every order adds to Faire’s understanding of which products sell in which stores. That information improves product recommendations, gives retailers more confidence in what they buy, and connects brands with customers they would struggle to find on their own. I’m especially excited by how much opportunity remains. International markets give Faire much more room to grow. Advertising, launched in 2024, already contributes about 9% of revenue. Fulfillment could reduce customer shipping costs by roughly 80%, directly improving retailer margins. For Faire employees, I hope this article brings a deep sense of pride. You have built something truly special. For candidates, Faire offers a rare opportunity: proven demand, enormous room to grow, hard technical and operational problems, and a founding team that I would back again without hesitation. Very few teams get to build a company of this scale while improving the odds for independent retailers and brands around the world. Faire does both. I feel incredibly fortunate to have been part of the story from the beginning. I have never been more excited about what this exceptional team will build next.
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Chris Handel retweeted
BREAKING: PHASEONE[big] joined Anthropic as a Member of Technical Staff
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Chris Handel retweeted
Customers like Faire, Headway, and Descript are seeing agent start times drop from minutes to seconds with builds and increasingly trusting cloud agents to execute tasks end-to-end autonomously. cursor.com/blog/builds
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Looks like my boy Grok 4.5 High still sits on the frontier…
We've updated FrontierCode 1.1 to reflect new discounts for GPT-5.6 Terra and GPT-5.6 Luna. With these new costs, the GPT-5.6 series sits on the pareto curve of price/performance efficiency.
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Replying to @awscloud
@awscloud Kiro gets 0 hype on Agent Twitter, but their claims around decomposing specs into multi-repo dependency graphs are really exciting. What's the deal: Does it suck, or are they just bad at AI Hype?
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So Fable is temporarily irrelevant until 5.1?
Replying to @claudeai
On several coding and knowledge work evaluations, Opus 5 is the new state-of-the-art:
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Not many people realize how deeply ML-driven Faire's product is. Our Applied Science team is world class and my colleague Le Nguyen just published a really helpful post on our application of Autoresearch to modeling.
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My quick reaction- these claims don’t feel very compelling 1) I don’t love “satisfaction improvement” as a benchmark 2) Comparison to opus 4.8 is now totally outdated, the comparison to 5.6 sol is way more relevant and there seems to be no meaningful improvement there. 3) Yes Fable is incredibly expensive and should be used sparingly but I’m not sure this satisfaction metric captures the relative price:value
Replying to @cursor_ai
Select Auto mode and whether you’d like to optimize for Intelligence, Balance, or Cost. Cursor Router analyzes each request and routes to the best model for the job: frontier models when the work demands them and price-efficient models when it doesn't.
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Feels really useful to look at non-coding benchmarks when you’re trying to reason about flexibility for general intelligence.
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Josh Kerr 🇬🇧 demolishes the World Record in the mile with a 3:42.66 at the London Diamond League! He breaks Hicham El Guerrouj's World Record set 27 years ago. xitter.cf/sportnmedia2/status/20…
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Faire doubled PR throughput with agents... now we need to do it again. Some hypotheses on how we're going to do it: 1) Get humans out of the loop for all but the highest complexity engineering work 2) Radically accelerate QA, and make experiences verifiable with QA agents 3) Make design prototyping 10x faster 4) Automate experiment rollout and measurement Wanna help me solve these problems? DMs are open :) cursor.com/blog/faire
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Chris Handel retweeted
$3.10 M Input / $15.51 M Output
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I'm pretty obsessed with the @AsideAI browser. Gives me agent-browser use as good as codex, but: 1) Has an agent-native password manager so agents can navigate login flows on my behalf 2) Exposed via CLI to any harness, so I can drive it from Cursor
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