head of digital technology https://xitter.cf/t.co/Sumk8ovRGK \\🦄 @ugcpro_ co-founder \\

raea.io
Joined December 2021
If you needed 50 new ads next month, would you actually be testing 50 different strategic bets... or just 50 variations of the same thing? 👀 Because producing more creative doesn't automatically mean you're learning more from it. And that's one of the conversations I'm bringing to TikTok's NYC office next week! If you're in the city... checkout the event details below. 🥳
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And one day, if you’re lucky enough, you’ll end up working with the love of your life not once, not twice, but yet another time (truthfully, I’ve lost count). 😂 Nearly 8 years ago, Shane Murphy and I met as direct response video editors at Mutesix in Culver City, California. Fast forward to today, and we’re joining ContentJet as Head of Performance Creative and Head of Digital Technology… yes, you heard that correctly! We are leading our own parts of the business, TOGETHER. 🥹 And to think it all started with me asking the internet to help me find my fiancé’s “better half” in business. 💀 Within minutes, the video went viral and the internet ironically reminded me that we’ve always complemented each other in business too. Apparently the algorithm gods decided they owed us one, because the Reel was served to the ContentJet team, they watched it, and made the first move. (Cassandra Kranjec, you rock! 😉) So how will this marketing + machine learning duo work together in partnership with ContentJet? 👀✨🤝 The challenge with scaling paid media isn’t just spending more, it’s building a creative engine that can keep producing enough of the right ideas, tests and iterations to support that spend without sacrificing quality. My job is bringing a decade of tested performance creative strategy to ContentJet, shaped across thousands of accounts in nearly every vertical you can imagine, hundreds of millions in ad spend and billions in revenue, then turning that experience into the systems, testing plans and strategy our team uses to scale clients without sacrificing quality for volume. Meanwhile, Shane is personally building the technology underneath all of it, creating the systems, infrastructure and machine learning capabilities that allow our creative engine to keep up as the volume scales. 🤖 Eight years ago, we didn’t know it, but we were just getting started. Now we get to build what comes next, side by side, once again. @shinyobjectz_ #ContentJet
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my coding agents kept renaming my own concepts back to me. a "thread" becomes a "session", a settled idea gets reinvented under a new name, every css file grows another slightly different gray. none of it is wrong exactly. it just stops meaning anything. github.com/socialite-ml/mont…
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Vellum Command is open to private beta requests on vellumcommand.com/ It's an AI factory app. Manage all your agents and machines in one place, organize them and get them to do work autonomously. Use the canvas as novel way to do prompt and context engineering, pairing the harness integration with your layout. Define resource, capabilities and relationships between agents and vellum resources with a single connection. Design your factory however you like, connect agents to task sinks and watch them work on it task by task, moving them to the completion through any criteria you define. First class support for agent initiated escalation. A blocked agent is no longer a lost terminal session, but an alarm ringing in your factory. Visible, addressable, auditable. Allowing agents to escalate to you - the operator - is a super underrated way to actually allow the autonomous, well defined work to go ahead seamlessly. And much more. From a solo builder to solo builders.
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Any neurodivergents out there who’ve felt like AI has changed their life for the better… this is for you 👇
Every founder I know is quietly struggling with the same thing and nobody talks about it. I have ADD and General Anxiety Disorder. I've also built four companies in six years. Every single one was a war with my own head. A hundred ideas, twelve finished. Knowing I could build something real but losing the thread halfway through every time. Then I found @claudeai . And for the first time in my life I could finish what I started. Not because it wrote code for me — because it could hold context while my mind raced ahead. It caught what I dropped. It thought with me. 19% of Americans are neurodivergent. Founders with ADHD are 5x more likely to start a business. That's a massive community of builders and nobody is speaking to them. I want to be that person. I wasn't looking for a job. Then I saw @AnthropicAI hiring a Claude Evangelist and my whole body said go.
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Coding agents shipping UI blind is still one of the dumbest bottlenecks in the stack. Browser screenshots help. Native scene graph access is more interesting because it turns visual verification into a first-class primitive.
Coding agents can write code but can't see what it renders. They have no idea if the UI they just built actually looks right. I built a rendering engine that fixes this. RVST — a native desktop engine for Svelte, written in Rust. No browser. Full scene graph access from the terminal.
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A lot of “AI companies” today are built on buzzwords and ChatGPT wrappers. Meanwhile, a single builder working out of a small bedroom in Bend, Oregon has spent the last three months quietly building something from scratch. Bootstrapped. Self taught. Funded with a few thousand dollars and a lot of 12 to 14 hour days. That builder is my fiancé, Shane Murphy. He just shared a first look at something he built called Canopy, a “Harness Model” for AI agents. The idea is simple but powerful. A small neural network watches AI agents as they work and nudges them in real time to keep them on track. Early tests show: • 49% fewer turns to complete tasks • 100% completion in early sessions • Signs of learning across repeated runs What makes this even more impressive is that Shane built the entire system himself. Architecture, experimentation, training, and infrastructure. He is not the loud AI bro on Twitter. He is the type of builder who sits down, works relentlessly, and quietly ships real breakthroughs. If you believe the future of AI will require real supervision layers for autonomous agents, his post below is worth reading. And if you are a serious builder, researcher, or investor who wants to help shape where this goes next, this is the kind of work to pay attention to. I have watched Shane build for years and I am extremely bullish on what he is creating.
after months of research and development: Canopy will be the first of its kind— a “harness model”. - 49% fewer turns - 100% completion rate vs 72% without it here's what i built and why i think this is the missing layer in agent infra 🧵
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changing facial expression by hovering over face and moving mouse wheel, without prompting:
a conceptual ui prototype of segmentation triggered by mouse movement, without prompting:
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Wondering what our co-founder, Shane Murphy, has been up to? Follow him if you're interested in all things AI @shinyobjectz_ ✨
Great advice from @theo-- which reminds me of a great Jobs quote: "You've got to start with the customer experience and work backwards to the technology. You can't start with the technology and try to figure out where you are going to try and sell it."
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this is insane 🥵
lost to wonder on the local daily commute hop on, enjoy the skies today :) commuting.to
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lordy, this is some sweet UX
Rotoscoping can take hours. Colorwave can now auto-generate depth masks to composite effects within your footage that would otherwise take hours. Next we will work on 3D compositing, shaders, add HDRI-gen for lighting, and lens matching. Create don’t just generate.
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was looking for brand icons today then remembered this existed
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Fun fact: we built slash commands into Cursor months ago and we forgot to tell anyone about it 😅 Try it out and let me know what you use it for! Also let me know if you uncover any other secret features in Cursor we should broadcast out 😬
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✨Today I'm launching Paraspeech on Producthunt. It's one of the fastest real-time speech to text apps for Mac and it's: •⁠ ⁠100% offline and on-device •⁠ ⁠<40ms cold-start time •⁠ ⁠⁠<300ms transcriptions •⁠ ⁠barely touches battery & just needs 200MB of RAM •⁠ ⁠⁠no subscription! First 100 people get it for $19.99 before prices increase to $39.99. If you tweet about, I'll send you a free lifetime license.
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Another piece of the puzzle for cinematic storytelling is ready to go.
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it has come to my attention that this is not universal knowledge you can just type docs.new or sheets.new into your browser and it will immediately open a new google doc or sheet
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Can hype actually turn into something real?
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Replying to @MeekMill
From the first moment I learned about AI I was like “Meek Mill is uniquely positioned to develop this technology.”
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Shane retweeted
mr. beast says he plans to take 100 software engineers and lock them in a room with no Cursor subscription, with the first person to ship something that compiles taking home $1 million
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London, London, London - @hexclad better hold onto you 😅 I tried to sum up this funnel strat in the thread. Let me know if I got it right, @londonspilker
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