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That competitor ad that's been running for 6 weeks? It's been compounding data you don't have. The physics behind it is still yours to clone. We used to watch winning ads and try to reverse engineer them manually. Screenshot. Stare. Write something similar. Never quite landed the same way.... Then I realized I was copying the wrong thing. It wasn't just the visuals or the influencer . It's the creative physics. The exact second the hook lands. Where the emotional trigger sits. How the pacing holds attention through to the click. So we built a workflow around an agent that does it for you in minutes. → Competitor link dropped → Hook timing extracted → Emotional trigger identified → Scene pacing mapped → Rebuilt for your product Every week that ad runs without a clone is a week of data you're handing them for free. Comment "clone" and I'll send the exact workflow.show more

Vinay Jain

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10,920 views • 2 months ago •via X (Twitter)

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You sent your team a competitor's ad and said "make ours like this." That was nine days ago. In those nine days, their ad ran 100+ comments, 50 reshares, and never left rotation. That's not a viral fluke; that's a format that's scaling. The longer it runs, the more you know it's printing. Yours is still a brief. Here's how Notch competitor clone delivers the proven format in your brand style, fast. It opens your category's ad library in front of you. Every active ad, how long each has run, which ones are scaling. → Scroll the wall. Statics and video. → Pick the one working. The agent reads it the moment you select. → For statics it maps layout and copy. For video it goes deeper. Hook timing, pacing, script, cut rhythm, cta cadence. → Then it spins a variant in your brand. Structure preserved, your product, colors, and assets wrapped around every beat. The screenshotting doesn't make you money. Shipping does. Comment below your brand URL. We will share the competitors' insights and build an ad for you.

Vinay Jain

582,562 views • 11 days ago

a 23-year-old cloned a competitor's best ad. made $52,140. the competitor made $11k from the same ad. with a 6-person team. over 4 months. the clone took 47 minutes because his girlfriend texted "where are you." that text was the real deadline: → spotted a competitors ad running 60+ days. spend trending up. confirmed winner. → fed it to the agent. → agent read the hook structure. authority figure. taboo claim. pattern interrupt at 3 seconds. → rebuilt it for cold, warm, hot. 30 creatives. → hit launch. grabbed his jacket. gone. the competitor had a 6-person creative team. the junior had a dinner reservation and notch agentic video. the ad printed $52k in 3 weeks. the competitor's original is still running at $11k. the most dangerous person in media buying right now isn't the veteran with 10 years of data. it's the junior who doesn't know enough to overcomplicate it.

a 23-year-old cloned a competitor's best ad. made $52,140. the competitor made $11k from the same ad. with a 6-person team. over 4 months. the clone took 47 minutes because his girlfriend texted "where are you." that text was the real deadline: → spotted a competitors ad running 60+ days. spend trending up. confirmed winner. → fed it to the agent. → agent read the hook structure. authority figure. taboo claim. pattern interrupt at 3 seconds. → rebuilt it for cold, warm, hot. 30 creatives. → hit launch. grabbed his jacket. gone. the competitor had a 6-person creative team. the junior had a dinner reservation and notch agentic video. the ad printed $52k in 3 weeks. the competitor's original is still running at $11k. the most dangerous person in media buying right now isn't the veteran with 10 years of data. it's the junior who doesn't know enough to overcomplicate it.

Vinay Jain

12,549 views • 1 month ago

Marketers have been cloning ads forever. They just never had a button for it. So… we built one. 🚀 Introducing Ad Clone: → Pick any top performing ad from our AI Ad Library → Swap in your product → Generate a new version built on the same winning structure (angles, pacing, hooks, CTAs all rebuilt for your brand) One early tester cloned a competitor’s ad style Cut their CPA by 50% in 7 days. Creative isn’t luck anymore. It’s leverage. Ad Clone launches today. Like + RT Comment “Clone” We’re giving away up to 50,000 free Credits for (Next 9 hours🔥)

Creatify AI

2,255,658 views • 6 months ago

For a serious performance marketer, finding a winning ad isn't the hardest part. It’s the part where you try to replicate and scale it across all your products without changing anything else. So we built a workflow inside Agent One to scale one winning ad across 100+ products. Here's the step-by-step tutorial on how we did it. Time, cost, exact steps are all in the 🧵

For a serious performance marketer, finding a winning ad isn't the hardest part. It’s the part where you try to replicate and scale it across all your products without changing anything else. So we built a workflow inside Agent One to scale one winning ad across 100+ products. Here's the step-by-step tutorial on how we did it. Time, cost, exact steps are all in the 🧵

Invideo

16,599 views • 23 days ago

the best way to find ad ideas, is to scroll TikTok, but nobody wants to do that for hours on end... so I built an AI agent that can do it for you, completely hands-off just give it a keyword and it: – scrapes the top-performing TikToks – pulls the pain points, trigger events, and emotional hooks – rewrites the viral script for my product or service want the full n8n flow + set up guide? like + comment “script” and I’ll send it over (must be following so I can DM)

the best way to find ad ideas, is to scroll TikTok, but nobody wants to do that for hours on end... so I built an AI agent that can do it for you, completely hands-off just give it a keyword and it: – scrapes the top-performing TikToks – pulls the pain points, trigger events, and emotional hooks – rewrites the viral script for my product or service want the full n8n flow + set up guide? like + comment “script” and I’ll send it over (must be following so I can DM)

J.B.

134,684 views • 1 year ago

I’ve tested dozens of AI video tools for ecommerce ads. Most still look obviously fake. They either distort the product, break character consistency, or completely miss the pacing that makes viral content actually work. Wizstar was the first one that genuinely surprised me. I tested Wizstar’s Wizstar_official Video Reference workflow using a viral-style ad, and honestly… I wasn’t ready for how accurate it would be. It didn’t just “generate a similar video.” It recreated the entire feel of a high-performing ad — the pacing, the transitions, the camera movements, even that subtle “social-first” storytelling rhythm that usually takes real creative teams to get right. And the wild part is… it still kept the product completely stable across brand-new scenes. No distortions. No weird AI shifts. Just clean, consistent visuals from start to finish. What really impressed me is that Video Reference isn’t just copying visuals at all. It actually analyzes the structure behind viral ecommerce content — things like: - how the hook is built, - how attention is retained across cuts, - and how emotion is paced through the video. Then it rebuilds that logic into a completely new ad, optimized for product testing and fast campaign iteration. And it feels like it understands performance content. The workflow also handled synchronized audiovisual timing surprisingly well — cuts land where they should, motion matches the sound, and the storytelling flow feels intentionally designed, not randomly generated. Combined with stable product consistency and influencer-style framing, the final output honestly felt closer to a real paid social campaign than anything I’d expect from an AI tool. What surprised me is that Wizstar isn’t powered by just one model—it orchestrates multiple top-tier AI models, including Seedance 2.0, and even supports face input out of the box. If you’re curious to try it yourself, you can test it here: New users get free credits, and the first membership is only $19 — plus a complimentary 30-second E-commerce Agent experience included. #Wizstar

Doreen

153,944 views • 16 days ago

if we fuck up the ad, why should you pay? notch is the one place that doesn't charge for regenerations or edits. one price. one ad. however many tries it takes us to get it right. every "generate" is a slot pull. miss = re-roll = more credits gone. these tools don't sell you ads. they sell you chips. and the house wrote the odds. here's the math nobody runs before they load their card. a 30-second ai ad is never one generation. it's 30 to 40 pulls. → wrong face. re-roll. → hands melt. re-roll. → lip sync drifts a frame. re-roll. → b-roll doesn't match the brand. re-roll. every pull bills you. the winning clip and the garbage clip cost the exact same. you're not paying for the ad. you're paying for the misses on the way to it. the casino model (higgsfield, runway, kling, every per-credit tool): → buy credits up front → pull the lever → pay whether the clip is usable or trash → the agent loops to fix itself? your meter runs faster → you ration generations like chips at a table the finished-ad model (notch): → you direct the ad, not the generations → the agent re-rolls, iterates and fixes itself on its own dime → the misses are our cost, not your wallet → one price for the deliverable. however many pulls it took. per-credit pricing isn't pricing. it's a casino floor. the meter is the product. the ad is just the bait. you should pay for the thing you can actually run. not for the privilege of pulling the lever 40 times to find it. comment your brand below. i'll ship you 10 winning ad variations. on us. no credits. no meter. no catch. or try notch for free today.

Vinay Jain

298,084 views • 18 days ago

I just built an AI agent that notifies you in real time when your competitors launch new Facebook ads when it triggers, it: - pulls the creative and script - summarizes the hook, characters and the script - spots trends from past launches to show what’s working then it emails you a google doc with tailored hook ideas and ad angles personalized to your product comment “spy” and I’ll DM you the walkthrough (must be following)

I just built an AI agent that notifies you in real time when your competitors launch new Facebook ads when it triggers, it: - pulls the creative and script - summarizes the hook, characters and the script - spots trends from past launches to show what’s working then it emails you a google doc with tailored hook ideas and ad angles personalized to your product comment “spy” and I’ll DM you the walkthrough (must be following)

Tyler

81,753 views • 8 months ago

This is so simple. You go to Europe, you take an American product, you sell it in Italy and they whack a 13 to 15% VAT tax, consumer tax. Then you go to the airport, you get your money back, of which 1% people do. Same in Canada, same in Mexico, England, Switzerland, all the same. All that Trump has done, 'cause we never had consumer taxes in the US, you can't get that through Congress, he calls it a tariff. Reciprocal and kind of the highlight deal right now is the EU. You ship something over here from Europe, you pay the same thing they whack an American product with. It's not that complicated. This is not an ad for Trump. I'm an investor. Something's working here. It's a policy decision. I'm a policy guy. The Europeans have been sucking 15% cash for 40 years out of America and you're unhappy that we're doing the same thing to them? I don't think so. Get over it. Breathe the oxygen and be happy with your portfolio.

This is so simple. You go to Europe, you take an American product, you sell it in Italy and they whack a 13 to 15% VAT tax, consumer tax. Then you go to the airport, you get your money back, of which 1% people do. Same in Canada, same in Mexico, England, Switzerland, all the same. All that Trump has done, 'cause we never had consumer taxes in the US, you can't get that through Congress, he calls it a tariff. Reciprocal and kind of the highlight deal right now is the EU. You ship something over here from Europe, you pay the same thing they whack an American product with. It's not that complicated. This is not an ad for Trump. I'm an investor. Something's working here. It's a policy decision. I'm a policy guy. The Europeans have been sucking 15% cash for 40 years out of America and you're unhappy that we're doing the same thing to them? I don't think so. Get over it. Breathe the oxygen and be happy with your portfolio.

Kevin O'Leary aka Mr. Wonderful

1,955,098 views • 10 months ago

We're giving away the prompt we used to make this AI UGC video. Getting Sora 2 to output hyper-realistic, consistent footage isn't just about the tool. The prompt has to be structured in a very specific way... character description, cinematography, camera motion, lighting, dialogue, audio, authenticity keywords. Get it wrong and the footage looks off. Get it right and everything downstream becomes easier. We’re sharing the exact Claude template we use as step one of our AI UGC workflow. It takes a basic brief (who the subject is, where they are, what they're saying, what device it should look like, their accent) and structures all of that into the exact format Sora 2 needs automatically. It sits at the start of a full workflow that runs through Sora 2 for the hook, ElevenLabs for voice cloning, ChatGPT for subject consistency, Nano Banana for B-roll generation and Kling for animation. The whole thing is broken down in the latest D2C Diaries episode. But this prompt is the foundation. Without it, the rest of the workflow is harder than it needs to be. If you're building in this space or testing AI UGC for your brand, this is worth having. Retweet this post and comment PROMPT and I’ll send it over.

Joe Marston | Ecom Growth

17,285 views • 3 months ago

I don't trust the CIA. I know Ghost Murmur is real because I've been explaining the exact physics for over two years. It has nothing to do with trusting authority. I researched and learned. They've unified physics and they classified it. I'm exposing that fact. It's not going to be an easy thing for a lot of people who were taught wrong to accept. Tesla was right. All the textbooks in the world are wrong.

I don't trust the CIA. I know Ghost Murmur is real because I've been explaining the exact physics for over two years. It has nothing to do with trusting authority. I researched and learned. They've unified physics and they classified it. I'm exposing that fact. It's not going to be an easy thing for a lot of people who were taught wrong to accept. Tesla was right. All the textbooks in the world are wrong.

Ashton Forbes

215,389 views • 2 months ago

Rich Roll on why waiting to "feel like it" is a trap: "You can't think your way into the mood that you seek or the state of mind that you aspire to inhabit. Action is the only thing that can trigger that change." Rich uses running as the perfect illustration of this principle. Imagine you wake up in the morning and you're supposed to do a run because you're training for a race. You don't feel like it. So what do most of us do? "We all resort to that state where we think, 'Well, I don't want to do it right now. I'll just wait until I feel like doing it and then I'll do it then.'" But here's the problem with that logic: "If you're waiting until you feel like doing something, chances are you're probably never going to get to it." The mood you're hoping will arrive on its own? It's not coming. Not without action first. "To take the action despite how you feel about it is the thing that catalyzes the state change." You don't run because you feel motivated. You feel motivated because you ran. He points to what every runner knows from experience: "When they finish the run, they're always glad that they did it. They don't generally regret it. And then they feel better." Notice the sequence. The good feeling comes after the action, not before it. The state change is the reward for showing up, not the prerequisite. And this isn't just about running. As Rich puts it: "That example is applicable to all areas of life." The workout you're avoiding. The conversation you're delaying. The project you're putting off until you're "in the right headspace." You're waiting for a feeling that only exists on the other side of doing the thing.

Rich Roll on why waiting to "feel like it" is a trap: "You can't think your way into the mood that you seek or the state of mind that you aspire to inhabit. Action is the only thing that can trigger that change." Rich uses running as the perfect illustration of this principle. Imagine you wake up in the morning and you're supposed to do a run because you're training for a race. You don't feel like it. So what do most of us do? "We all resort to that state where we think, 'Well, I don't want to do it right now. I'll just wait until I feel like doing it and then I'll do it then.'" But here's the problem with that logic: "If you're waiting until you feel like doing something, chances are you're probably never going to get to it." The mood you're hoping will arrive on its own? It's not coming. Not without action first. "To take the action despite how you feel about it is the thing that catalyzes the state change." You don't run because you feel motivated. You feel motivated because you ran. He points to what every runner knows from experience: "When they finish the run, they're always glad that they did it. They don't generally regret it. And then they feel better." Notice the sequence. The good feeling comes after the action, not before it. The state change is the reward for showing up, not the prerequisite. And this isn't just about running. As Rich puts it: "That example is applicable to all areas of life." The workout you're avoiding. The conversation you're delaying. The project you're putting off until you're "in the right headspace." You're waiting for a feeling that only exists on the other side of doing the thing.

Kevin Tanaka

10,256 views • 1 month ago

I just cracked the code on AI UGC ads 🤯 51 seconds long. One creator across the entire ad: same face, same voice, same product packaging in every single shot. Talking-head delivery, b-roll cutaways, voiceover running over the b-roll, and the creator moving through different settings. A fully edited, multi-shot ad that actually holds. If you've been stuck generating 8-second clips that look fine but fall apart the second you try to string them into a real ad, no character that holds, no voice that stays the same clip to clip, no product that survives more than one shot, this is the workflow you're missing. Here's exactly how I did it: → Pull a winning authority ad and rewrite the script for your product → Build your creator in ChatGPT Images 2.0 to match the exact buyer demographic → Lock the creator + product as reusable Elements so they stay identical across every shot → Break the script into single-scene shots so each one is a clean generation → Lock the voice on the first clip, then carry that same voice through every shot after → Tag your b-roll shots as voiceover so the line plays over the cutaway instead of lip-syncing → Edit in CapCut: cut the dead air, nudge to 1.1x → Drop the final cut in Captions, add subtitles, export Consistent character, consistent voice, consistent packaging — across talking head, b-roll, voiceover, and multiple settings. No character drift. No robotic voice swap. No disconnected 8-second clips. I put together the full step-by-step playbook with the exact ChatGPT Images 2.0 and Seedance prompts, the element-tagging setup, and the voice trick most people miss. Want it? > Like this post > Comment "UGC" And I'll send it over (must be following so I can DM)

I just cracked the code on AI UGC ads 🤯 51 seconds long. One creator across the entire ad: same face, same voice, same product packaging in every single shot. Talking-head delivery, b-roll cutaways, voiceover running over the b-roll, and the creator moving through different settings. A fully edited, multi-shot ad that actually holds. If you've been stuck generating 8-second clips that look fine but fall apart the second you try to string them into a real ad, no character that holds, no voice that stays the same clip to clip, no product that survives more than one shot, this is the workflow you're missing. Here's exactly how I did it: → Pull a winning authority ad and rewrite the script for your product → Build your creator in ChatGPT Images 2.0 to match the exact buyer demographic → Lock the creator + product as reusable Elements so they stay identical across every shot → Break the script into single-scene shots so each one is a clean generation → Lock the voice on the first clip, then carry that same voice through every shot after → Tag your b-roll shots as voiceover so the line plays over the cutaway instead of lip-syncing → Edit in CapCut: cut the dead air, nudge to 1.1x → Drop the final cut in Captions, add subtitles, export Consistent character, consistent voice, consistent packaging — across talking head, b-roll, voiceover, and multiple settings. No character drift. No robotic voice swap. No disconnected 8-second clips. I put together the full step-by-step playbook with the exact ChatGPT Images 2.0 and Seedance prompts, the element-tagging setup, and the voice trick most people miss. Want it? > Like this post > Comment "UGC" And I'll send it over (must be following so I can DM)

Mike Futia

36,576 views • 15 days ago

I just built a Claude Code plugin that spies on your competitors' entire funnel 🤯 Every "ad spy" tool stops at the ad. This one goes past the click → it finds their proven landing pages, tears down why each one converts, and walks the funnel all the way to the edge of checkout. All inside Claude Code. Perfect for DTC brands and agencies who keep screenshotting competitor ads but never see what actually happens after the click. If you're swiping competitor ads for "research," saving them to a board, and still guessing which landing page is doing the heavy lifting... guessing which offer is actually on the page... guessing what they're stacking in the cart to lift AOV... this plugin pulls the whole funnel apart for you: → Pulls every active ad from the Meta Ad Library and clusters them by landing page → Ranks pages by ad volume × run duration, so you see the proven winners, not the tests → Tears down each winning page: hook, offer, social proof, price framing, urgency → Builds a cart and reads the gift-with-purchase, bundles, and free-shipping thresholds → Walks checkout to capture order bumps and payment-plan offers (stops before "Pay now") No more screenshotting ads one at a time. No more guessing which page converts. No more missing the upsells that fund their ad spend. What you get: → A ranked leaderboard of any competitor's proven landing pages → A full teardown of why each one converts → Their entire pre-purchase upsell funnel, mapped → A SaaS-style report with everything saved locally Built 100% in Claude Code. I put together a full playbook showing the exact process to build this yourself — the stages, the scripts, and all of the prompts. Want it for free? > Like this post > Comment "SPY" And I'll send it over (must be following so I can DM)

I just built a Claude Code plugin that spies on your competitors' entire funnel 🤯 Every "ad spy" tool stops at the ad. This one goes past the click → it finds their proven landing pages, tears down why each one converts, and walks the funnel all the way to the edge of checkout. All inside Claude Code. Perfect for DTC brands and agencies who keep screenshotting competitor ads but never see what actually happens after the click. If you're swiping competitor ads for "research," saving them to a board, and still guessing which landing page is doing the heavy lifting... guessing which offer is actually on the page... guessing what they're stacking in the cart to lift AOV... this plugin pulls the whole funnel apart for you: → Pulls every active ad from the Meta Ad Library and clusters them by landing page → Ranks pages by ad volume × run duration, so you see the proven winners, not the tests → Tears down each winning page: hook, offer, social proof, price framing, urgency → Builds a cart and reads the gift-with-purchase, bundles, and free-shipping thresholds → Walks checkout to capture order bumps and payment-plan offers (stops before "Pay now") No more screenshotting ads one at a time. No more guessing which page converts. No more missing the upsells that fund their ad spend. What you get: → A ranked leaderboard of any competitor's proven landing pages → A full teardown of why each one converts → Their entire pre-purchase upsell funnel, mapped → A SaaS-style report with everything saved locally Built 100% in Claude Code. I put together a full playbook showing the exact process to build this yourself — the stages, the scripts, and all of the prompts. Want it for free? > Like this post > Comment "SPY" And I'll send it over (must be following so I can DM)

Mike Futia

34,998 views • 12 days ago

THE FACEBOOK AD THIEF I just built an AI agent that "steals" my competitor's best Facebook ads and makes them mine. Perfect for ecom owners, and I'm giving it away for free. (Saves 15+ hours per week on creative research, boosts ad performance by 40%) Here's how the Facebook Ad Thief works: → Scrapes Facebook's ad library to find competitors' live campaigns → Uses Google's Gemini AI to analyze winning ad structures and messaging → Rebuilds those ads with your brand and products using advanced prompting and Nano Banana → Automatically saves all variations to Google Drive for easy access → Handles complex scenarios like multiple product placements This automation eliminates the manual grind of competitor research and creative ideation. Instead of spending hours scrolling through ad libraries and trying to reverse-engineer what's working, I get proven ad concepts delivered automatically. The real power? It uses "meta-prompting" - AI writing prompts for other AI - to handle edge cases that generic prompts miss. Want the complete system? Here's how to get it: 1. Like & RT this post 2. Follow my profile so I can DM you 3. Comment "ADTHIEF" I'll send you the entire n8n workflow template, all of the prompting, and a full step-by-step setup video for free. Stop reinventing the wheel. Start stealing what already works.

David Roberts

136,834 views • 8 months ago

this facebook ad spy + n8n workflow is 🔥 it scrapes your competitors’ top 5 video ads, breaks down exactly why they’re working, and sends you a full report before you even wake up no manual checks no spreadsheets no guessing what’s winning the ai agent runs through each ad and analyzes: - the hook - the script structure - emotional triggers - why it works you get a morning report ready to brief your creative team before coffee perfect for agencies and e-com brands who want to stay one step ahead built 100% in n8n want the full facebook ad spy workflow? comment SPY + like this post (must be following so i can dm you)

this facebook ad spy + n8n workflow is 🔥 it scrapes your competitors’ top 5 video ads, breaks down exactly why they’re working, and sends you a full report before you even wake up no manual checks no spreadsheets no guessing what’s winning the ai agent runs through each ad and analyzes: - the hook - the script structure - emotional triggers - why it works you get a morning report ready to brief your creative team before coffee perfect for agencies and e-com brands who want to stay one step ahead built 100% in n8n want the full facebook ad spy workflow? comment SPY + like this post (must be following so i can dm you)

J.B.

30,733 views • 7 months ago

people are making BANK with these viral baby podcast clips.. so I built an n8n flow that lets you automate the whole thing in minutes. just drop in a topic + baby description and the flow will: – write the script – clone the voice – generate the baby avatar – create the full video – upload it to Google Drive want the JSON + set up guide? like + comment “baby” and I’ll send it over (must be following so I can DM) ps... I literally used this exact flow to get the inspiration for this post

J.B.

81,792 views • 1 year ago

I'm going to say something that doesn't reflect well on me or my wife. We let the kids have the iPad for too long. Way too long. We realized that it was ruining their personalities. I watched it happen and I didn't act fast enough. We took the iPads away. Took the phones. All of it. And I got my children back. They’ve been de-zombified. The difference was immediate and it was dramatic. So let me give credit where it's due. Shout out to Jonathan Haidt. Shout out to Kara Swisher You think you're giving your kid entertainment. A way to decompress. Something to keep them occupied. You're handing them something that is quietly rewiring how they think, how they feel, and how they connect with the people right in front of them. Take it away. You'll get your kid back too. I promise you won’t regret it!

I'm going to say something that doesn't reflect well on me or my wife. We let the kids have the iPad for too long. Way too long. We realized that it was ruining their personalities. I watched it happen and I didn't act fast enough. We took the iPads away. Took the phones. All of it. And I got my children back. They’ve been de-zombified. The difference was immediate and it was dramatic. So let me give credit where it's due. Shout out to Jonathan Haidt. Shout out to Kara Swisher You think you're giving your kid entertainment. A way to decompress. Something to keep them occupied. You're handing them something that is quietly rewiring how they think, how they feel, and how they connect with the people right in front of them. Take it away. You'll get your kid back too. I promise you won’t regret it!

Anthony Scaramucci

600,136 views • 2 months ago

Right now, I have a few dozen tools to automate my life. Every single thing that I do more than once every week is now a tool: either a Claude Code skill, a scheduled workflow, or an application. • I spend the time doing this once. • I schedule it. • I forget about it (or at least, try to) CREAO is one of the platforms I've used extensively for building some of these automations. They are partnering with me on this post. They are one of the only platforms where you can go from a conversation to a scheduled agent that quickly. This is how it works: 1. You describe the problem you want to solve 2. CREAO's agent builds the logic and executes it 3. You can iterate with the agent to improve the solution 4. When you are done, you turn that solution into a mini app 5. You can schedule that app to run any time you need it Something important: These agents are deterministic. They don't use an LLM to generate answers, so they will always return the same output given the same input. This is critical: when you're automating something that runs every Monday at 9 am, you need it to return the same result every time, not a "creative" answer.

Right now, I have a few dozen tools to automate my life. Every single thing that I do more than once every week is now a tool: either a Claude Code skill, a scheduled workflow, or an application. • I spend the time doing this once. • I schedule it. • I forget about it (or at least, try to) CREAO is one of the platforms I've used extensively for building some of these automations. They are partnering with me on this post. They are one of the only platforms where you can go from a conversation to a scheduled agent that quickly. This is how it works: 1. You describe the problem you want to solve 2. CREAO's agent builds the logic and executes it 3. You can iterate with the agent to improve the solution 4. When you are done, you turn that solution into a mini app 5. You can schedule that app to run any time you need it Something important: These agents are deterministic. They don't use an LLM to generate answers, so they will always return the same output given the same input. This is critical: when you're automating something that runs every Monday at 9 am, you need it to return the same result every time, not a "creative" answer.

Santiago

13,708 views • 2 months ago

I built a Pinterest clone that uses AI to find similar images I crawled tumblr and collected lots of images, then used a model to get vector embeddings. When you click an image it finds the most similar embeddings and returns the images

I built a Pinterest clone that uses AI to find similar images I crawled tumblr and collected lots of images, then used a model to get vector embeddings. When you click an image it finds the most similar embeddings and returns the images

ab

15,330 views • 2 years ago