Aaron Misash (@Misash__) header
Aaron Misash (@Misash__) profile picture

Building Physical AI

Joined January 2022
Photo by Aaron Misash (@Misash__)Photo by Aaron Misash (@Misash__)Photo by Aaron Misash (@Misash__)Photo by Aaron Misash (@Misash__)Photo by Aaron Misash (@Misash__)Photo by Aaron Misash (@Misash__)Photo by Aaron Misash (@Misash__)Photo by Aaron Misash (@Misash__)Photo by Aaron Misash (@Misash__)Photo by Aaron Misash (@Misash__)
no one knows my next move, not even me
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Aaron Misash retweeted
الحياة لما كان اليوتيوب هو السوشيال ميديا الوحيد.
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Aaron Misash retweeted
a very literal example of giving a small computer eyes a Raspberry Pi in a moving car is turning the road into a live list of objects each vehicle gets a label, a bounding box, and a confidence score as it appears in the camera feed the useful loop is simple: camera frame → vision result → local rule → physical or network action the same pattern can run on a much smaller board. my ESP32 vision guide starts with the camera, then shows how to turn what it sees into a reaction give your ESP32 eyes
your ESP32 can finally see add a camera, run local vision, and make a $10 board recognize what matters - then react without sending every frame to the cloud here is the full guide:
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wanted to share something i wrote about the future coming in the next few years, how robotics is actually gonna help us but also bring some real social challenges we're not ready for misash.vercel.app/essays/ess…
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No defense tech hackathons around me. So I made my own. ESP32 + Wi-Fi packets + too much coffee ☕ Built Halkon-1, a passive drone detection prototype that runs on a $5 microcontroller and looks for drone signatures in nearby wireless traffic. Repo 👇
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Hot take: If you're already paying for ChatGPT, Claude, Gemini, or Perplexity... paying again for API tokens to automate them is a drag. My dashboard currently shows: • 11M tokens avoided • $614.90 saved • 87.7 hours recovered AI ROI measured 👇 gptcha.in/leaderboard
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Built a GPT-Chain that turns any topic into a meme: topic → trend research → meme angle → captions → final image Tested with: Old school rap No scrolling for hours. No copy-paste. One input, final creative asset. Grab it for free: theveller.gumroad.com/l/atgg… ⚡
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gpt chain v3.6.0 is live new interface. rebuilt from scratch. perplexity is back — 5 ai chats now. one extension. no apis. gptcha.in ⚡
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we just shipped GPT Chain v3.6.0 🐙 new UI. cleaner, faster, smoother. 1 week ago: we opened free trial → +50 users in 7 days now: we play the MRR game this isn’t just a redesign it’s a setup for the next level behind the scenes: – better logic – parallel executions – building a real multichat AI agent but the real shift isn’t technical we’re automating distribution learning what actually works testing fast, breaking faster a while ago we thought claude might take it all now? there’s space if you build your own lane so we’re doing exactly that this is just the beginning and yeah… competing is gonna be fun
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We just shipped GPT Chain v3.5.0. 4 AI chats. One extension. Zero APIs. - ChatGPT - Claude - Gemini - DeepSeek Build a prompt workflow once. Run it on any of them. Output of step 1 feeds into step 2. Automatically. Subscriptions are live. Pro is $1 the first month. Or try everything free for a week. Full changelog: gptcha.in/changelog ⚡
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we just shipped the most wanted feature!! GPT Chain 3.4.0 is live 🦀 gptchain used to work natively only with chatgpt, but now we’re expanding to basically every ai chat out there for this, we had to build an internal tool called chatbot universal browser extractor (cube) to detect html elements so no ai chat can escape us hahaha we’re launching with: @GeminiApp & @deepseek_ai coming soon: Claude & Perplexity and our new board for more complex logic see u 🚀
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GPT Chain v3.3.1 is live ⚡ this week was heavy on code and refactoring especially around stripe payments i tried some indie hacker templates but in prod they didn’t work many of our users actually need invoices and doing that manually is a pain also checking the buyer’s country for taxes so yeah i had to read tax rules for the eu usa and australia lol in the end stripe solves most of this so i changed the flow now users are created directly not as guests a lot of popular templates do guest checkout but for b2b it doesn’t really work that was my biggest blocker now it’s fixed this release also improves our magic link system we now have device identifiers and better google auth compatibility for chromium browsers next big thing multi ai chats we’re already about 70% done starting with @GeminiApp and @deepseek_ai prolly shipping new AI Chat integrations every week
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ai just set up my app subscriptions lol i needed subscriptions + a paywall for my app picked @RevenueCat it handles both instead of setting everything manually i tried their mcp with cursor docs were a bit outdated but after connecting it first i generated the plans in a file then told the mcp to create the rest it basically did everything even the app store integration but this is the weird thing with ai just because it works doesn't mean it's correct you still need to understand what it did now i need to review everything before sending it to prod 😅 if you're building an b2c app try revenuecat pretty solid and cool
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gptchain just leveled up ⚡️ v3.3.0 is live we shipped what users asked for sleepy node → wait until next execution google login → faster access first stripe sales came in too 💸 team update : new dev just joined Engineering 🔥 Competitive Programmer | Codeforces -> next move multi chat execution -gemini -google ai studio -deepseek -claude cc: @TheVeller
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apps are the new dropshipping? i read that on X at the beginning of the year and honestly… maybe building software with prompts is easier than ever so what really matters now is distribution if you’re building apps use tiktok hire ugc creators create stop scroll experiences even build your own ai ugc farm we’re testing this with comicdoro just a pomodoro with comics latest updates: -> sign in with google and apple -> reading progress bar -> comics locked until you finish your focus time -> analytics for premium users coming soon: webtoon spend thousands of $ generating comics we’re doing it fully with ai for a few dollars 😅 launching soon to test this thesis keep shipping 🚀
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building an app in less than 24h in 2026 i see huge opportunities in mobile apps not just better interfaces but smarter experiences so my team and i tested a workflow from idea to app store fast → chatgpt -> prd → figma → fork to github → cursor for complex features → deploy to app store and here it is comicdoro study 25 min read comics 5 min a simple productivity system especially for people like me who struggle with focus we’ll share more soon about development and distribution
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POV: lovable writes to you 😅
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let clowdbot work 24/7 for you finding app ideas and hooks yeah daniel has a smart strategy it finds viral hooks just using clowdbot stop playing with it and make it work for you 🫡
every morning at 9am i get 20 viral formats in my discord sounds fake but it actually works. i told my clawdbot marketing assistant mikey: "every morning, search tiktok for viral app content from the last 7 days. filter for 50k+ views. send me the hooks, formats, and links. i want to know what's working before i check my phone." and he just does it now. this morning i woke up to: > 1.08M views: "literally the best calorie tracking app!!" > 827K views: "3 android apps you'll wish you installed earlier" > 776K views: "i finally found this app omg" > 428K views: "trust me when i say this i love this app" all with links. all from the last 7 days. all filtered for app content. how to set it up: > give it a tiktok scraping API > tell it what niche to search (apps, ugc, marketing, etc) > set the format you want (i do views + hook + link) > schedule a daily cron job game changer for staying on top of trends. i went from "what's working on tiktok rn?" to "which of these 20 viral formats should i steal today?" the future of research isn't searching. it's waking up to answers.
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instead of a free trial paywall try this -> $2 for the first week -> then $7 automatically or -> $39.99 per year
This paywall strategy is genius: 7-day full access for only $2. Then it bumps you to $7 per week automatically. Or you can pay $39.99 for the year. It's called a bump model. Low barrier to entry, then they hit you with the recurring charge. And it's clearly working because they're running hundreds of profitable paid ads. They're using a soft paywall so you can try the app with limits. 1-2 searches per day for free, then everything valuable is locked. Simple, aggressive, profitable. This is how you monetize at scale.
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