Siyani 👨💻 @HLSCodes
AI Developer by day, building things nights and weekends. Building: https://t.co/n6xGYXf6Pc (waitlist), scaling: https://t.co/PEG7yqEueZ harshilsiyani.com Joined July 2020-
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Three ways to wire up AI agents: 1. Sequential — pipeline. Each step depends on the last. 2. Parallel — fan out, aggregate. Speed and diverse opinions. 3. Loop — repeat until an exit condition flips. Most production systems nest all three. The hard bits are always the aggregator and the exit condition.
Hackathons aren't for the prizes. They're how people find out what you can do. Won People's Choice at a global one last year. Led end-to-end. Built async with teams across 3 countries. The prize was a line on a CV. The reputation it built is what's still paying off.
Wrote a script that fires 500 concurrent requests at production before launching. Waitlist signups, app creation, dashboard generation. All at once. Zero crashes across 1,300 operations. P95 latency doubles past 200 concurrent. 30 minutes of work that tells you exactly what to upgrade before peak traffic. Beats guessing at 2am when the server's on fire.
25 posts on X over 65 days. Net followers: minus 3. 411 total impressions. 18 likes. 7 profile clicks. The engineering-heavy posts about agent architecture and confirmation bias? Zero profile clicks across 6 of them. The personal ones: Kenya to Melbourne, marathon training, the wife's Google Sheets question. Two thirds drove a profile click. Lesson: at under 1,000 followers, every post needs a personal hook in line one. Technical insight goes in the body. Restarting with that rule. Will report back.
@AgodiDivin32690 Thanks for this. I did run this through Claude Design and got similar feedback where the suggestion was to talk about the pain and not what it is. Would be great to see what you come up with
Can I get help with someone roasting or if you’re nice :) then providing feedback on my landing page. Promptperf.dev I don’t have thousands of users to do A/B testing. Does the page provide clear messaging, explain the problem and set the right expectations?
Built an ROI model across 6, 12, 18, and 24 month horizons. Presented it to finance leadership. It led to budget approval. The trick: I didn't pitch technology. I pitched business outcomes with honest risk modelling. Finance people don't care about your architecture. They care about the shape of the cost curve.
Entered the Australian Defence Tech Hackathon with my brother. Most teams built hardware + software. We were software-only. Built an edge-deployed vision-language model under 2GB for real-time audio narration of video feeds. Got to 1.4 second latency, targeting sub-1 second. Didn't win. Bit of a wake-up call about what happens when hardware and software are designed together.
Most AI developers test informally. "Does the output look right?" I built 200+ automated tests for a client project. 70 specifically test AI output quality. They detect when a model degrades. They gate every model switch. Before deploying a new model, the test suite proves it's better than what's in production. Boring infrastructure. Makes AI trustworthy.
Thats insightful. Well usually when creating a persona it’s a demographic. So in my case teachers, small business owners, etc were my ideal customers. Instead of building 1 teacher 1 SME which doesnt truly reflect broader profession I build variations of them at different pay level, different lifestyle etc And yes the drift occurs agreed. To mitigate this, Ive been giving particular tools and data. Like connected the waitlist form, posthog mcp server so can see the analytics and demographics etc. This doesnt give the whole picture but helps me understand better
I don't have real users yet. So I built 76 AI personas to simulate them. Each has a name, age, tech level, and use case. I poll them on every product decision. Zero of them said "launch now" when I asked 3 weeks ago. This is simulation, not real user research. But it's better than guessing alone. The personas have caught pricing mistakes and priority errors I would have missed.
Won People's Choice at a global hackathon. After that, engineers from a completely different division reached out with AI accuracy problems. I'm an individual contributor, not a manager. But I diagnosed the root cause, improvements landed, and it led to deeper sessions with their senior team. Sometimes your reputation is your org chart.
Pratham @Prathkum
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Mattia Righetti 👨�... @heymattia
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281K Followers 2K Following Running the world's most engaging hackathons at scale @WeMakeDevs.
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Csaba Kissi @csaba_kissi
256K Followers 1K Following Coding Dinosaur • Entrepreneur • 200 projects • DM for collabs
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229K Followers 750 Following I build custom AI + software systems that automate operations, save time and turn more opportunities into revenue. 40+ shipped. Founder, https://t.co/FHMNUJ3oB0
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freeCodeCamp.org @freeCodeCamp
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220 Followers 225 Following Raised $6M to build https://t.co/w2LVJcMWbE. Scaled it to $1M+ ARR. Now bootstrapping @ReddGrow_Ai solo. Different game, same obsession. Sharing the honest journey.
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777 Followers 547 Following Talks on Bayesian statistics, evals, agents and Svelte. Woodworking and game modding in AU with heart of Au. @Canva ex @LeonardoAi_ @huggingface @relevanceAI_
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9K Followers 843 Following AI lead @NotionHQ. Prev @robinhoodapp, @googlemaps Full-time momager to my labradoodle, Ruby.
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1K Followers 2K Following -My 1 cents in a Tesla -Love new cool Tech. -Flavorful food is my kryptonite. -Random life statements. -Flip life.
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24K Followers 3K Following 🥑 Dev Advocate @WeAreDevs 🎓 Ex Teacher 💻 Building https://t.co/PaLaKevFAe 🙎♂️ Create a GitHub profile at https://t.co/iQLBpXyttL
Tabs @ladyofcode
3K Followers 820 Following • Code, design, communities • DevRel / https://t.co/qswEX9yMjF • I stream and teach • @gridapphq • 🇿🇦 🇸🇦 🇧🇭 🇲🇾 🇦🇺 🍪 • تبسم





















