Umar @shadowofumar
Product & AI Engineer. I build production-grade systems, not just wrappers. Bridging full-stack (Next.js, FastAPI, Postgres) with applied AI and autonomous work umaryunusa.me Lagos, Nigeria Joined March 2022-
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The model call is the smallest part of this. The rest is context, validation and a clear reply. That's the part users notice.
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5. Confirm in one message Reply with what was created: task, project, due date. If anything is off, the user fixes it in the same chat. That one reply builds more trust than any accuracy number.
"Acme wants checkout live by Friday" sounds simple. Turning that voice note into a correct task is where the real work in Orbit is. The pipeline, step by step 🧵
@hthieblot Algo didn’t mess up it brought it right here
A demo shows you can call an API. A product with real constraints shows you can ship: rate limits, a 24h messaging window, timezones, payments, users who type "done" and nothing else. If you want AI roles, build something that has to survive those.
Take your designs to the next level or give your ai agent to use them as inspiration
15 design resources worth bookmarking 🔖 reelfolio.io — Animated project showreels inspora.design — Creative design inspiration land-book.com — Landing page inspiration wonderlist.design — Premium Figma designs landdding.com —
Umaryunusa.me drop yours lets see what ur doing.
I am gonna be building 10 startups that solve real world problems. Mark my words this shit I’m going through Is gonna payout and I won’t stop until it does.
None of this is AI. It's plumbing. But in a chat product, the plumbing is most of what users actually feel.
5. Fail out loud If the model call times out, say so plainly and keep the user's message so nothing is lost. In chat, silence looks exactly like a broken bot.
LLM calls are slow. Webhooks are impatient. If you put an LLM behind the WhatsApp Cloud API, that mismatch is the first thing that bites you. 5 rules I'd follow 🧵
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