The Weight of Building — Reflections on Growth, Mistakes, and Small Wins

There's something about building tools for real people that keeps me grounded. Every line of code, every AI integration, and every feature I've added to Arise & Shine Transporters, Mwalimu Cosmetics, Local Dialect, Rev & Learn, and Planner has been shaped by the people who need them. But it hasn't always been smooth — in fact, it's been messy, confusing, and sometimes frustrating. And that's what makes it real.", "The Hard Parts", "What's been hard is figuring out how to make AI feel useful, not just present. When I first started working on the AI-powered ops copilot in Arise & Shine Transporters, I thought it would be a matter of writing a few prompts and calling an API. But it wasn't that simple. The copilot needed to understand the context of fleet telemetry, route deviations, and cost calculations in real time. That required building a system that could pull from multiple data streams and make sense of them. It took weeks of trial and error, and I had to lean on AI collaborators like Claude and Codex to help shape the logic.", "Surprises Along the Way", "One of the most surprising moments came while building Local Dialect. I had assumed that the biggest challenge would be finding enough content for the language lessons. But what I didn't expect was how much the technical side of building for low-resource languages would test me. There's no standard training data for Swahili or Kikuyu, and I had to figure out creative ways to make the AI work with limited resources. It was humbling, but also incredibly rewarding to see the first lessons render correctly and to hear from users who found the app helpful.", "What I'm Proud Of", "What I'm proud of is how much these tools have started to matter to people. I'll never forget the moment when a parent wrote to me about how Rev & Learn has helped their child with math — not just by making the subject fun, but by helping them understand it better. Or the time a small business owner from Nairobi reached out to say that Mwalimu Cosmetics had made it easier for her to sell her products online. These are the kinds of wins that keep me going.", "Looking Ahead", "As I look back on the last few months, I'm reminded that building AI-powered products for everyday life in Kenya is not about perfection — it's about making things that work, that feel right, and that help people. It's been hard, it's been surprising, and I'm proud of what we've built so far. But the hardest part is always the next step.