how and why i built a home ai assistant
the AI was the easy part (demo at the end)
I remember when coding interviews happened at a whiteboard, no computer, no internet, just a marker and whatever you could hold in your head. When AI tools arrived, using one in an interview was the red flag. Now the red flag is the candidate who doesn't use AI
I started a newsletter. It's called The Working Prototype. I've been building AI agents at Orbio AI for an year now and doing a lot of self-learning meanwhile, mostly around AI safety and alignment, but also what it actually takes to build reliable agents in
In Barcelona, when a restaurant posts a waiter position, five hundred people apply in a week. One HR manager can't call all of them to ask where they live — that's not a bottleneck, it's an impossibility. And that's the whole business case,
There's a hidden economy in every team. Not the one where favors are exchanged. The one where trust accumulates or erodes based on how people handle their mistakes. If you move fast enough, you will always break things. Some people break things constantly but somehow leave with more
career
I picked up Jordan Mechner's journals on making Prince of Persia expecting game development nostalgia. As a kid I played Prince of Persia - or PoP as many called it - and wanted to read how it was made. What I got instead was some of the clearest articulations of
nomad
Tomorrow I'm taking the train from Elche to Madrid. Again. Four days with the team, then back - we do this every month now, last week always in the office. As I pack my bag for the seventh time, I can't shake this feeling: I'm
career
2024 was the year of doing everything at once for me. I jiggled a full-time job as an engineer, teaching data science and AI engineering, mentoring, some consulting gigs, attempts at building my own product, a bit of writing. It was exhausting. Also kind of addictive. There's
ai
After months of building AI agents, I've come to a counterintuitive conclusion: those fancy agent frameworks everyone seems to be using? You probably don't need them. Let me explain how I got here. essential complexity is not in tech A few months ago, I joined an
nomad
In summer 2014, after my sophomore year in Kazakhstan, I went to Toulouse for French classes. It was my first time traveling alone, and it completely reset how I saw the world. before going solo Growing up in Kazakhstan, I was lucky to travel with my family. By the time
On building, learning, and the messy middle - where theory meets practice in AI and tech.
Eight months ago, I stopped writing. Not intentionally, it just happened. One week turned into a month, then several, and suddenly I found myself staring at a blog that hadn't been updated since late 2024. In that time, I wrapped up three years at Capchase (it was time
Why, despite living in an age of unprecedented access to knowledge, do so many people feel that education is fundamentally broken? As someone who has navigated the world of formal education, self-study, and teaching, I’ve picked up insights that I’d like to share. As we all "
I haven't written for more than two months now, which means that I broke a "contract" with myself of writing and publishing something at least once every week. It has been weird time for me overall, but regardless let's see if I return to
For the past few years my day-to-day activity was writing code. In 2016? Doing PowerPoint slides and making calls. Lots of calls. I am currently Software Engineer and Data Scientist at Capchase, FinTech scale-up, working mostly on Risk Intelligence. That's what everyone sees on the
When everything is googleable, every modern professional already has an online presence. Here some random links that appear when I google my name: From the privacy and security perspective it is not great and I don't like it. However, if you can't make it go away,
If you want to get a remote job, you need to stand out among global pool of candidates and CV isn't a great tool to achieve that. old way of getting interview which doesn't work anymore I have been using CV in job search since 2014,