WRITING
Notes from inside the build.
What I learn while shipping agents, internal tools, and AI-native workflows. Originally posted on LinkedIn — collected here so you don't have to scroll a feed to find them.
Most AI agents remember too much
I gave one a five-tier memory architecture. It got confused. Here's what I learned.
Read noteModel loyalty is a trap
After hundreds of thousands of tokens this year — there's no one model to rule them all.
Read notePrompting is the new core skill
Not a side trick. Not a hack. The thing the next generation of engineers will be evaluated on.
Read noteLET'S TALK
Hiring? Or stuck mid-build?
Open to senior in-house roles with conversational AI / voice agent / AI-native DXP teams. Available for select Toptal engagements. I reply within 24 hours with something concrete — not a calendar link to a discovery deck.
→ Hiring conversations: tell me about the role and the stack
→ Project work: tell me the bottleneck, not the requirements doc
→ Either way, I'll come back with a take, not a pitch
LinkedIn DM
The fastest way to reach me. I'm already there every day — posts, comments, replies. Send a message and I'll come back within 24 hours.
/in/apsolut
GitHub
Pinned tools, side projects, the README that explains the vibe. CIA lands here when it's open-sourced.
/apsolut
Not ready to reach out?
Read what I've been writing about agents, model routing, and prompting. The fastest way to figure out if our wavelengths match.
Prefer email? Drop a line on LinkedIn first — I'll share the right address depending on whether the conversation is hiring, freelance, or something else.