Egor Miliukov

Polyglotta started as a multilingual translator. But over the last few months, it’s been growing into something broader: a language-first AI companion for people who think across languages. Most translation tools are built around a simple path: A → B. That works when you just need a quick conversion. But real language work rarely lives in a single pair. Meaning is slippery. Tone changes. Cultural assumptions sneak in. And sometimes the “correct” translation is technically right, but emotionally wrong. So...

Over the last couple of years, I’ve felt the same frustration a lot of AI builders feel: LLMs are powerful, but they don’t really know who they’re talking to. Every conversation starts from scratch. Your AI assistant forgets user preferences like “please keep answers short”, it forgets what you discussed last week, and it can’t reliably recall that the person on the other side is an experienced dev at a startup, not a beginner. We have incredible models, but when it comes to long-term interaction with a ...

Historically, detailed user profiling powered by artificial intelligence (AI) was a luxury reserved for large corporations with expansive budgets. Companies like IBM Watson and Salesforce Einstein provided these services primarily to enterprises capable of significant investments. However, startups, small and medium-sized businesses (SMBs) typically faced significant barriers, unable to leverage advanced AI-driven insights due to prohibitive costs and complexity. The Barrier to AI-Powered Profiling Enter...