Writing and experiments by Siarhei Thor
AI systems, explained and tested in real life.
A public notebook for practical AI engineering: field notes, small tools, and plain explanations from systems meeting messy data, sport, and daily use.
Knowledge Hub
The Telegram POC grew a browser shell and real-time voice without rewriting the engine. Web exists for real-time conversation and to test a timeline-first interface in plain JavaScript.
Knowledge Hub
Guided learning in a chat you already use. Telegram handles push, identity, and delivery; the LLM teaches; caching keeps the bill low. German is the first subject, not the product.
Small systems with a real job, tested in daily use before they earn grander language.
Conversational time tracking that turns a sentence into a structured, billable entry.
Open project noteA guided-learning platform delivered through chat — any subject as a plugin on one engine, powered by an LLM and kept cheap by smart caching. German is the first subject.
Open project note
An agentic system that pulls scattered market data — price, indicators, news, macro — into scheduled crypto updates across a private research bot and a facts-only public channel.
Open project note
Architecture, Sport, AI
Now I engineer AI products, explain the difficult parts plainly, and use my own projects, data, and training as a demanding test bench.
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