Notes tagged
#ai
6 posts
- 4 min read
Recorded my daughter's recital — by Saturday night, a working pipeline came out
Shot it on iPhone as a parent. By Saturday evening — 33 individual portfolio clips for every performer, ready to share with families. Between those two points: 30 hours, five attempts at AI segmentation, and two whisper-cpp bugs.
- 4 min read
Fine-tuning, RAG, and reasoning aren't alternatives — they're stack layers
Someone asked why my approach beats RAG and reasoning. It doesn't — it lives underneath them. Where each layer works and where each breaks.
- 3 min read
655 questions in one evening. A benchmark for my own model.
Built LII-Sport-Bench-RU v0.1 — 655 expert questions across 35 sports. Eleven AI agents in parallel. Methodology, not magic.
- 3 min read
It's not a camera
Spent today sketching out a product that doesn't exist yet. By evening it was clear: it's not a camera. It's an AI system where the hard part runs on the phone — and I'm giving that part away free.
- 5 min read
Launched an LLM integration service — starting with education
Published the product page for an LLM integration service for Russian organizations. 60-90 days to pilot. Starting with education, then healthcare, then law.
- 2 min read
Fine-tuned a model to GPT-5.4 quality for $330
$330, 16 hours on an H200, #9 of 30 on EduBench-RU. The 32B version I trained in parallel cost 3× the GPU and scored worse.