NTDevLab · independent product lab
NTDevLab is an independent lab building products on data and AI: ML match predictions, web services, Telegram bots and experiments. Every prediction is published before the event starts and stays in the public history — mistakes included.
Independent ML prediction models with open prediction history and verifiable accuracy.
ML predictions for Dota 2 matches
An independent ML model for professional Dota 2: match winner, total kills, hero synergy and counter-picks. Predictions are published before the match starts and stay in the open history — mistakes included.
CS2 matches and predictions
Outcome probabilities, team form, maps and lineups for Counter-Strike 2. Open statistics of the CSP model results and a live mode during matches.
KHL match predictions and analytics
An independent ML model for Kontinental Hockey League matches: outcome probabilities, period totals, an open prediction history and season accuracy reports.
Winner predictions for League of Legends
Public winner predictions for tournament LoL matches and a 5v5 draft builder: win probabilities, champion statistics, history and a live mode.
Standalone services built on data and automation. Currently in development:
A service for pet owners
A service for pet owners. Currently in active development: feature details will appear here once a public demo is ready.
A service for parents of school students
A service for parents of school students. Currently in active development: feature details will appear here once a public demo is ready.
New services will appear here as they reach a public demo.
Extra interfaces and automation around NTDevLab products: notifications and access to predictions via Telegram.
ODP Project
Dota 2 predictions and notifications in Telegram.
CSP.GG
CS2 predictions and notifications in Telegram.
KHL Prediction
KHL predictions and notifications in Telegram.
LoLP
League of Legends predictions and notifications in Telegram.
Experiments and prototypes: local LLMs, ML research and ideas that have not become products yet. We publish when there is something to show.
Experiments are ongoing; public results will be announced in the Telegram channel.
NTDevLab is an independent product lab. We build services that turn data into concrete answers: match outcome probabilities, model statistics, Telegram notifications.
The key principle of the prediction products is transparency: a prediction is fixed before the event starts, and its result stays in the open history. Model accuracy can be verified, not taken on faith. The products are analytical and entertainment tools — not betting advice.
Questions and feedback — Telegram @ntdevlab.