Ventrue Labs
Engineering notes on backend, system integration, automation & applied AI — written like lab reports: what we tested, how, and what the results were.
Latest
- No Out-of-Sample Edge: An Honest Backtest of a Technical BTC Strategy
We built a walk-forward backtester to test whether a technical-only strategy has any real edge on BTC/USDT — and found none. The more interesting part: a silent data bug almost let us confirm the result for the wrong reason.
- Building a Freelance Job Scout: Playwright, Weighted Scoring, and Telegram Alerts
A practical walkthrough of a cron that scrapes job boards past bot-detection, ranks listings by real fit and competition, and pushes only the best ones to Telegram — without leaking browsers or wasting your time.