Automation · backend services · applied ML
I build tools that do an actual job: API integrations that hold up under real traffic, bots and adapters that speak awkward protocols properly, and ML models that get wired into something usable instead of being left in a notebook. Mostly Python, occasionally C when something needs to be genuinely fast.
hermes-ircx-plugin — IRCv3 platform adapter
A platform adapter that speaks IRCv3 properly: full SASL (PLAIN / EXTERNAL / SCRAM), CHATHISTORY persistence, observe-mode operation and runtime channel agency. CI runs on every push; 91 tests passing, MIT licensed.
Python · IRCv3 · SASL · pytest · GitHub Actions
Music-recommender — two recommendation paradigms, one system
Collaborative filtering implemented as an autoencoder that reconstructs the user–item interaction matrix, alongside content-based retrieval built on a two-tower model that embeds tracks into a latent space for k-nearest-neighbour queries.
Python · TensorFlow · Autoencoders · Two-tower retrieval
ecoweatherfit — forecasting pipeline with guardrailed generation
7-day weather forecasting from a Random Forest baseline and an LSTM trained on historical Meteostat data, combined with live OpenWeatherMap integration. The recommendation layer generates conversational output but is clamped behind deterministic heuristics so it cannot invent advice — a small case study in letting a model be useful without letting it hallucinate.
scikit-learn · LSTM · FastAPI · guardrails
RED-autosnatch — API automation with real accounting
Discovers high-value torrents across categories, filters out anything already snatched or seeding, tracks token spend down to the last unit, and hands off to qBittorrent. Written against a live third-party API, so it carries the failure handling that implies.
Python · REST APIs · Automation
- gemini-subagent — A Claude Code skill for delegating work to the Gemini CLI headlessly. Encodes three patterns: single-shot delegation, genuinely parallel co-development against a frozen contract, and live ACP steering with mid-flight cancellation. Design goal was keeping intermediate traces out of the parent agent's context entirely.
- osu-lazer-beatmap-import — Native C utility using libzip to batch-import large beatmap collections, with pause/resume, graceful signal handling and per-file error logging.
- IEUK-2025-Engineering-Sector-Skills-Project — Server log analysis separating human from non-human traffic, and quantifying the downtime cost to a three-person engineering team.
- ZTE-MC888-ddns-updater — Polls a router's admin API and repairs its dynamic DNS registration when it silently drops, keeping a remote tunnel reachable.
- MAL-List-Editor — Bulk list editor for MyAnimeList.
- gta-afk — Input-simulation utility driving a virtual controller, with hotkey toggling and clean shutdown.
- Languages: Python · C · Rust · C++ · JavaScript · PowerShell
- Backend & web: FastAPI · Node.js · React · Next.js
- Data & ML: TensorFlow · scikit-learn · Pandas
- Infrastructure: Docker · Linux · GitHub Actions · self-hosted services