Applied AI systems and product work shipped for real businesses. Each one is written up in full under Posts.
Shipped an LLM-powered language-learning app with the unglamorous half of AI engineering in place: Redis-backed rate limiting and cost caps on every AI call, Zod-validated config, and 180 Vitest tests protecting the pipeline from regressions.
Mapped the five log types flowing through an LLM-vs-SIEM security pipeline — attack ground truth, application logs, HTTP access logs, Wazuh alerts, and Claude's classifications — the scaffolding the evaluation is built on.
Walking or riding rather than driving offers the two-fold benefit of increasing mental and physical health while reducing motorised transport’s impact on the environment. However, there are several challenges to consider: availability of safe and accessible walking and cycling options, lack of time and motivation, and gaps in transport infrastructure that make it impractical to walk, ride, or use public transport.
