17-year-old Year 13 A-level student (Maths, Further Maths, Physics, Computer Science) in Surrey, UK, interested in AI/ML, agentic engineering and hardware-software systems. Trained gibc-v2-lm, a 49.8M-parameter LM from scratch in 8.6 H100-hours (GIBC V2 Track 01; #2 under 50M and #1 on ARC-Easy on the Open SLM Leaderboard). Researching one-forward-pass generation from pretrained LLMs (Unipass) and prompt-injection detection, targeting SaTML 2027.