Technical Journal
Deep-dive technical articles on AI/ML engineering, orbital mechanics, multi-model routing, and building production systems from scratch.
Building a Transformer from Scratch in PyTorch
I trained my own transformer model from the ground up — no HuggingFace, no shortcuts. Here's the full breakdown: multi-head attention, positional encoding, training loops, and the mistakes that actually taught me how these things work.
Tracking 250+ Satellites at 60fps: The Math Behind OrbitVoyage
How I built a real-time satellite tracking dashboard that performs 2,400 SGP4 propagations per second — all inside a browser. Orbital mechanics, WebGL rendering, and the 16ms frame budget that controls everything.
Building an AI Routing Engine: How Manshverse Picks the Right Model
When you have Groq, Gemini, and Mistral available — how does the system decide which model handles which prompt? I built a custom routing engine that classifies intent in real-time and dispatches accordingly.