Forex ML
The Backtest That Lied to Me
How a 70% win-rate model fell apart out of sample, and the walk-forward discipline I now run before trusting any equity curve.
Blog
Field notes from the work, not think-pieces.
Short, practical write-ups on the things I'm actually building — a backtest that lied to me, an agent pipeline that paid for itself, a filmmaking trick that finally clicked. Written so the next person skips the mistake.
Agentic Systems
Wiring 100+ Agents Without Losing the Plot
RAG-based routing, per-provider rate limits, and the failure modes that show up only when many specialized agents share one pipeline.
Automation
Designing Workflows That Fail Gracefully
Retries, idempotency, and logging — the unglamorous parts that decide whether an automation saves time or quietly creates more work.
AI Filmmaking
Holding Continuity Across Generated Shots
Keeping character, light, and mood consistent frame to frame — the prompting and editing process behind a coherent AI-directed cut.