Sitemap
A list of all the posts and pages found on the site. For you robots out there, there is an XML version available for digesting as well.
Pages
Posts
Neon: Building a Trustworthy Solver-Plus-ML Research Platform for Nanophotonics
A detailed account of Neon — a scalar Helmholtz solver and ML research platform built to answer one question honestly: does this training pipeline produce a surrogate model you can actually trust?
Optical Neural Networks - Where the Matmul Is the Hardware
A systems-engineer’s map of optical neural networks: what the optical core actually computes, how MZI meshes and diffractive systems differ, where training and calibration fit, and where the real engineering tradeoffs show up.
Nanophotonics - Light at the Edge of the Invisible
How humanity learned to bend, trap, and reshape light at scales far below the width of a human hair, and why that matters for sensing, computing, imaging, and quantum technology.
portfolio
TinyCodeTest
Python, RL evaluation, sandboxed execution, benchmarking, Vercel
Deterministic code-evaluation environment with sandboxed verifiers, pass@k scoring, and a browser-based eval runner.
Market Data Pipeline
Python, Parquet, Arrow, SQL, data validation
Versioned Parquet data pipeline with provenance tracking, deterministic leakage audits, and drift gating.
Compression Bench
C++, SIMD, multithreading, CMake, benchmarking
Compression benchmark suite implementing classic algorithms from scratch with SIMD acceleration and reproducible reporting.
Custom Memory Allocator
C++, pthreads, AVX2, performance profiling
Thread-safe allocator with multiple allocation strategies and benchmark coverage against production-grade allocators.
F1 Strategy RL Environment
Python, RL environments, deterministic verification, evaluation design
Deterministic race-strategy environment with verifiers, baselines, ablations, and stress tests for deeper reasoning.
Heath
Python, Flask, telemetry simulation, offline RL
F1 telemetry simulator and replay tooling for mini-season strategy analysis with offline RL baselines.
publications
talks
TinyCodeTest Evaluation Stack
Deterministic verifiers, difficulty buckets, and multi-model pass@k benchmarking
Notes on how the TinyCodeTest evaluation stack turns model runs into reproducible, inspectable benchmark results.
F1 Strategy Lab Notes
Scenario design, deterministic grading, ablations, and stress tests for strategic reasoning
Experiment notes from building and evaluating an RL-style environment for race-strategy reasoning.
Compression Benchmark Notes
Repeatable measurement, SIMD-aware implementation work, and fair algorithm comparisons
A closer look at the benchmarking discipline behind Compression Bench.
teaching
Tonfans
Lead Developer, Tonfans
Led end-to-end delivery of a production Telegram mini app integrated with the TON blockchain.
Lifestores Pharmacy
Systems Engineer, Lifestores Pharmacy
Built real-time C++ systems and observability tooling for high-throughput order processing.
Ultra Cloud Technologies
Backend Developer, Ultra Cloud Technologies
Built Python and Flask APIs, optimized PostgreSQL queries, and improved deployment reliability with Docker.