I've contributed 48 merged production PRs to the Linux Foundation Decentralized Trust Hiero SDKs across C++, Python, and Go, covering SDK core, client APIs, TCK conformance, and CI/CD automation.
I improved the C++ SDK's protocol testability by separating JSON-RPC handling from HTTP transport, and hardened its network layer with opt-in receipt and record query failover.
I built StrataKV, a Go embedded key-value store with WAL recovery, SSTables, tombstones, compaction, and Bloom filters. Benchmark-driven work reclaimed 80% of disk usage during compaction and reduced negative-lookup latency from 358ms to 163µs.
At AmberFlux EdgeAI, I improved production RAG retrieval relevance by 20–25%, built deployment-time RAGAS evaluation, and shipped a bilingual Gemma-based assistant. I also build distributed voice runtimes and cloud execution platforms in Go, Python, C++, gRPC, and Docker.
