Now

Building

• Distributed execution and durable external delivery in ForgeCI
• Consensus, storage, and client correctness in QuorumKV
• Backend failure boundaries in CommerceCore
• Database, networking, and ML-systems experiments across PgSentry, WireStack, PageDB, and TensorForge

Studying

• How ownership, persistence, and retries interact in distributed systems
• Database internals and recovery boundaries
• Transport behavior under loss, reordering, and backpressure
• Where analytical performance models stop matching measured hardware

Research

Layer-wise perturbation profiles for diagnosing vision robustness. Public details remain limited while the work is ongoing.

Next

Keep converting project behavior into compact case studies, failure evidence, and engineering notes that I can defend from the source.