Background

Built and shipped at:

• Sony / PlayStation
• ·
• Huawei
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• Element AI
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• ICLR

Production ML and agent-runtime work across consumer hardware, search systems, and applied AI research. Before LLMs were the question. Across every layer from the architecture decision to the ops work that keeps systems shipped.

At Sony / PlayStation, ML deployed on console hardware at scale. At Huawei, large-model and search infrastructure. At Element AI, applied AI for enterprise. Research published at ICLR on memory and reasoning.

The work in practice: runtime design, memory and retrieval, eval harnesses, red-teaming. Plus the production operations that decide whether an agent actually ships: observability, rollback paths, incident response.