Illustrative delivery scenarios
Representative, externally narratable scenarios; metrics and client details follow written agreements.
Leading tech company · LLM performance optimization
Engaged former OpenAI core contributors to improve LLM training and inference paths; metrics follow project notes and written agreements (indicative, not a universal guarantee).
Autonomous driving · Perception system upgrade
Connected a former Tesla Autopilot vision specialist to review perception architecture and extreme-scene evaluation; outcomes subject to customer retest and written terms.
Chip design · AI accelerator architecture advisory
Advised a domestic AI chip company with former Google TPU-path architects on efficiency and architecture review; benchmarking conclusions are case-by-case—not an industry ranking claim.
Fintech · AI safety & compliance framework
Connected AI safety experts to structure model alignment, robustness testing, and compliance audit workflows; certifications follow third-party conclusions.