Work
The expertise inside the work
Ten years of expertise in commercial AI, organized by type of work.
All 6
PersonaOS 2 Humanoid 1 Localization 3 Humanities 2
01
AI assistant persona, scaled to 41 languages
Expertise Persona design, response style, and per-language rewriting
Method Spec first; native writers rewrite to the same spec; one rubric scores every language
Deliverables Persona spec, multilingual responses, and evaluation criteria
02
Dialogue for a wearable robot
Expertise Robot voice and situational utterance design
Method For each use scene, design when the robot speaks first and when it answers
Deliverables Dialogue scenarios and utterance data
03
Judgment criteria for AI agents
Expertise PersonaOS-style judgment design
Method Record a person's criteria layer by layer, then write rules for where they conflict
Deliverables Judgment criteria document and evaluation set
04
Character for a digital human
Expertise Character design and narrative
Method Set background, values, and verbal habits, then verify them through dialogue
Deliverables Character bible and dialogue data
05
LLM training and evaluation data
Expertise Native-language data and rubric design
Method Native teams build to guidelines and cross-review each other's work
Deliverables Training data, evaluation data, and guidelines
06
Corpora and public data
Expertise Large-scale language data collection and cleaning
Method Set collection and quality criteria, then review at each stage
Deliverables Corpora and quality reports 