Feiya SHU — AI Product Manager
From research and product judgment to working systems.
AI-native career workspace
From interview-feedback research to a working AI-native career workspace.
From information to decision, from decision to action. It connects scattered career experience, job opportunities, resume materials, and the application process in one place — and an executable AI agent helps turn natural-language requests into real in-product actions.
View case studyAgent runtime composition system
Native power by default. Model × Harness customization by choice.
One desktop workspace for models, harnesses, accounts, MCP servers, and Skills. Auto follows each model's native runtime; a saved Recipe puts a chosen Model × Harness combination to work.
View case studyHow AI-assisted interview coaching can support candidates without replacing the evaluative and productive work they need to perform themselves.
Human–AI interaction · AI feedback · Interview practice
How consumers and AI can jointly judge whether human-authored eWOM reflects genuine experience or promotional intent, while preserving uncertainty and user control.
eWOM · Human–AI judgment · Uncertainty
How multimodal emotion recognition can keep short-term visual and acoustic dynamics explicit, instead of leaving a language model to reconstruct them.
Multimodal emotion recognition · Dynamic representation · Audio–visual learning
I work across product discovery, AI system design and implementation.
Turn user behavior, research evidence and product constraints into clear product decisions.
Define AI workflows, feedback loops, guardrails and evaluation criteria for human–AI systems.
Work closely with design and engineering, prototype when needed, and stay involved through implementation.
当 AI 推理成本大幅下降、看似像自来水一样触手可及，便宜并不意味着所有问题迎刃而解。本文从水价、管网、水质、判断权与利益分配五个维度，探讨智能普惠时代的使用者选择权、可信机制与真正的人智共生标准。
用 Harness Engineering 把工程知识放到对话之外，让研发流程跨会话恢复；并以分层验证与可校准信任，组织人类对 Agent 产出的判断。
一套以人类决策为中心的多 Agent 协同研发工作流：决策层、编排层、执行层三层分工，以及从需求确认到状态更新的七步验证闭环。
休息不是工作的缺席，而是工作的有机组成部分——刻意休息让默认模式网络在后台重组记忆与逻辑碎片，心理距离帮你跳出局部最优，高质量睡眠清空代谢废物，有边界的休整才是周中高效产出的飞轮。
