AI Product Manager
Agent & Data Strategy
Building AI-Native products at Baidu — Agent platforms, multi-scenario evaluation systems, and training-data strategy across 15+ business lines.
Currently leading Agent platforms, multi-scenario evaluation systems, and training-data strategy at Baidu — covering medical agents, virtual-companion agents, and 15+ business lines.
I practice an AI Native methodology: Agent as a first-class citizen, Specification-Driven, Workflow + Agent hybrid, Evaluation-First, Vibe Coding.
A compact case index: each row exposes the outcome first, then expands into the system logic behind it.
Agent-Native platform with claim-based task dispatching, pre-qualification gating, and heterogeneous role collaboration across annotator and QA agents.
抢注式任务分发 + 资格门控 + 异构角色协作，Plan-Act + Reflection 推理范式，Workflow + Agent 混合架构。
Five-stage evaluation pipeline: wiki, generation, refine, eval, analyse. Wiki-RAG enhanced Rubric generation plus Propose-Evaluate-Revise self-iteration.
医疗问诊 Agent 五阶段解耦评测 Pipeline，覆盖 50+ 临床病种，Cohen’s κ = 0.78。
Specification-Driven evaluation for virtual companion dialogue agents across WenXiaoYan, Shoubai, and in-car products.
-1/0/1 Likert scoring + 11-dimension Analytic Rubric; 21+ batch runs; label consistency 97%。
End-to-end automated pipeline for SFT / DPO / preference data across 15+ business lines, with Bad Case feedback loops as a standard correction mechanism.
线上 Bad Case 回流 → 归因 → 数据补充，面向概率性 Agent 产品建立标准纠错机制。
A multi-agent system modeling real companies — AI agents communicate peer-to-peer through Feishu/Lark with LLM-planned discussion phases.
A knowledge base for LLM evaluation: methodologies, benchmarks, model comparisons, industry trends, and hands-on experience.
面向大模型评测工作的知识库：评测方法论、基准测试、模型对比、行业动态和评测实践经验。
Daily AI intelligence digest — automatically fetches trending AI projects from GitHub, performs deep analysis via LLMs, and delivers daily digest emails.
每日 AI 情报摘要系统：自动获取 AI 领域热点项目，通过大模型深度分析后发送每日情报邮件。
The original card grid is reframed as an operating model: specs define good work, agents execute open-ended work, workflows keep deterministic control, and evaluation closes the loop.
For Data Strategy / Data Production / Data Evaluation roles. Focus on SFT/DPO data pipelines, multi-scenario evaluation systems, and 15+ business-line delivery.
View Resume → Track BFor Agent / Agent Infra / AI-Native PM roles. Focus on Multi-Agent orchestration, Tool / Skill protocols, and AI-Native product methodology.
View Resume →