How Kuaishou Scaled Its Data Agent Beyond 10,000 Weekly Users
Kuaishou's path from golden tasks and parent-agent routing to a Skill marketplace, knowledge flywheel, evaluation gates, traces, and operational adoption.
Knowledge path
Kuaishou's path from golden tasks and parent-agent routing to a Skill marketplace, knowledge flywheel, evaluation gates, traces, and operational adoption.
How table usage, annotations, pipeline code, institutional knowledge, runtime feedback, and scoped memory narrow enterprise data context.
A two-axis framework for comparing data platforms, semantic governance, agent platforms, analytics applications, engineering tools, and delivery models.
A staged rollout from a narrow domain and real task set through read-only POC, shadow mode, limited production, and evidence-gated scale.
A six-part measurement-chain checklist for understanding benchmark scope, data, runtime, evaluators, failure taxonomy, and transfer to enterprise work.
Delivery contracts for business readers, analysts, and systems—from evidence packages and accessible artifacts to approval, idempotent submission, read-back, and feedback.
The 15 Data Analytics Skills form a responsibility map from routing and business context through measurement, validation, communication, and publishing.
A control chain for identity, retrieval, tools, sandboxes, output, actions, prompt injection, excessive agency, approvals, audit, and incident response.