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12 articlesToutiao Recommendation System: P2 Content Analysis
Content analysis and data mining of user tags are the cornerstones of the recommendation system. The content analysis derives intermedia data from raw articles and user behaviors. With content analysis, we are able to tag users, recommend and prepare content.
How to Motivate Employees?
Motivation and incentives are at the core of performance management. Employee motivation primarily comes from two aspects: extrinsic and intrinsic incentives. Extrinsic rewards (monetary rewards) have a short-term effect and may not necessarily improve performance; fairness and consistency are also essential. Intrinsic rewards vary by individual and can be achieved through the following three methods: recognizing employees' work, providing decision-making authority, and offering challenges.
Dongxu Huang: Building a Database Startup in China
Notes from Dongxu Huang on building TiDB, a distributed database startup in China: the open-source strategy, community building, and key database principles.
Stream and Batch Processing Frameworks
An overview of stream and batch processing frameworks and why they matter for handling large-scale data with fault tolerance and unified task abstractions.
Toutiao Recommendation System: P1 Overview
An overview of Toutiao's recommendation system: how it maximizes user satisfaction by modeling content features, user profiles, and contextual signals.
Designing Uber Ride-Hailing Service
Requirements for designing Uber ride-hailing: providing services for the global transportation market; large-scale real-time scheduling; backend design; Uber ride-hailing design process: architecture; microservices; scheduling services; payment services; user profile services and trip record services, notification push services.
Task-Related Maturity
There is no good or bad management style; there is only effective and ineffective. The most important responsibility of a manager is to inspire subordinates to perform at their best. A person's task-related maturity depends on the specific work project, and its improvement takes time. When the maturity of the task and the individual's knowledge level and motivation reach a certain height, the manager can successfully delegate work to them.
Aaron Siedler: 'Change Aversion': Why Users Dislike Your New Products and Features (and How to Address It)
Whenever you change something that users frequently interact with in your product, there will be unrest and opposition among users; this is known as
Ads Ecosystem
Advertisers express their needs for ads to data-management platform and agencies. Then ads are delivered to ad networks and ad exchanges. Eventually, ads are presented to customers by publishers. The whole cycle is the so-called ads ecosystem.
Canadians Complain About Online Payment Systems
Thirty years have passed, and online payments still lack a seamless experience. People believe payments should be as convenient as browsing, without the need to create accounts, passwords, or fill in credit card numbers, all while being bombarded with endless spam. Content creators are forced to rely on ads, benefiting only large companies. The internet urgently needs a foundational framework that incentivizes creativity and protects privacy.
Differences and Similarities in Eastern and Western Workplace Cultures
Comparing Eastern and Western workplace cultures across dimensions like communication style, meeting norms, relationship-building, and professional values.
A Closer Look at iOS Architecture Patterns
A closer look at iOS architecture patterns — MVC, MVP, MVVM, and VIPER — evaluating each for responsibility distribution, testability, and maintainability.
About Tian Pan
I'm Tian Pan, an engineer-founder focused on agentic engineering — building autonomous AI systems and scaling engineering teams. I write practical guides on system design, technical leadership, and shipping with AI agents. Previously an early engineer at Uber, Brex, and IoTeX.
