Tencent Games’ data governance team details an AI‑driven, end‑to‑end semantic framework that shifts traditional rule‑based data management to a service‑oriented model, cutting storage waste by 30 %, halving development time, and boosting asset recommendation accuracy to 95 % across its global gaming platform.
The article analyzes how Palantir's ontology engineering unifies semantic and operational layers to provide unified business views, executable actions, governance, and evolution capabilities that empower AI agents with reliable context, closed‑loop control, scenario simulation, and easier deployment across enterprise environments.
This article walks you through why enterprise AI agents need a semantic ontology, explains TBox and ABox concepts, outlines a general modeling workflow, introduces RDF/OWL standards and tools like Protégé and reasoners, and provides a hands‑on example—including Python code with Owlready2—to create and test a business ontology for order‑expedition rules.
Ant Group shares its comprehensive knowledge graph initiatives, detailing the fundamentals, construction pipeline, fusion techniques, cognitive representations, diverse business applications, and the emerging synergy between knowledge graphs and large language models, illustrating how graph-based AI enhances accuracy, interpretability, and downstream services.
This guide presents a comprehensive methodology for building knowledge graph schemas that decouple structural representation from semantic meaning, covering schema design, attribute semantic standardization, concept modeling, multi‑relational and hypergraph techniques, and practical steps for implementation across complex business domains.
This article presents an in‑depth exploration of an interactive BERT‑based relevance model for health e‑commerce search, detailing the business context, query and product feature extraction, domain‑specific sample generation, model architecture enhancements, offline and online performance gains, and practical deployment through knowledge distillation.
This article presents a comprehensive overview of Alibaba Health's interactive BERT approach for improving relevance in health e‑commerce search, covering business background, model design, domain‑specific data construction, knowledge‑distilled twin‑tower deployment, experimental results, and a detailed Q&A session.
This article explains the growing analytical demands in the big‑data era, the limitations of traditional OLAP, and how Kyligence’s distributed OLAP engine addresses data‑island issues, multi‑dimensional and many‑to‑many analysis, unified security, and performance optimization with MDX on Spark, delivering a seamless Excel‑like experience.
Last week’s developer newsletter spotlights the official C++20 standard launch, a surprising over‑100% growth in China’s AI cloud market, Nature’s discovery of universal facial expressions, DeepMind’s rule‑free MuZero game mastery, JD Cloud’s 99.995% SLA upgrade, mimik‑IBM edge‑computing partnership, a Fudan microservice fault‑localization thesis, and an AAAI paper on semantic relation modeling.
