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DataFunSummit

Official account of the DataFun community, dedicated to sharing big data and AI industry summit news and speaker talks, with regular downloadable resource packs.

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Recent Articles

Latest from DataFunSummit

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DataFunSummit
DataFunSummit
Apr 28, 2026 · Artificial Intelligence

How Knora’s Ontology‑Enhanced Large Model Solves Hallucination and Execution Gaps in Enterprise AI

The article explains how Knora 4.0 combines enterprise ontologies with large‑model AI to create a unified, autonomous execution loop, addressing six common AI‑deployment challenges, detailing the platform’s architecture, autonomous agents, real‑world case studies, roadmap, and expert round‑table insights.

AI ArchitectureKnoraLarge Language Model
0 likes · 17 min read
How Knora’s Ontology‑Enhanced Large Model Solves Hallucination and Execution Gaps in Enterprise AI
DataFunSummit
DataFunSummit
Apr 28, 2026 · Big Data

Dynamic Table: A Next‑Generation Data Processing Architecture Powered by Incremental Computing

The article examines the limitations of traditional batch and stream processing, explains how Hologres Dynamic Table combines declarative freshness settings with stateful incremental computation to bridge the gap between low‑cost batch jobs and low‑latency streaming, and presents benchmark results and real‑world case studies.

Dynamic TableHologresbenchmark
0 likes · 13 min read
Dynamic Table: A Next‑Generation Data Processing Architecture Powered by Incremental Computing
DataFunSummit
DataFunSummit
Apr 27, 2026 · Artificial Intelligence

How Tencent Games Leverages AI to Turn Data Governance into a Service

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.

AIBig DataGaming Industry
0 likes · 19 min read
How Tencent Games Leverages AI to Turn Data Governance into a Service
DataFunSummit
DataFunSummit
Apr 27, 2026 · Big Data

How MaxCompute Evolves Big Data Platforms for AI: Architecture, Core Capabilities, and Real‑World Cases

The article details MaxCompute's AI‑driven evolution, covering its multilayer architecture, multimodal storage management, SQL AI functions, the Python‑based MaxFrame framework, and several industry case studies that demonstrate performance gains and flexible resource scheduling for large‑scale AI workloads.

Data+AIDistributed computingMaxCompute
0 likes · 12 min read
How MaxCompute Evolves Big Data Platforms for AI: Architecture, Core Capabilities, and Real‑World Cases
DataFunSummit
DataFunSummit
Apr 26, 2026 · Artificial Intelligence

How AI Powers an Immersive Vibe Analyzing Experience for Data Exploration

The article analyzes how AskTable uses AI agents to replace static BI dashboards with an immersive, real‑time data‑analysis canvas, enabling business users to query multiple data sources in seconds, while addressing accuracy, table‑finding, and fine‑grained permission challenges.

AIAI agentAskTable
0 likes · 15 min read
How AI Powers an Immersive Vibe Analyzing Experience for Data Exploration
DataFunSummit
DataFunSummit
Apr 26, 2026 · Industry Insights

Why Palantir AIP Is More Than a Data Platform – The Secret ‘Implementation Orchestration Machine’

The article analyzes how Palantir’s ontology‑driven platforms—Gotham, Foundry, and the 2023 AI Platform (AIP)—break data silos, enable real‑time decision making, and shift the company from custom‑heavy solutions to a low‑code, AI‑agent‑centric ecosystem, illustrated with military, aerospace, and retail case studies.

AI PlatformAIPPalantir
0 likes · 10 min read
Why Palantir AIP Is More Than a Data Platform – The Secret ‘Implementation Orchestration Machine’
DataFunSummit
DataFunSummit
Apr 25, 2026 · Big Data

AI‑Era Multimodal Data Lake Infrastructure: TBDS Design, Storage, Compute, and Governance

The article analyzes how Tencent Cloud's TBDS platform tackles the AI era's multimodal data lake challenges through a native storage format (Lance), elastic Ray‑based compute, standardized metadata with Gravitino, and automated governance via Lakekeeper, citing architecture details, performance numbers, and real‑world deployments.

AI infrastructureBig DataGravitino
0 likes · 13 min read
AI‑Era Multimodal Data Lake Infrastructure: TBDS Design, Storage, Compute, and Governance
DataFunSummit
DataFunSummit
Apr 25, 2026 · Industry Insights

How Palantir’s Ontology and AI Agents Are Redefining Enterprise Intelligence

The article analyzes Palantir’s core platforms—Gotham, Foundry, and the AI Platform (AIP)—explaining how its ontology‑driven data integration and low‑code AI Agent capabilities break data silos, accelerate decision‑making, and create measurable business value across government, defense, and commercial sectors.

AI agentAIPEnterprise Data Integration
0 likes · 11 min read
How Palantir’s Ontology and AI Agents Are Redefining Enterprise Intelligence
DataFunSummit
DataFunSummit
Apr 24, 2026 · Artificial Intelligence

How Ontology‑Driven Agents Enable Controllable Execution in Harness Engineering

The article analyzes why current AI agents often act unpredictably, defines a multi‑dimensional notion of safe and controllable execution, proposes an ontology‑driven semantic foundation with architecture constraints, context engineering, and feedback loops, and demonstrates the Knora implementation through concrete workflow examples.

AI agentContext EngineeringKnora
0 likes · 20 min read
How Ontology‑Driven Agents Enable Controllable Execution in Harness Engineering
DataFunSummit
DataFunSummit
Apr 24, 2026 · Artificial Intelligence

AI‑Driven Data Governance as a Service: Tencent Games' Paradigm Shift

This talk details how Tencent Games leverages AI to transform its data governance from rule‑based, passive processes into a semantic, service‑oriented paradigm, addressing resource waste, low collaboration efficiency, and scalability challenges while delivering measurable improvements in cost, speed, and asset quality.

AIBig DataData Platform
0 likes · 19 min read
AI‑Driven Data Governance as a Service: Tencent Games' Paradigm Shift