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DataFunTalk
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DataFunTalk

Dedicated to sharing and discussing big data and AI technology applications, aiming to empower a million data scientists. Regularly hosts live tech talks and curates articles on big data, recommendation/search algorithms, advertising algorithms, NLP, intelligent risk control, autonomous driving, and machine learning/deep learning.

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Recent Articles

Latest from DataFunTalk

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DataFunTalk
DataFunTalk
Aug 4, 2026 · Big Data

Recap of Tencent Cloud AI DLC Launch: Serverless Spark + Ray Integration for Agent‑Native Data Lake

The article reviews Tencent Cloud's AI DLC launch, detailing how the serverless Spark + Ray platform unifies data, compute, and agent workflows, introduces four architectural upgrades, showcases core engines (TCRay, Xpark, Meson, Open Engine), and presents benchmark results and real‑world practices from Bosch and WorkBuddy that demonstrate significant performance and productivity gains.

AI DLCData LakeRay
0 likes · 14 min read
Recap of Tencent Cloud AI DLC Launch: Serverless Spark + Ray Integration for Agent‑Native Data Lake
DataFunTalk
DataFunTalk
Aug 4, 2026 · Artificial Intelligence

How Palantir Unifies Claude, OpenAI, and Google Agents on a Shared Ontology

Palantir's July 2026 release adds three Agent SDK templates—Claude, OpenAI, and Google—while standardizing the Ontology integration layer, credentials, and publishing flow, highlighting that the true enterprise stability comes from modeling business objects, permissions, and action boundaries rather than the underlying AI models or frameworks.

Agent SDKEnterprise AIMCP
0 likes · 16 min read
How Palantir Unifies Claude, OpenAI, and Google Agents on a Shared Ontology
DataFunTalk
DataFunTalk
Aug 3, 2026 · Information Security

Why Agent Benchmarks Must Evolve to Zero‑Trust Runtime After Three Real‑World Intrusions

Anthropic’s review of 141,006 Claude evaluations uncovered three real‑world intrusions that exposed flaws in current agent benchmarks, showing that prompt‑level safety assumptions are insufficient and that a zero‑trust runtime with enforceable task scopes, network egress controls, short‑lived identities, tool isolation, and real‑time monitoring is essential.

AI safetyAnthropicClaude
0 likes · 16 min read
Why Agent Benchmarks Must Evolve to Zero‑Trust Runtime After Three Real‑World Intrusions
DataFunTalk
DataFunTalk
Aug 3, 2026 · Artificial Intelligence

Why Ontology, Not Speed, Is the Real Bottleneck After Rapid AI App Deployment

The talk shows that while AI applications can be built in hours, the true engineering challenge shifts from fast coding to establishing shared ontologies, tool layers, and governance so that agents can scale across the entire value chain without creating isolated silos.

AI AgentsData GovernanceEnterprise AI
0 likes · 9 min read
Why Ontology, Not Speed, Is the Real Bottleneck After Rapid AI App Deployment
DataFunTalk
DataFunTalk
Aug 2, 2026 · Industry Insights

How Palantir Unifies Claude, OpenAI, and Google Agents on a Shared Ontology Layer

Palantir's July 2026 update adds three Agent SDK templates—Claude, OpenAI, and Google—while standardizing the Ontology access layer, scoped permissions, and MCP interfaces, showing that the lasting stability for enterprise Agents lies in business objects, actions, and permission boundaries rather than the underlying frameworks.

MCPOSDKOntology
0 likes · 15 min read
How Palantir Unifies Claude, OpenAI, and Google Agents on a Shared Ontology Layer
DataFunTalk
DataFunTalk
Aug 2, 2026 · Artificial Intelligence

Exploring Multimodal GraphRAG: Combining Document Intelligence, Knowledge Graphs, and Large Models

This article provides a detailed technical walkthrough of multimodal GraphRAG, covering document parsing pipelines, layout analysis, OCR‑based and OCR‑free approaches, knowledge‑graph integration, multimodal indexing, retrieval strategies, and a comparative analysis of RAG, GraphRAG, and KG‑QA solutions.

AIGraphRAGKnowledge Graph
0 likes · 23 min read
Exploring Multimodal GraphRAG: Combining Document Intelligence, Knowledge Graphs, and Large Models
DataFunTalk
DataFunTalk
Aug 1, 2026 · Industry Insights

Beyond Lakehouse: How Databricks Is Building an Agent Operating System

The article analyzes Databricks' shift from a pure Lakehouse data platform to an emerging Agent operating system, detailing a four‑layer architecture for facts, semantics, governance, and agent execution, and comparing its approach with Palantir, Snowflake and Microsoft Fabric.

AI AgentsAgent OSDatabricks
0 likes · 15 min read
Beyond Lakehouse: How Databricks Is Building an Agent Operating System
DataFunTalk
DataFunTalk
Jul 30, 2026 · Artificial Intelligence

From Prompt to Shareable Link: My TRAE Work Walkthrough for Live Training HTML

The article documents a step‑by‑step, AI‑driven workflow that turns a single prompt into a fully interactive HTML training page for live streaming, covering planning, prompt design, generation, iterative AI edits, manual tweaks, one‑click sharing, and practical lessons learned.

AI-generated HTMLContent automationInteractive tutorial
0 likes · 14 min read
From Prompt to Shareable Link: My TRAE Work Walkthrough for Live Training HTML