Big Data Technology & Architecture
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Big Data Technology & Architecture

Wang Zhiwu, a big data expert, dedicated to sharing big data technology.

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Big Data Technology & Architecture
Big Data Technology & Architecture
Jul 8, 2026 · Artificial Intelligence

Key Evaluation Criteria for Data‑Driven AI Agents

The article outlines a practical framework for assessing data‑centric AI agents, highlighting challenges such as nondeterminism, black‑box behavior, and error amplification, and proposes concrete dimensions—result correctness, semantic consistency, query quality, security, and explainability—to ensure zero‑tolerance accuracy and reproducibility.

AIData AgentData Quality
0 likes · 7 min read
Key Evaluation Criteria for Data‑Driven AI Agents
Big Data Technology & Architecture
Big Data Technology & Architecture
Jun 10, 2026 · Industry Insights

AI and Data Trends in Early 2026: Key Insights and Interview Takeaways

The article analyzes how AI coding has moved from assistance to partial automation, outlines production‑ready AI capabilities for data development, discusses rapidly advancing areas like cross‑table understanding and agent auto‑debugging, and examines the resulting blurring of job roles and the heightened importance of AI skills in interviews.

AI codingAI trendsAgent auto‑debugging
0 likes · 7 min read
AI and Data Trends in Early 2026: Key Insights and Interview Takeaways
Big Data Technology & Architecture
Big Data Technology & Architecture
May 20, 2026 · Databases

Deep Dive into Apache Doris’ Multimodal Capabilities: Architecture and Enterprise Deployments

Apache Doris 4.0 introduces native vector indexes, built‑in AI functions, and hybrid search, turning the OLAP engine into an AI‑centric analytics hub; the article details the technical design, performance optimizations, and real‑world deployments at ByteDance, Squirrel AI, NetEase and a security vendor, highlighting storage savings, query speedups and reduced operational complexity.

AI FunctionsApache DorisEnterprise Case Study
0 likes · 19 min read
Deep Dive into Apache Doris’ Multimodal Capabilities: Architecture and Enterprise Deployments
Big Data Technology & Architecture
Big Data Technology & Architecture
Apr 28, 2026 · Big Data

Inside Apache Paimon 1.4: Core Principles and Design of an AI Multimodal Data Lake

Apache Paimon 1.4 redefines itself as an AI multimodal data lake by introducing row tracking, data evolution, Blob and Vector tables, Variant shredding, and Lumina‑BTree global indexing, each explained with concrete examples, configuration flags, and storage layouts that illustrate how the new capabilities enable unified storage and efficient retrieval of diverse data types.

Apache PaimonBlob TableData Evolution
0 likes · 8 min read
Inside Apache Paimon 1.4: Core Principles and Design of an AI Multimodal Data Lake
Big Data Technology & Architecture
Big Data Technology & Architecture
Apr 24, 2026 · Artificial Intelligence

A Deep Dive into Flink Agents: Architecture, Roadmap, and Upcoming Features

The article explains Flink Agents' current 0.3 preview, detailing its layered architecture—from Agent definition to execution plan and runtime operators—while outlining the roadmap for Skills integration, Mem0 long‑term memory, durable execution, and observability enhancements aimed at production readiness.

AI AgentsAgentPlanFlink
0 likes · 7 min read
A Deep Dive into Flink Agents: Architecture, Roadmap, and Upcoming Features
Big Data Technology & Architecture
Big Data Technology & Architecture
Apr 17, 2026 · Industry Insights

Why Data Agents Are the Next AI Frontier in Enterprise Analytics

The article examines the rise of Data Agents—AI-powered assistants that shift data analysis from manual SQL queries to autonomous, multi‑step reasoning—by outlining their technical evolution, current market players, core architectural components, and future trends shaping enterprise analytics through semantic layers and multi‑agent collaboration.

AIData AgentNL2SQL
0 likes · 16 min read
Why Data Agents Are the Next AI Frontier in Enterprise Analytics