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Instant Consumer Technology Team
Instant Consumer Technology Team
May 27, 2025 · Artificial Intelligence

How to Build a Text‑to‑SQL Assistant: From Prompt Tricks to Enterprise‑Ready Solutions

This comprehensive guide explains the Text2SQL concept, showcases real‑world scenarios, compares three implementation architectures—including a simple prompt‑based method, a LangChain‑based pipeline, and an enterprise‑grade Vanna solution—while providing practical tips, security measures, and advanced enhancements for deploying robust natural‑language‑to‑SQL systems.

DatabaseLLMLangChain
0 likes · 26 min read
How to Build a Text‑to‑SQL Assistant: From Prompt Tricks to Enterprise‑Ready Solutions
DataFunSummit
DataFunSummit
Jan 29, 2025 · Artificial Intelligence

Tencent OlaChat: An LLM‑Powered Intelligent Business Intelligence Platform – Architecture, Capabilities, and Practice

This article presents Tencent's OlaChat intelligent BI platform, detailing its evolution from traditional to intelligent BI, the impact of large language models on data analytics, the system's multi‑task dialogue, metadata retrieval enhancements, Text2SQL solutions, and real‑world deployment insights.

AIBusiness IntelligenceLLM
0 likes · 21 min read
Tencent OlaChat: An LLM‑Powered Intelligent Business Intelligence Platform – Architecture, Capabilities, and Practice
DataFunSummit
DataFunSummit
Jan 7, 2025 · Artificial Intelligence

Tencent OlaChat: Intelligent Data Analysis Platform – Research, Architecture, and Capabilities

This article presents the Tencent PCG OlaChat team's research and practice in intelligent data analysis, covering the DIKW model, evolution of BI platforms, the impact of large language models, challenges of third‑generation data products, detailed product features, agent architecture, system design, and related academic publications.

Intelligent BILLMTencent
0 likes · 19 min read
Tencent OlaChat: Intelligent Data Analysis Platform – Research, Architecture, and Capabilities
DataFunSummit
DataFunSummit
Nov 10, 2024 · Artificial Intelligence

Integrating AI into Business Intelligence: Practices, Challenges, and Product Architecture

This article explores how AI technologies are reshaping Business Intelligence by detailing market trends, the vision of intelligent BI, practical implementations such as Text2SQL and AI‑driven visualisation, challenges like accuracy and user experience, and the open‑architecture product design exemplified by Tencent's OlaChat platform.

AIBusiness IntelligenceData Analytics
0 likes · 16 min read
Integrating AI into Business Intelligence: Practices, Challenges, and Product Architecture
DataFunTalk
DataFunTalk
Oct 31, 2024 · Artificial Intelligence

Tencent OlaChat: An LLM‑Powered Intelligent Business Intelligence Platform – Architecture, Capabilities, and Practice

This article presents the evolution from traditional to intelligent BI, explores how large language models enable natural‑language data analysis, details the OlaChat platform’s architecture, metadata‑enhanced retrieval methods, Text2SQL pipeline, multi‑turn dialogue system, and shares practical deployment insights and Q&A.

AI agentsBusiness IntelligenceLLM
0 likes · 20 min read
Tencent OlaChat: An LLM‑Powered Intelligent Business Intelligence Platform – Architecture, Capabilities, and Practice
DataFunTalk
DataFunTalk
Jul 21, 2024 · Artificial Intelligence

Integrating DataOps with Large Language Models for Text2SQL: Practices, Challenges, and Future Directions

This article presents a comprehensive overview of how DataOps principles combined with large language models such as GPT‑4 enable more agile and intelligent data engineering workflows, focusing on Text2SQL applications, schema‑linking techniques, practical product implementations, and future research challenges.

AIData EngineeringDataOps
0 likes · 23 min read
Integrating DataOps with Large Language Models for Text2SQL: Practices, Challenges, and Future Directions
DataFunSummit
DataFunSummit
Aug 21, 2021 · Artificial Intelligence

My Journey in Text2SQL Research: From Paper Reading to Winning a Global Competition

This article recounts the author's six‑month Text2SQL research experience, detailing how systematic paper reading, leveraging existing engineering solutions, and fully utilizing academic, human, and hardware resources led to a successful thesis, a patent, a paper, and a second‑place finish in Yale's global Text2SQL competition.

AINLPPaper Reading
0 likes · 9 min read
My Journey in Text2SQL Research: From Paper Reading to Winning a Global Competition