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Articles · Rebeauty Atlas

AI

AR Arisyn

The Hidden Reason NL2SQL Breaks After Deployment

When many companies first deploy an NL2SQL system, the early results can feel almost magical.

Jun 11, 2026 · 5 min read · 0 claps #nl-2-sql #data #ai

The Hidden Reason NL2SQL Breaks After Deployment

TCH MKT AI

DU Duyijie

A short note on what this account is going to be. 👐

I’ve spent the last months working on a problem I think is underrated: most enterprise analytics queries are slow in ways that have quietly…

May 19, 2026 · 2 min read · 0 claps #gpu-native #database #query-acceleration

AI

AR Arisyn

How Enterprise Data Governance Supports Security and Efficiency in the AI Agent Era

AI agents are moving beyond conversation. They are no longer limited to answering questions. They can call tools, access systems, read…

May 12, 2026 · 3 min read · 0 claps #ai #ai-agent #data

How Enterprise Data Governance Supports Security and Efficiency in the AI Agent Era

AI

FR Freil

It’s Your Database Hallucinating, Not Your LLM

Most people think their Text-to-SQL bot is failing because the LLM isn’t smart enough. In reality, the bot is just choking on a database so…

May 10, 2026 · 3 min read · 0 claps #llm #nl-2-sql #chatbi

It’s Your Database Hallucinating, Not Your LLM

AI MKT

AR Arch MA

The Shift of NL2SQL: From Models to Context

In 2024, everyone thought NL2SQL was a model competition. By 2026, OpenAI, Meta, and a16z had drawn a very different answer — through…

May 08, 2026 · 5 min read · 0 claps #nl-2-sql #agentic-analytics #data-agents

The Shift of NL2SQL: From Models to Context

AI

BH Bhanu Pratap

NL-to-SQL Is No Longer a Demo Problem. It Is a Reasoning Problem.

For the last few years, NL-to-SQL has been one of the favorite demos in enterprise AI.

May 07, 2026 · 6 min read · 100 claps #nl-2-sql #semantic-search #reason-db

NL-to-SQL Is No Longer a Demo Problem. It Is a Reasoning Problem.

HUM AI

BH Bhanu Pratap

NL-to-SQL Is Not a Translation Problem. Here’s What It Actually Is.

And why your demo worked but your production system doesn’t.

Apr 26, 2026 · 3 min read · 100 claps #nl-2-sql #text-2-sql #business-to-db

NL-to-SQL Is Not a Translation Problem. Here’s What It Actually Is.

AI

CH Chenyu Zhang

NL2SQL in 2026: Bridging Benchmarks and Production

Natural language interfaces to databases promise to make data accessible to anyone who can ask a question, yet in practice they remain…

Apr 19, 2026 · 15 min read · 0 claps #nl-2-sql #sql #agentic-ai

NL2SQL in 2026: Bridging Benchmarks and Production

AI

PH Phil Wilkins

Enterprise scale NL2SQL

A number of books on the use of LLMs demonstrate how to generate queries against a table from natural language. There is no doubt that…

Mar 05, 2026 · 12 min read · 1 claps #ai #nl-2-sql #sql

AI SPR

SA Sangeetha V J · GoPenAI

How I Turned a 400-Table SQL DB into a Chat-Friendly RAG System with LlamaIndex

When tackling Natural Language to SQL (NL2SQL) on large, real-world databases — the kind with hundreds of tables and dozens of columns…

Nov 05, 2025 · 4 min read · 12 claps #llm #nl-2-sql #llamaindex