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Articles · Wiki · Insights · Tags 섹션으로 구성되어 있으며, PHP MVC · MySQL · shadcn-style UI · Wiki via keyword rules 로 만들어졌습니다.

Articles · Rebeauty Atlas

AI ECO SCI SOC

AD Adharsh Pazhayakkal

How I Went from Scared of Fine-Tuning to Building a Supply Chain SQL Model on a 6GB Laptop GPU

A complete walkthrough of QLoRA fine-tuning, the math behind LoRA, every mistake I made, and what I learned from it

Aug 03, 2026 · 22 min read · 0 claps #fine-tuning #fine-tuning-llm #lora

How I Went from Scared of Fine-Tuning to Building a Supply Chain SQL Model on a 6GB Laptop GPU

AI ART TCH MDA

NA Naveena · Towards Data Engineering

How We Replaced Text-to-SQL Wrappers with a Warehouse-Native Cortex Layer for ITAM Compliance

A compliance manager asks: “Show me unattested IBM DB2 installations.”

Jul 12, 2026 · 5 min read · 0 claps #snowflake #data-engineering #generative-ai

How We Replaced Text-to-SQL Wrappers with a Warehouse-Native Cortex Layer for ITAM Compliance

AI

MU Muhammed Rasin · Towards AI

Half the Answer Keys in Text-to-SQL Benchmarks Are Wrong.

A VLDB 2026 audit found that most text-to-SQL answer keys are wrong; so I tried inverting the construction entirely.

Jul 11, 2026 · 8 min read · 8 claps #synthetic-data #data-agents #benchmark

Half the Answer Keys in Text-to-SQL Benchmarks Are Wrong.

AI

DI Dimitar Stoyanov · Towards Deep Learning

AI Data Agents Need Access Control, Not Better Prompts

In a regulated firm, access isn’t a setting. It’s the business — and most AI data assistants don’t understand that yet.

Jul 06, 2026 · 14 min read · 0 claps #data-security #ai-agent #text-to-sql

AI Data Agents Need Access Control, Not Better Prompts

AI

SH Shresth Shukla · UselessAI.in

How Datagaps Text-to-SQL Helps Data Testing Teams Write SQL Faster

Writing SQL queries using prompts for data testing within Datagaps!

Jun 18, 2026 · 10 min read · 1 claps paywalled #datagaps #text-to-sql #text-2-sql

How Datagaps Text-to-SQL Helps Data Testing Teams Write SQL Faster

AI

VE venkatesh babu sekar · Towards AI

Your LLM Needs a Map!

Before I built the chatbot, I built the map. Here is how I turn three messy databases into one graph an LLM can actually reason about.

Jun 13, 2026 · 11 min read · 10 claps #knowledge-graph #ai #text-to-sql

AI MKT LIF SCI

AR ArisynData

Why Table Relationship Discovery Matters for Enterprise AI Analytics

Enterprise AI analytics is often introduced with a simple promise:

Jun 11, 2026 · 6 min read · 0 claps #text-to-sql #ai #semantic-layer

Why Table Relationship Discovery Matters for Enterprise AI Analytics

AI TCH MKT SCI

AR ArisynData

Semantic Layers Are Necessary, But Not Enough for Enterprise AI Analytics

A semantic layer is one of the most important foundations for enterprise AI analytics.

Jun 08, 2026 · 3 min read · 3 claps #semantic-layer #text-to-sql #ai

Semantic Layers Are Necessary, But Not Enough for Enterprise AI Analytics

AI MED TCH SOC

PR Pratik Kumar

Tinkering with Databricks: Clinical Trials, FAERS Reports, and a Supervisor Agent in Clicks

Phase 3 of the Databricks tinkering series — this time, less coding with Agent Bricks

Jun 04, 2026 · 6 min read · 0 claps #databricks #agents #multi-agent-systems

Tinkering with Databricks: Clinical Trials, FAERS Reports, and a Supervisor Agent in Clicks

TCH SOC

RO Roozbeh Derakhshan

Text-to-SQL Works in Demos. It Breaks in Production.

The determinism problem nobody talks about, and what we open sourced to address it

Jun 04, 2026 · 9 min read · 3 claps #text-to-sql #databricks #sql

Text-to-SQL Works in Demos. It Breaks in Production.

AI HUM

YI Yi Ai · GoPenAI

Building a Self-Learning SQL Agent with Claude Managed Agents

How Claude Memory Stores, coordinator-owned memory, and critic loops enable a Memory-Augmented Learning Agent

Jun 01, 2026 · 9 min read · 30 claps #agent-harness #claude-managed-agents #text-to-sql

Building a Self-Learning SQL Agent with Claude Managed Agents

AI

SH Shreya Rangachar

Why NL-to-SQL Systems Fail: Lessons from building a Semantic SQL validation pipeline

When I first started working on NL-to-SQL systems, I thought the hard part would be generating SQL from natural language, I was so wrong.

May 15, 2026 · 6 min read · 0 claps #llm-applications #text-to-sql #postgresql

Why NL-to-SQL Systems Fail: Lessons from building a Semantic SQL validation pipeline

AI

AR Arjunkumar Kansagara

Why AI-Generated SQL Is the Wrong Thing to Celebrate

Your AI agent writes beautiful SQL. Syntactically perfect. Efficiently structured. Well-commented. It also answers the wrong question with…

May 11, 2026 · 2 min read · 0 claps #text-to-sql #data-trust #ai-agent

Why AI-Generated SQL Is the Wrong Thing to Celebrate

AI ART MED TCH SOC SCI

PR Pratik Kumar

What If We Ran AI Queries the Way We Run Clinical Trials?

A case for independent replication as the missing trust layer in natural language data systems

Mar 24, 2026 · 10 min read · 52 claps #artificial-intelligence #data-engineering #software-architecture

What If We Ran AI Queries the Way We Run Clinical Trials?

TCH AI

KA Kapil Khatik

Text-to-SQL is Finally Production-Ready: Building a Semantic Layer for GenBI

Generative Business Intelligence (GenBI) — the promise of letting any employee ask plain English questions of their data warehouse and get…

Jan 14, 2026 · 6 min read · 343 claps #text-to-sql #data-engineering #genbi

Text-to-SQL is Finally Production-Ready: Building a Semantic Layer for GenBI

AI LIF

AN Anvar Atash

Operational Risks of Naive LLM-to-Database Access

Trojan Horse in your DB

Dec 18, 2025 · 5 min read · 18 claps #text-to-sql #ai #anthropic-claude

Operational Risks of Naive LLM-to-Database Access

AI ECO MKT

AN Anuj Poudel

Fine-Tuning Phi-1 for Natural Language to SQL Conversion (Part 1: Building and Training the Model)

“The true magic of large language models isn’t just their knowledge — it’s their adaptability.”

Oct 10, 2025 · 5 min read · 0 claps #llm #finetune-llm #ai

Fine-Tuning Phi-1 for Natural Language to SQL Conversion (Part 1: Building and Training the Model)

AI

YI Yi Ai · GoPenAI

Building a PII-Safe Text-to-SQL Agent with Schema-Constrained Output

A practical guide to using Microsoft Presidio and Google ADK for consistent and secure Text-to-SQL generation

Sep 07, 2025 · 8 min read · 56 claps paywalled #text-to-sql #genai #ai-agent

Building a PII-Safe Text-to-SQL Agent with Schema-Constrained Output

AI SOC

YI Yi Ai · GoPenAI

Optimizing Text-to-SQL Retrieval: A Performance Analysis

Solving the Few-Shot Example Selection Problem in Text-to-SQL RAG

Jun 21, 2025 · 7 min read · 135 claps paywalled #text-to-sql #llm #genai

Optimizing Text-to-SQL Retrieval: A Performance Analysis

MDA MKT

AN Anvar Atash

Data Mesh vs. Data Mess: Lessons from Scaling Analytics

Your dashboard is lying to you. And it’s probably not its fault.

Jun 15, 2025 · 6 min read · 110 claps #data #data-mesh #semantic-data-modeling

Data Mesh vs. Data Mess: Lessons from Scaling Analytics

TCH AI

OB Obinna Onyema · AI Advances

Text-to-SQL LLM App with Snowflake Cortex

Empower business users with chat assistant that takes their regular questions in English to query a database. I include a bonus too!

Dec 16, 2024 · 6 min read · 113 claps paywalled #llm #text-to-sql #snowflake

Text-to-SQL LLM App with Snowflake Cortex

AI

SW Swetha

Optimizing Prompts for Text-to-SQL

The release of ChatGPT-4 o1 highlights the importance of reasoning in large language models, showcasing its crucial role in improving AI…

Oct 03, 2024 · 2 min read · 1 claps #prompt-engineering #text-to-sql #llm-reasoning

AI SPT

AI AI超元域

推理能力接近Claude3.5，最强开源大模型Command R+！实战AutoGen实现Tool-Use，LlamaIndex实现Text to SQL！#autogen #agents #rag

🔥🔥🔥本篇笔记所对应的视频 https://youtu.be/cxsxNOkaHN4

Sep 04, 2024 · 14 min read · 1 claps #command-r #autogen #llamaindex

AI

SH Shanif Dhanani · Locusive

How To Query Your Database With AI: A Comprehensive Guide

A complete guide to building your own natural language database querying system, and why you should just use Locusive instead.

Jun 01, 2024 · 16 min read · 2 claps #artificial-intelligence #ai #database