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Tutorials, use cases,
and ideas

Real-world AI-powered data analysis — videos, articles, and experiments using VerbaGPT.

Featured Use Case

End-to-End Autonomous Data Analysis

VerbaGPT autonomously downloaded, loaded, cleaned, and analyzed 2023–2024 ACA MLR data — from raw CMS files to finished charts and insights, in one run.

6 min read · Jan 13, 2026 Read article →
New sample dataset: 13F SEC
Video

New Sample Dataset: 13F SEC

Loading 16M+ rows of SEC holdings data and auto-generating data notes to understand the structure.

4 min watch · Jan 2026

"Start now with messy data.
Document as you go."

Tutorial

Stop Waiting for Perfect Data Documentation

The old model was: clean → document → analyze. AI makes it iterative.

5 min read · Mar 14, 2026

LLM accuracy with real-world data
Use Case

On Accuracy When LLMs Analyze Real-World Data

6,000+ exoplanets analyzed. The code was right. The commentary hallucinated.

4 min read · Dec 21, 2025

Agent skills Denver weather analysis
Use Case

Agent Skills: A Weather Analysis Case Study

Domain expertise loaded at runtime. Expert-quality climate analysis without being an expert.

3 min read · Dec 26, 2025

Orion Nebula processed by VerbaGPT
Use Case

The Unreasonable Effectiveness of Code

Raw FITS astrophotography in. Enhanced Orion Nebula out. 15 minutes instead of hours.

2 min read · Jan 15, 2026

What AI future do we want
Vision

What AI Future Do We Want?

Our AI future isn't written. The choices we make now about what to build shape the next decade.

3 min read · Jan 7, 2026

"50 apps for 50 problems
isn't scale — it's bloat."

Vision

We're Drowning in Tools

AI makes narrow apps trivial to build. One harness, many solutions on demand, is the better path.

2 min read · Jan 14, 2026

"Train on one model's tools,
and their pricing becomes yours."

Vision

Model Lock-in is the New Vendor Lock-in

AI labs are building moats with proprietary tooling. Here's why that threatens your margins.

3 min read · Jan 17, 2026

"True intelligence knows
when not to think too hard."

Vision

Brute Force AI

Agents burning 50,000 tokens to answer questions that need 50. Efficiency is a form of intelligence.

5 min read · Sep 17, 2025

Try it with your own data

Everything above was done with VerbaGPT. No SQL. No code. Just questions.

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