AI Agents in Action: Analyzing Datasets Without Supervision

AI Agents in Action: Analyzing Datasets Without SupervisionAI Agents in Action: Analyzing Datasets Without Supervision

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Moiz Ahmed Mansoori

• 1d

I gave an AI agent one task: "Analyze this dataset and tell me what's wrong."

It didn't just answer.

It loaded the data. Checked for nulls. Flagged class imbalance. Suggested 3 fixes. Wrote a summary report.

No prompting after the first message.

This is what LangGraph agents actually do — they don't wait for instructions at every step. They reason, act, and loop until the job is done.

Built this inside AIRO. 6 agents running in parallel. The jump from "chatbot" to "agent" is bigger than most people think.

AI Development aiagent langgraph

Mariusz Mitkow

• Apr 4

Orion doesn't just answer it listens, analyzes, and learns your patterns. Drop a doc, a voice note, a thought. It processes everything and talks back like it actually gets you.

Not a chatbot. Not an assistant. A thinking layer that lives on your phone.

The future of AI isn't smarter answers it's deeper understanding.

M01LAB × Orion

Motion Design UI Design Visual Design Mobbin Figma Spline

Breana Daugherty

• Apr 4

I singlehandedly developed an integrated development environment for coders, artists, and people interested in robotics. My application, PROTOLIVE.XYZ (formerly known as BASED CODEY) is available for free, BYOK usage. Simply grab an API key from your favorite LLM provider and ask Codey to build your app for you! Submitted to the Gemini 3 Hackathon.

AI Agent Designer iOS Development AI Development GitHub Google Gemini Netlify

Moiz Ahmed Mansoori

• Apr 5

Everyone asks: will AI replace developers?

I build AI systems for a living. Here's my honest answer:

The models? AI can suggest them. The code? Copilot writes half of it. But when a client says "it doesn't feel right" — that's mine.

Understanding what a broken product does to a real person's day. Knowing when technically correct is still wrong. That judgment doesn't come from training data.

The human part isn't the skill. It's the context

whennotai aideveloper ai