Umidjon Z's Posts | ContraPosts by Umidjon Z

Umidjon Z

Full Stack Developer Nextjs | FastAPI | Ai Integration

New to Contra

Umidjon is ready for their next project!

Seoul, South Korea

Work Posts Services About

Seoul, South Korea

Recent Trending

Umidjon Z

• 3h

I’ve been working with OpenClaw recently

set up an agent that: – generates images – turns them into short slide videos – uploads to TikTok

all automatically

What’s interesting is not the content part

it’s the orchestration

the agent is basically: planning → generating → transforming...

N8N OpenClaw agent

Umidjon Z

• 1d

I’ve been building a document agent that generates reports from internal data.

You upload PDFs / Excel / docs It pulls the relevant parts Then generates a clean report with sources

The important part wasn’t generation

It was making sure every answer is actually grounded in...

ragagent llm OpenAI

Umidjon Z

• Apr 14

Most RAG systems fail for one reason:

They treat all documents the same.

In one system I built:

* PDFs needed structure-aware chunking

* Excel needed metadata queries (not embeddings)

* PPT required OCR per slide

Once I fixed this → retrieval quality jumped massively.

RAG is not about...

ai rag llm

Umidjon Z

• Apr 12

This is a self-hosted enterprise RAG platform that turns internal documents into scoped AI assistants. Each assistant is grounded strictly in its own knowledge base never the open internet. Capabilities: Multi-domain knowledge bases · PDF ingestion with table & image parsing ·...

Backend Development DevOps AI Development FastAPI OpenAI React

Umidjon Z

Full Stack Developer Nextjs | FastAPI | Ai Integration

Challenges

Challenges