Ahmet Özel

AI Engineer. Computer Vision (YOLO/ONNX), RAG and LLM agents. I build and ship production AI systems.

Joined on Jun 8, 2026

Ahmet Özel

Aug 21

Silent Failures: Why Production RAG Systems Degrade Without Throwing Errors

#ai #rag #llm #machinelearning

13 min read

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Ahmet Özel

Aug 10

Evaluating RAG: From Golden Datasets to LLM-as-Judge

#rag #ai #machinelearning #agentskills

11 min read

Ahmet Özel

Aug 5

Beyond Vector Search: Knowledge Graphs, Structured Retrieval, and Intelligent Routing

#ai #rag #machinelearning #llm

23 min read

Ahmet Özel

Jul 21

The Anatomy of Production-Grade Retrieval

#ai #rag #machinelearning #llm

25 min read

Ahmet Özel

Jul 16

Building a Local-First OCR + LLM Pipeline for Structured Business Documents

#ai #rag #ocr #machinelearning

29 min read

Ahmet Özel

Jul 12

RAGFlow + MCP: Turning Your Best RAG Config Into a Production Assistant

#rag #mcp #ai #opensource

2 min read

Ahmet Özel

Jul 2

AutoRAG vs RAGBuilder vs Red Hat AutoRAG: Which RAG Pipeline Wins on YOUR Data (and Their Shared OCR Blind Spot)

#rag #ai #llm #opensource

3 min read

Ahmet Özel

Jun 8

One MCP server for Jira, Confluence and Bitbucket: 61 tools under one config

#mcp #ai #python

2 min read

Ahmet Özel

Jun 8

What I learned building a document chunking and embedding API for RAG

#rag #ai

2 min read

Ahmet Özel

Jun 8

Designing a config-driven agentic RAG platform for customer support

#ai #rag #mcp

2 min read

Ahmet Özel

Jun 8

Classical RAG vs Agentic RAG: a practical decision guide

#rag #ai #llm #python

3 min read

Ahmet Özel

Jun 8

Building an agentic Jira automation platform with MCP and Temporal

#ai #mcp #python #opensource

3 min read

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Ahmet Özel

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Writing Debut

Silent Failures: Why Production RAG Systems Degrade Without Throwing Errors

Want to connect with Ahmet Özel?

Evaluating RAG: From Golden Datasets to LLM-as-Judge

Beyond Vector Search: Knowledge Graphs, Structured Retrieval, and Intelligent Routing

The Anatomy of Production-Grade Retrieval

Building a Local-First OCR + LLM Pipeline for Structured Business Documents

RAGFlow + MCP: Turning Your Best RAG Config Into a Production Assistant

AutoRAG vs RAGBuilder vs Red Hat AutoRAG: Which RAG Pipeline Wins on YOUR Data (and Their Shared OCR Blind Spot)

One MCP server for Jira, Confluence and Bitbucket: 61 tools under one config

What I learned building a document chunking and embedding API for RAG

Designing a config-driven agentic RAG platform for customer support

Classical RAG vs Agentic RAG: a practical decision guide

Building an agentic Jira automation platform with MCP and Temporal