Check out my Blog on Medium
Published:
I regularly write about Data Science, AI, and my experiences in the industry on Medium.
Check out my latest posts and follow me here: https://medium.com/@stamoulakatos.tasos
Anastasios Stamoulakatos
Data Scientist at Satalia | PhD in Applied AI
- Athens, Greece
- Satalia
- ResearchGate
- Github
- Google Scholar
Agentic Data Guardian: Enterprise Data Quality Management
less than 1 minute read
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Designed and built AI multi-agent workflows to automate the detection and remediation of data quality anomalies in enterprise databases. Implemented Google ADK and AutoGen agents that continuously validate and update schemas, keeping model answers grounded and reducing hallucinations.
Creative AI: Evaluating and Ranking AI Creativity
less than 1 minute read
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Researched multi-agent collaboration strategies and LLM-as-a-judge paradigms to evaluate and rank creative outputs. Benchmarked agent architectures (CrewAI, AutoGen, LangGraph) on creative marketing tasks.
Retrieval-Augmented Generation (RAG) 101
less than 1 minute read
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Retrieval-Augmented Generation (RAG) bridges the gap between static LLM parameters and dynamic external data. In this guide, I break down the core components of a RAG pipeline—from document chunking and vector embeddings to context retrieval and generation—and explain how real-time tools like Web Search integration keep model answers accurate and grounded.
Agentic Frameworks: A Comparison
less than 1 minute read
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Selecting the right framework is crucial when moving from prototype agents to production. This article compares popular agentic development frameworks (such as CrewAI, AutoGen, and LangGraph), analyzing their design philosophies, state management capabilities, and developer ergonomics.