Medium

Sebastian Correa

Sebastian Correa

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May 8

Advanced RAG: What Nobody Tells You About Making It Work in Production

Your chunks are fine. Your pipeline isn’t.

Advanced RAG: What Nobody Tells You About Making It Work in Production

Sebastian Correa

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Mar 12

CLI + Skills vs MCP for Multi-Tenant SaaS Agents

Most production agents don’t fail because the model is dumb. They fail because the integrations are fragile. Auth breaks. APIs change. Rate…

CLI + Skills vs MCP for Multi-Tenant SaaS Agents

Sebastian Correa

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Mar 2

How to Build a Parent-Child RAG Pipeline with Contextual Compression (Fully Local LLM Setup)

If you followed Part 1 (Build Your Private Local RAG for Secure Data (No ChatGPT Needed!) and Part 2 (Build a Better Local RAG with Hybrid…

How to Build a Parent-Child RAG Pipeline with Contextual Compression (Fully Local LLM Setup)

Sebastian Correa

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Feb 10

Build a Better Local RAG with Hybrid Search (BM25 + Embeddings)

Stop missing obvious answers — fully local, no ChatGPT needed.

Build a Better Local RAG with Hybrid Search (BM25 + Embeddings)

Sebastian Correa

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May 29, 2025

Build Your Private Local RAG for Secure Data (No ChatGPT Needed!)

In the rapidly evolving landscape of AI, Retrieval-Augmented Generation (RAG) has emerged as a powerful technique that combines the vast…

Build Your Private Local RAG for Secure Data (No ChatGPT Needed!)

Sebastian Correa

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May 1, 2025

How to Adapt Your Company for the Era of AI Search (or Risk Falling Behind)

How to Adapt Your Company for the Era of AI Search (or Risk Falling Behind)

Sebastian Correa

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Feb 28, 2025

The Strategic Power of AI, LLMs, and Agents in Enhancing MVPs

In today’s fast-paced digital landscape, the ability to rapidly test and launch a Minimum Viable Product (MVP) has become a critical factor…

The Strategic Power of AI, LLMs, and Agents in Enhancing MVPs

Sebastian Correa

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May 7, 2023

AI Product Management: From Challenges to Solutions

As our world becomes increasingly digitized, the importance of Artificial Intelligence (AI) products has grown significantly. AI has become…

AI Product Management: From Challenges to Solutions

Sebastian Correa

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May 1, 2021

Make a Simple Comand BOT Python

So how many times do you ask Siri, Alexa, or Google for the weather or the time? Several kinds of bots are now in the market, some more…

Make a Simple Comand BOT Python

Sebastian Correa

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Apr 17, 2020

Useful Metrics functions for Keras and Tensorflow

In today's post, I will share some of the most used Metrics Functions in Keras during the training process. A Metric Function is a value…

Useful Metrics functions for Keras and Tensorflow

Sebastian Correa

Sebastian Correa

Experienced engineer in machine learning, NLP, and computer vision. Passionate about AI product conceptualisation. https://scorrea92.github.io/personal_page/

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