#llm Development Tutorials & Tips | Roast Dev

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🚀 Publishing to Notion with MCP: A Seamless Integration Guide

Are you tired of manually copying and pasting content between your LLM tools and Notion? Look no further! In this article, I'll show you how I leveraged MCP (Model Context Protocol) to automate your N...

01.05.2025 0 Read More

LangChain4J musings, six months after

Last year, I started to dig a bit around LangChain4J. It's a fast-growing project, and I wanted to get familiar with the updates. I also wanted to check how to integrate a Model Context Protocol serve...

01.05.2025 0 Read More

Revolutionizing AI Agents: Letta – The Open-Source Framework You Need!

Quick Summary: 📝 Letta is a framework for building stateful agents with advanced reasoning and long-term memory. It provides tools for managing agent state, interacting with agents via RES...

01.05.2025 0 Read More

Power up your RAG chatbot with Snowflake Cortex Search Boosts and Decays

Introduction On April 28, 2025, Snowflake added Boosts / Decays to Cortex Search, their managed solution for building Retrieval-Augmented Generation (RAG) applications. This feature enables y...

01.05.2025 0 Read More

Beyond Vibe Coding: Welcome to Vibe Modeling

Everybody talks about vibe coding, where you develop software by talking to an LLM tuned for coding. And keep asking it to create what you need until you get something that (apparently) works. And the...

01.05.2025 0 Read More

Meta's Llama API: Open Models, Meet Developer Convenience

We keep seeing headlines about new LLMs reaching state-of-the-art performance and dominating benchmarks, which is genuinely incredible progress! But the gap between that and actually getting these pow...

01.05.2025 0 Read More

Comparing OCR Capabilities in Amazon Bedrock LLMs: Claude 3.7 Sonnet vs. Amazon Nova Pro

Hey there, tech enthusiasts! 👋 Ever wanted to extract text from PDF documents but found traditional OCR solutions lacking in accuracy and context understanding? That's exactly the challenge I decid...

01.05.2025 0 Read More

📄 ¿Qué es llms.txt? Optimiza tu Web para la Era de la IA

🧠 ¿Qué es llms.txt? llms.txt es un archivo de texto en formato Markdown que se ubica en la raíz de un sitio web (como https://tusitio.com/llms.txt). Su función principal es facilitar q...

01.05.2025 0 Read More

Transformers and why they work

Recently, I took some time to understand why Transformers have become central to the progress in large language models (LLMs). I will explain how these work from a top down view which helped me make m...

02.05.2025 0 Read More

I Built an Open-Source Framework to Make LLM Data Extraction Dead Simple

After getting tired of writing endless boilerplate to extract structured data from documents with LLMs, I built ContextGem - a free, open-source framework that makes this radically easier. Wha...

02.05.2025 0 Read More

🚀 Publishing to Notion with MCP: A Seamless Integration Guide

LangChain4J musings, six months after

Revolutionizing AI Agents: Letta – The Open-Source Framework You Need!

Power up your RAG chatbot with Snowflake Cortex Search Boosts and Decays

Beyond Vibe Coding: Welcome to Vibe Modeling

Meta's Llama API: Open Models, Meet Developer Convenience

Comparing OCR Capabilities in Amazon Bedrock LLMs: Claude 3.7 Sonnet vs. Amazon Nova Pro

📄 ¿Qué es llms.txt? Optimiza tu Web para la Era de la IA

Transformers and why they work

I Built an Open-Source Framework to Make LLM Data Extraction Dead Simple

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