#llm Development Tutorials & Tips | Roast Dev

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Introducing Claude Crew: Enhancing Claude Desktop's Coding Agent Capabilities

I've developed a tool called "Claude Crew" that extends Claude Desktop's capabilities as an autonomous coding agent. I'd like to introduce this tool and share some insights gained during its developme...

03.04.2025 0 Read More

Using Docling’s OCR features with RapidOCR

Using RapidOCR implementation with custom OCR models. Introduction Docling’s RapidOCR integration, especially when used with custom OCR models, is a feature designed to enhance the accuracy ...

03.04.2025 0 Read More

Embeddings Demystified: Math, Meaning & Machines

“Embeddings are like whispers in a language machines can understand — quiet, dense, and surprisingly smart.” What’s the Deal with Embeddings? When you say “I love ice cream,” you...

03.04.2025 0 Read More

Announcing: Native Support for LangChain

LangChain has quickly become the go-to framework for building powerful, multi-step AI agents. Whether you’re constructing decision trees, implementing dynamic workflows, or just wiring up an LLM to ...

03.04.2025 0 Read More

RAG Search with AWS Lambda and Bedrock

Today I would like to show you how I solved with Retrieval-Augmented Generation (RAG) Search my problem of poor Large Language Model (LLM) response results.I was creating a system, one of the elements...

03.04.2025 0 Read More

How to build MCP servers with TypeScript SDK

This blog post demonstrates how to get started building your own MCP (Model Context Protocol) servers. There are a lot of resources in the internet that attempts to explain this topic. Although these ...

03.04.2025 0 Read More

Introduce Relysium - Cursor alternative for Emacs

Recently I try Zed editor and I love it's AI editing tool. I found Elysium package and give it a try. Then I rebuild it to fit my needs. It quickly expanded to fit all my daily needs and workflow. So ...

04.04.2025 0 Read More

Crawling web sites using “Data Prep Kit”

A hands-on exercise using “data-prep-kit” and storing the result as parquet files. Introduction Alongside with Docling, “IBM Research” open-sourced another sets of tool which could be ...

04.04.2025 0 Read More

Vector Dimensions: Handle with Care!

"Dimensions aren't just numbers — they're the room your ideas get to breathe in." Not All Vectors Are Created Equal So you’ve got an embedding. It’s a list of floats — like [0.23, -0...

04.04.2025 0 Read More

Do you use LLMs? And some podcast recommendations

Right now, I am using LLMs to (a few examples): Translation Given the transcript and/or script of an episode of my podcasts, generate a summary (show notes) for the episode Generate fluffy or bureaucr...

04.04.2025 0 Read More

Introducing Claude Crew: Enhancing Claude Desktop's Coding Agent Capabilities

Using Docling’s OCR features with RapidOCR

Embeddings Demystified: Math, Meaning & Machines

Announcing: Native Support for LangChain

RAG Search with AWS Lambda and Bedrock

How to build MCP servers with TypeScript SDK

Introduce Relysium - Cursor alternative for Emacs

Crawling web sites using “Data Prep Kit”

Vector Dimensions: Handle with Care!

Do you use LLMs? And some podcast recommendations

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