#llm Development Tutorials & Tips | Roast Dev

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25 Days of DoCoreAI – A Reflection for Builders & Curious Developers

Just 25 days ago, I launched DoCoreAI — a lightweight Python package designed to eliminate the guesswork of AI temperature tuning through something I call dynamic temperature profiling.It began with...

07.04.2025 0 Read More

MCP explained: How the Model Context Protocol transforms AI in the Cloud

When I first read about MCP, I wasn't exactly sure what it was. But once I understood the Model Context Protocol (MCP), it was like one of those rare "aha!" moments you sometimes have in tech. Suddenl...

07.04.2025 0 Read More

Building an Intelligent Email and Job Application Tracker with LangChain & LangGraph

Have you ever missed an important job opportunity buried in your overflowing inbox? Or struggled to keep track of which companies you’ve applied to and their response status? Perhaps you’ve wished...

07.04.2025 0 Read More

Build a local ChatGPT-like App with Blazor and MaIN.NET - Part 1: Getting Started with LLM Integration.

In this tutorial series, we’ll walk you through building a local ChatGPT-like application using Blazor and the MAIN.NET framework, which enables seamless integration with Large Language Models (LLMs...

07.04.2025 0 Read More

Self-hosting LLMs for Production Systems: Solving the Model Quality Challenge

In our previous post on semantic caching, we explored how orra's Plan Engine intelligently reuses execution plans to reduce costs and improve performance. Today, we're diving into another powerful cap...

07.04.2025 0 Read More

Running OpenHands LM 32B with Featherless.ai: A Practical Guide

The landscape of AI-powered software development is evolving at breakneck speed, and the release of OpenHands LM 32B marks a significant leap forward. This powerful, open-source coding model, boasti...

08.04.2025 0 Read More

🚀 Utilizing Docker with Ollama for Hosting DeepSeek R1-8B: Step-by-Step Instructions for Developers

Emerging open source DeepSeek R1-8B LLMs are changing our approaches towards crafting first-rate intelligent AI systems that operate on a local device. With 8B parameters, this model offers a reasonab...

08.04.2025 0 Read More

🧠 Build a Smart Internal Knowledge Chatbot with Embeddings and Vector Databases

Struggling to find info buried deep in your company's documents? Let’s build a chatbot that can understand your questions and retrieve accurate answers from thousands of PDFs, manuals, and wikis—p...

08.04.2025 0 Read More

Llama 4 - 10M Context? Coding? Decent Follow-up?

Meta has brought the long-awaited Llama 4 models on Saturday, April 5. Llama 3 came out on April 26, 2024, so this year Meta came earlier, looks like a good sign. The newer models were retrained on (!...

08.04.2025 0 Read More

MCP Simply Explained: Function Calling Rebranded or Genuine Breakthrough?

Ever wished your AI assistant could actually do more than just chat? Like send real emails, schedule your meetings, analyze your spreadsheets, or search the web for you? The Model Context Protocol (M...

08.04.2025 0 Read More

25 Days of DoCoreAI – A Reflection for Builders & Curious Developers

MCP explained: How the Model Context Protocol transforms AI in the Cloud

Building an Intelligent Email and Job Application Tracker with LangChain & LangGraph

Build a local ChatGPT-like App with Blazor and MaIN.NET - Part 1: Getting Started with LLM Integration.

Self-hosting LLMs for Production Systems: Solving the Model Quality Challenge

Running OpenHands LM 32B with Featherless.ai: A Practical Guide

🚀 Utilizing Docker with Ollama for Hosting DeepSeek R1-8B: Step-by-Step Instructions for Developers

🧠 Build a Smart Internal Knowledge Chatbot with Embeddings and Vector Databases

Llama 4 - 10M Context? Coding? Decent Follow-up?

MCP Simply Explained: Function Calling Rebranded or Genuine Breakthrough?

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