MCP Course
Testing and Security in MCP
MCP Part 6: An overview of testing using the MCP Inspector, and a discussion of common vulnerabilities, mitigation strategies, and MCP Roots.
Avi Chawla
367 posts published
MCP Course
Integrating Sampling into MCP Workflows
MCP Part 5: A deep dive into sampling, its working, code, use cases and best practices.
MCP Course
Building a Full-Fledged MCP Workflow using Tools, Resources, and Prompts
MCP Part 4: An in-depth exploration of MCP resources and prompts, followed by a hands-on demonstration of an MCP server utilizing tools, resources, and prompts for job search and analysis.
MCP Course
Building a Custom MCP Client
MCP Part 3: A step-by-step and from scratch implementation of the MCP client, plus a comparative overview of how MCP differs from both API and function calling.
LLMs
Step-by-step Guide to Fine-tune Qwen3
100% locally.
MCP Course
Primitives, Communication and Practical Usage
MCP Part 2: An overview of key MCP primitives (capabilities), the MCP communication protocol and hands-on examples.
LLMs
3 Prompting Techniques for Reasoning in LLMs
...explained with visuals.
MCP Course
Background, Foundations and Architecture
MCP Part 1: An introduction to model context protocol (MCP), covering background, need and an overview of the architecture and operational mechanics.
LLMs
Build a Multi-agent Network with Agent2Agent Protocol
...explained step-by-step.
LLMs
3 Techniques to Train An LLM Using Another LLM
Techniques used in DeepSeek, Llama 4, and Gemma.
LLM and Fine-tuning
Implementing LLaMA 4 from Scratch
A from-scratch implementation of Llama 4 LLM, a mixture-of-experts model, using PyTorch code.
MCP Guidebook
Building a 100% local MCP Client
...with complete code walkthrough and explanation.
AI Agents Course
10 Practical Steps to Improve Agentic Systems (Part B)
AI Agents Crash Course—Part 14 (with implementation).
LLMs
Deploy a Qwen 3 Agentic RAG
Step-by-step code walkthrough.
LLMs
[Hands-on] Build an AI Agent With Human-like Memory
100% local, using open-source Graphiti.
![[Hands-on] Build an AI Agent With Human-like Memory](/content/images/size/w800/2025/05/zep-memory-visual.gif)
AI Agents Course
10 Practical Steps to Improve Agentic Systems (Part A)
AI Agents Crash Course—Part 13 (with implementation).
AI Agents Course
Implementing Multi-agent Agentic Pattern From Scratch
AI Agents Crash Course—Part 12 (with implementation).
Machine Learning
Discriminative vs. Generative Models
a popular interview question.
AI Agents Course
Implementing Planning Agentic Pattern From Scratch
AI Agents Crash Course—Part 11 (with implementation).
LLMs
Function calling & MCP for LLMs
...explained visually and with code.
LLMs
A Visual Guide to Agent2Agent (A2A) Protocol
(it does not compete with MCPs).
AI Agents Course
Implementing ReAct Agentic Pattern From Scratch
AI Agents Crash Course—Part 10 (with implementation).
LLMs
[Hands-on] Build a Multi-agent Brand Monitoring System
Scrape LinkedIn + X + YouTube + Web + Instagram hassle-free.
![[Hands-on] Build a Multi-agent Brand Monitoring System](/content/images/size/w800/2025/05/brand-monitoring-animation.gif)
11 Most Important DS Plots
...explained in a single frame.
AI Agents Course
A Practical Deep Dive Into Memory for Agentic Systems (Part B)
AI Agents Crash Course—Part 9 (with implementation).
LLMs
5 Powerful MCP Servers
...to give superpowers to your AI Agents.
LLMs
[Hands-on] Build Your Reasoning LLM
100% local.
![[Hands-on] Build Your Reasoning LLM](/content/images/size/w800/2025/06/sft-rft.gif)