Akshay Pachaar

MCP Course

Integrating Sampling into MCP Workflows

Model context protocol crash course—Part 5.

Jun 22

MCP Course

Building a Full-Fledged MCP Workflow using Tools, Resources, and Prompts

Model context protocol crash course—Part 4.

Jun 15

MCP Course

Building a Custom MCP Client from Scratch

Model context protocol crash course—Part 3.

Jun 8

MCP Course

Background, Foundations, Architecture, and Practical Usage (Part B)

Model context protocol crash course—Part 2.

Jun 1

MCP Course

Background, Foundations, Architecture, and Practical Usage (Part A)

Model context protocol crash course—Part 1.

May 25

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.

May 18

AI Agents Course

10 Practical Steps to Improve Agentic Systems (Part B)

AI Agents Crash Course—Part 14 (with implementation).

May 11

AI Agents Course

10 Practical Steps to Improve Agentic Systems (Part A)

AI Agents Crash Course—Part 13 (with implementation).

May 4

AI Agents Course

Implementing Multi-agent Agentic Pattern From Scratch

AI Agents Crash Course—Part 12 (with implementation).

Apr 27

AI Agents Course

Implementing Planning Agentic Pattern From Scratch

AI Agents Crash Course—Part 11 (with implementation).

Apr 20

AI Agents Course

Implementing ReAct Agentic Pattern From Scratch

AI Agents Crash Course—Part 10 (with implementation).

Apr 13

AI Agents Course

A Practical Deep Dive Into Memory for Agentic Systems (Part B)

AI Agents Crash Course—Part 9 (with implementation).

Apr 6

AI Agents Course

A Practical Deep Dive Into Memory for Agentic Systems (Part A)

AI Agents Crash Course—Part 8 (with implementation).

Mar 30

AI Agents Course

A Practical Deep Dive Into Knowledge for Agentic Systems

AI Agents Crash Course—Part 7 (with implementation).

Mar 23

AI Agents Course

Advanced Techniques to Build Robust Agentic Systems (Part B)

AI Agents Crash Course—Part 6 (with implementation).

Mar 16

AI Agents Course

Advanced Techniques to Build Robust Agentic Systems (Part A)

AI Agents Crash Course—Part 5 (with implementation).

Mar 9

AI Agents Course

Building Flows in Agentic Systems (Part B)

AI Agents Crash Course—Part 4 (with implementation).

Mar 2

AI Agents Course

Building Flows in Agentic Systems (Part A)

AI Agents Crash Course—Part 3 (with implementation).

Feb 23

AI Agents Course

Agentic Systems 101: Fundamentals, Building Blocks, and How to Build Them (Part B)

AI Agents Crash Course—Part 2 (with implementation).

Feb 16

AI Agents Course

Agentic Systems 101: Fundamentals, Building Blocks, and How to Build Them (Part A)

AI Agents Crash Course—Part 1 (with implementation).

Feb 9

RAG Systems Course

16 Techniques to Supercharge and Build Real-world RAG Systems (Part 2)

A comprehensive guide with practical tips on building robust RAG solutions.

Feb 2

RAG Systems Course

16 Techniques to Supercharge and Build Real-world RAG Systems (Part 1)

A comprehensive guide with practical tips on building robust RAG solutions.

Jan 26

RAG Systems Course

A Crash Course on Building RAG Systems – Part 9 (With Implementation)

A deep dive into ColPali for building vision-driven RAG systems (with implementation).

Jan 5

RAG Systems Course

A Crash Course on Building RAG Systems – Part 8 (With Implementation)

A deep dive into ColBERT and ColBERTv2 for improving RAG systems (with implementation).

Dec 29

RAG Systems Course

A Crash Course on Building RAG Systems – Part 7 (With Implementation)

A deep dive into Graph RAG and how it improves traditional RAG systems (with implementation).

Dec 22

RAG Systems Course

A Crash Course on Building RAG Systems – Part 6 (With Implementation)

A deep dive into building multimodal RAG systems on real-world data (with implementation).

Dec 8

RAG Systems Course

A Crash Course on Building RAG Systems – Part 5 (With Implementation)

A deep dive into key components of multimodal systems—CLIP embeddings, multimodal prompting, and tool calling.

Dec 1

RAG Systems Course

A Crash Course on Building RAG Systems – Part 4 (With Implementation)

A deep dive into handling multiple data types in RAG systems (with implementations).

Nov 24

RAG Systems Course

A Crash Course on Building RAG Systems – Part 3 (With Implementation)

A deep dive into making RAG systems faster (with implementations).

Nov 17

RAG Systems Course

A Crash Course on Building RAG Systems – Part 2 (With Implementation)

A deep dive into evaluating RAG systems (with implementations).

Nov 10