LLMOps
5 LLM Quantization Techniques
...explained visually.
LLMs
A collection of 93 posts
LLMs
Why Small Models Alone Don't Reduce Inference Costs
A complete guide to build production-grade SLM pipelines.
LLMs
Speculative Decoding in LLMs
...explained with code and tradeoffs.
LLMOps
72 Techniques to Optimize LLMs in Production
...explained with usage.
LLMs
Paged Attention in LLMs
...explained visually!
LLMs
Prompt Caching in LLMs!
A case study on how Claude achieves 92% cache hit-rate.
LLM and Fine-tuning
A Practical Guide to Integrate Evaluation and Observability into LLM Apps
A comprehensive guide to Opik, an open-source LLM evaluation and observability framework.
AI Agents Course
A Practical Deep Dive Into Memory Optimization for Agentic Systems (Part A)
AI Agents Crash Course—Part 15 (with implementation).
LLMs
Verbalized Sampling in LLMs
...explained with usage.
LLMs
ARQ: A New Structured Reasoning Approach for LLMs
...that actually prevents hallucinations (explained visually).
LLMs
Build and Deploy Agents to Production
...explained step-by-step.
LLMs
Build a Reasoning LLM using GRPO
100% local.
LLMs
JSON prompting for LLMs
...explained visually.
LLMs
Building a Browser Automation Agent
...explained visually and with code.
LLMs
[Hands-on] Make RAG systems 32x memory efficient!
...explained step-by-step with code.
![[Hands-on] Make RAG systems 32x memory efficient!](https://storage.ghost.io/c/3f/df/3fdf6ed2-17ac-4b12-a693-8078bd13e748/content/images/size/w400/2025/06/zep-claude-cursor.gif)
LLMs
4 Stages of Training LLMs from Scratch
...explained visually.
LLMs
Build a Multi-agent Content Creation System
...explained step-by-step with code.
LLMs
A Free Mini Crash Course on AI Agents!
..powered with MCP + Tools + Memory + Observability.
LLM and Fine-tuning
A Beginner-friendly and Comprehensive Deep Dive on Vector Databases
Understanding every little detail on vector databases and their utility in LLMs, along with a hands-on demo.
LLMs
Step-by-step Guide to Fine-tune Qwen3
100% locally.
LLMs
3 Prompting Techniques for Reasoning in LLMs
...explained with visuals.
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.
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](https://storage.ghost.io/c/3f/df/3fdf6ed2-17ac-4b12-a693-8078bd13e748/content/images/size/w400/2025/05/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).
AI Agents Course
Implementing Planning Agentic Pattern From Scratch
AI Agents Crash Course—Part 11 (with implementation).