Welcome to AI Social Journal 🧠💬
Welcome to AI Social Journal, a personal blog where I document my journey through the world of Artificial Intelligence. This space is dedicated to learning, experimenting, and sharing insights as I explore the ever-evolving landscape of AI technologies.
Why This Journal?
As I dive deeper into AI — from building Retrieval-Augmented Generation (RAG) chatbots to experimenting with agentic assistants — I've found that writing is one of the best ways to reflect, solidify knowledge, and connect with like-minded learners. This journal serves three main purposes:
- 📚 Learning in Public: Sharing what I learn as I learn it, including mistakes, insights, and breakthroughs.
- 🛠️ Hands-On Guides: Step-by-step guides and practical examples based on real-world experiments.
- 🌐 Building a Knowledge Base: A growing archive of AI concepts, tools, and best practices.
What You Can Expect
- 🧩 AI Applications
- 🗂️ RAG & Vector Search
- 🤖 Agentic Workflows
- 🧪 Experiments
Building AI Applications
From prototyping to production-ready solutions — tools, techniques, and lessons learned.
- Frontend frameworks and UI/UX for AI apps
- Backend architecture and API design
- Deployment strategies and scaling considerations
RAG & Vector Search
Diving deep into retrieval-augmented generation, embeddings, and vector databases.
- Vector database comparisons (Pinecone, Weaviate, Chroma)
- Embedding strategies and optimization
- Advanced RAG patterns and techniques
Agentic Workflows
Exploring how autonomous and semi-autonomous agents can be designed and orchestrated.
- Multi-agent systems and coordination
- Tool integration and function calling
- Agent reasoning and decision-making
Experiment Logs
Documenting trials with new models, frameworks, and APIs — the wins and the failures.
- Model fine-tuning experiments
- Performance benchmarks and comparisons
- Cost optimization strategies
Join Me on the Journey
Whether you're new to AI, an experienced developer, or just curious about where this field is heading, I hope you find something useful, inspiring, or thought-provoking here.
Ready to dive in? Check out the RAG to Riches Guides section or browse the latest Blog Posts to see what I've been working on lately.
This is a living journal that grows with every experiment and discovery. Bookmark this page and check back regularly for new insights and tutorials.
Quick Navigation
📚 Learn
Start with tutorials and guides
View Guides📝 Read
Explore the latest blog posts
Read Blog🛠️ Let's make sense of AI — together.
Last updated: 6/23/2025