API.log: A Developer's Journal
Welcome to API.log. This is my central repository where I document my developer journey by sharing the hard-won findings, bug fixes, clear how-tos, and genuinely useful tips I've filtered from the noise of vast, often ephemeral information and AI-generated content.
You'll find three types of content here: practical blog posts on AI, development, and tooling; structured courses for Django and AWS mastery; and featured external projects showcasing applied AI work.
Latest Posts
- Run LLMs Anywhere as a Single File with Docker - November 18, 2025
Deploy LLMs in Docker containers using Mozilla's Llamafile for universal portability.
All Posts
2025
- November 18 — Run LLMs Anywhere as a Single File with Docker
Eliminate environment setup hassles by wrapping a Llamafile in Docker. Build once, run anywhere.
Courses
Django Course
Complete guide to Django fundamentals and scalable architecture. Covers introduction, baseline setup, hands-on development, and scaling strategies.
AWS Course
Master AWS infrastructure and cloud integration. Learn configuration, deployment phases, and cloud-native patterns for modern applications.
External Projects
A curated portfolio of applied AI projects from AIMP Labs, showcasing practical applications of RAG, LLMs, and specialized AI systems.
LangChain-Free RAG Chatbot: Budget 2024
Build production-ready RAG chatbots without heavy frameworks. Two implementations—local CPU and Google Colab GPU—using Llamafile, FAISS, and TF-IDF embeddings.
Legal AI ChatBot: Navigate Indian Laws
An AI-powered chatbot for interpreting India's recently enacted legal codes (BNS, BNSS, BSA). Helpful for legal professionals, students, and citizens seeking contextual legal guidance.