Blog
Articles on AI/ML engineering, system design, and production deployments — grouped by topic
AI Observability
Articles on AI Observability, Production AI, RAG Systems
| Title | Date | Categories |
|---|---|---|
| Closing the Loop: How to Actually Measure RAG Quality in Production | Feb 26, 2026 |
Agentic AI Security
Threat models, attack surfaces, and defensive architectures for AI agents
AI Engineering
Articles on AI Engineering, Developer Productivity
| Title | Date | Categories |
|---|---|---|
| Beyond Copy-Paste: Staying Relevant in the Age of AI Code Assistants | Feb 24, 2026 |
Model Context Protocol (MCP)
Protocol design, server implementation, security, and production patterns for MCP
Frontend & Developer Tooling
UX patterns, streaming interfaces, testing, and developer experience for AI apps
Agent Architecture & Production
Building, orchestrating, deploying, and scaling AI agents in production
AI Provenance & MLOps
Tracking lineage, reproducibility, and operational reliability of ML systems
LLM Inference & Local AI
Running, serving, and selecting language models efficiently at any scale
Search & RAG
Retrieval, ranking, and hybrid search pipelines for production AI systems
Prompting, NLP & LLM Capabilities
Prompting techniques, text processing, and understanding LLM internals
AI Ethics, Policy & Society
Risks, governance, open-source dynamics, and the broader societal impact of AI
Audio, Voice & Edge AI
Speech interfaces, audio processing, and AI on resource-constrained hardware
| Title | Date | Categories |
|---|---|---|
| Hands-on Tutorial on Making an Audio Bot using LLM, and RAG | Jan 27, 2025 | |
| Making a talking bot using Llama3.2:1b running on Raspberry Pi 4 Model-B 4GB | Jan 2, 2025 | |
| Python Audio Recording Tutorial - Record, Save & Play | Dec 5, 2024 |