Technical Writing & Insights

Engineering Blogs & Deep Dives

In-depth technical guides, architectural breakdowns, AI agent protocols, Voice AI implementations, and production DevOps practices.

MCP Is Becoming the API Layer for AI Agents
Medium
2026-09-13•5 min read

MCP Is Becoming the API Layer for AI Agents

AI agents need a standard way to connect with tools, data, and services. Explore how MCP could become an agent-facing layer alongside REST APIs, databases, SaaS platforms, and internal systems.

#MCP#AI Agents#Agentic AI#APIs#A2A#AI Architecture
AI Agent Memory Architecture: Short-Term, Long-Term, and Persistent Memory
Medium
2026-09-06•3 min read

AI Agent Memory Architecture: Short-Term, Long-Term, and Persistent Memory

AI agents need more than just intelligence—they need memory. Explore the architecture of short-term conversational context, long-term vector retrieval, and persistent storage that enable agents to remember across sessions.

#AI Agents#Memory Architecture#LLMs#Vector DB#Persistent Storage#System Design
Engineering Secure AI Agents: Permissions, Sandboxing, and Zero Trust
Medium
2026-08-20•6 min read

Engineering Secure AI Agents: Permissions, Sandboxing, and Zero Trust

As AI agents gain access to APIs, databases, files, and external tools, security becomes paramount. A practical guide to least-privilege permissions, runtime sandboxing, Zero-Trust architecture, secrets protection, human-in-the-loop approvals, and continuous auditing.

#AI Agents#AI Security#Zero Trust#Sandboxing#Cybersecurity#Agentic Systems
Google A2A Protocol Multi-Agent Architecture: Understanding Agent Communication
Medium
2026-07-26•5 min read

Google A2A Protocol Multi-Agent Architecture: Understanding Agent Communication

Comprehensive architectural guide to Google's A2A Protocol for AI Agent Communication—enabling multi-agent coordination, task delegation, and secure RPC execution across agentic systems.

#AI Agents#Google A2A#Agent Communication#Multi-Agent Systems#Protocols
Clean Architecture for AI Agents with Browser & Scraping APIs: WebMCP Explained
Medium
2026-07-18•4 min read

Clean Architecture for AI Agents with Browser & Scraping APIs: WebMCP Explained

Explore Clean Architecture for AI Agents with Browser & Scraping APIs using WebMCP. Discover how websites expose structured tool endpoints for autonomous agentic web browsing.

#WebMCP#AI Agents#AI-Friendly Websites#Web Automation#APIs#Future of Web
Building an AI Inbound Calling Solution with Vapi, Node.js + React.js
Medium
2025-09-15•5 min read

Building an AI Inbound Calling Solution with Vapi, Node.js + React.js

Step-by-step guide to creating a scalable, production-ready AI voice calling assistant using Vapi, Node.js webhook infrastructure, and a modern React dashboard.

#Voice AI#Vapi#Node.js#React.js#Telephony
JSON vs TOON: The New Battle of Data Formats in the AI Era
Medium
2025-11-26•6 min read

JSON vs TOON: The New Battle of Data Formats in the AI Era

A deep, technical breakdown of JSON vs TOON and why TOON is emerging as an optimized data serialization format for LLM context windows, vector embeddings, and AI memory architectures.

#AI Architecture#Data Formats#LLMs#JSON#TOON
Building a Smart AI Calling Agent with Vapi, Twilio, and n8n
Hashnode
2025-08-21•6 min read

Building a Smart AI Calling Agent with Vapi, Twilio, and n8n

How to combine Twilio telephony gateways, Vapi natural speech models, and n8n visual automation workflows into a reliable, autonomous outbound dialing solution.

#Automation#n8n#Twilio#Vapi#Voice AI
PM2: The Ultimate Guide to Managing Node.js Applications in Production
Hashnode
2025-07-25•6 min read

PM2: The Ultimate Guide to Managing Node.js Applications in Production

A deep dive into PM2 process management for Node.js backend systems—cluster mode, zero-downtime reloads, memory monitoring, and automated systemd startup scripts.

#DevOps#Node.js#PM2#Production#Linux
Getting Started with Docker: Simplifying Containerization for Modern Development
Hashnode
2025-06-06•3 min read

Getting Started with Docker: Simplifying Containerization for Modern Development

A practical guide for developers adopting Docker: Dockerfiles, multi-stage builds, Docker Compose, volume persistence, and networking essentials.

#Docker#DevOps#Containers#Cloud
Why Developers Are Moving to Bun.js: A Faster JavaScript Runtime for the Modern Web
Medium
2025-06-05•2 min read

Why Developers Are Moving to Bun.js: A Faster JavaScript Runtime for the Modern Web

Explore Bun.js, the high-speed JavaScript and TypeScript runtime powered by JavaScriptCore. Benchmarking package management, HTTP servers, and native SQLite support.

#Bun.js#JavaScript#TypeScript#Runtimes
Building Voice Applications with Vapi
Hashnode
2025-07-21•4 min read

Building Voice Applications with Vapi

Explore how Voice AI is transforming customer engagement, customer service automation, and hands-free interaction with ultra-low latency audio processing.

#Voice AI#Vapi#AI Assistant#NLP