/4 min read
What are MCP servers?
A practical explanation of MCP servers, what they expose, and why they matter for tool-using AI systems.
MCP ServersAI ToolsDeveloper Automation
Writing
Writing by Priyanshu Chawda
Notes on AI workflows, MCP servers, LLMs, Gemini AI, and developer tools.
Technical explainers
Practical notes with code examples, architecture breakdowns, failure modes, references, and follow-up builds.
/5 min read
How LLM orchestration works
A grounded look at routing, retrieval, tools, state, and verification in LLM orchestration systems.
LLM OrchestrationAgentic SystemsRAG
/5 min read
Gemini vs OpenAI for developer tools
A developer-focused comparison of Gemini and OpenAI model choices for coding tools, multimodal apps, and automation.
Gemini AIOpenAIDeveloper Tools
Planned Deep Dives
Technical posts I am building toward as the project work gets more production-focused.
- How I Built a Gemini Assistant with Source Grounding and Safety Checks
- What Makes an AI App Production-Ready Beyond Prompt Engineering
- MCP Server Design: Tool Contracts, Permissions, and Failure States
- Building AI Features in Next.js Without Turning Everything Into a Chatbot
- How I Think About Evals for Small AI Projects