yash.

04 entries — essays, notes, build logs

Writing

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Everything I document in one place — the finished essays and the half-built logs alike. Filter by kind if you're after something specific.

012026-08-27
Multi-Agent Systems in LangGraph, From First Principles

What separates an AI agent from a chatbot, why agents need tools, and how to build a two-model multi-agent swarm in LangGraph with state, nodes, and a loop that stops.

ai-agents · multi-agent · langgraph · llm · python
Technical · 23 min
022026-08-17
How I Built Relay: An n8n Clone That Outgrew Its Tutorial

How a Code with Antonio tutorial turned into Relay, an n8n-style engine with a tool-calling AI agent, encrypted credentials, and replay, on Inngest and React Flow.

automation · nextjs · inngest · react-flow · ai-agents
Build log · 8 min
032026-08-14
Why My AI Backend Is Banned From Touching the Database

How Kortex's FastAPI agents get their output back into Postgres without ever touching the database themselves, routed through Inngest events and a shared-secret internal API on the Next.js side.

architecture · fastapi · inngest · postgres
Technical · 3 min
042026-08-14
How I Built Kortex: A 3-Agent Pipeline That Generates Complete, Validated Courses

How Kortex turns a topic into a full, quiz-gated course with three AI agents and an event-driven pipeline

ai · nextjs · fastapi · multi-agent
Build log · 3 min

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