Current focus — agent tooling. MCP servers, tool routing, LLMs wired into real products. I write across the stack and own the deploy layer: from a React component down to the container and the AWS service hosting it. I also build scrapers that turn the messy web into clean, structured data.
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languages: [ TypeScript, Python ]
frontend: [ React, Next.js, Tailwind, ShadCN ]
backend: [ NestJS, Express, FastAPI ]
data: [ MongoDB, PostgreSQL, Firebase ]
scraping: [ Playwright, headless automation ] |
aws: [ ECS, ECR, App Runner, Lightsail, Lambda ]
also: [ VPS, Docker, SST ]
loop: analyze → flow → build → verify → ship
rule: no change before i know why it works |



