Independent Projects
WorkingAI/ML & Systems Developer
Hello, I'm
Amit Singh
I make machines learn, systems behave, and side projects stay up far past bedtime.
Writing
Show allI rebuilt Redis to stop treating systems as magic
A week of TCP sockets, partial reads, event loops, and the oddly satisfying moment a tiny key-value server finally behaved.
The week my fraud detector stopped being a notebook
What changed when a promising anomaly model had to become reproducible, explainable, and useful to someone besides me.
Building a chat app for when the internet disappears
ReliefLink began with an uncomfortable question: what does communication software look like when the cloud is gone?
Projects
Repo Interview Coach
Turn a public GitHub repository into interview practice grounded in its code.
Technologies & Tools
Vinext
React
Cloudflare Workers
What I built
- Inspect a public repository and use its code as context for interview preparation.
- Practice explaining implementation choices and trade-offs with questions tied to the repository.
Ask2Query
Clarifies ambiguous questions before turning them into SQL.
Technologies & Tools
Python
Flask
JavaScript
Node.js
What I built
- Uses schema and sample records to help users choose between different interpretations of a question.
- Compares SQL generated from the original and clarified questions, with evaluation on BIRD benchmark examples.
ReliefLink
Peer-to-peer messaging for when internet access goes down.
Technologies & Tools
Go- React
What I built
- Uses libp2p, mDNS discovery, and PubSub to let nearby peers discover each other and join chat rooms.
- Connects a React interface to the Go node over a local HTTP bridge and keeps message logs on the device.
