Systems Architect · AI Integration Engineer · Kathmandu, Nepal
I build local-first tools for people who work with AI agents, and I send the fixes back upstream instead of keeping them in my own fork. Most of my open-source work goes into Laya, an AI decision engine that answers with a single forward pass rather than generating token by token, so speed and correctness are the product; I have worked on its batching, its TypeScript SDK, its CLI, its MCP server and its benchmarks.
My own tools — burn, limen and agentvault — run on your machine with no account and no telemetry; agentvault only talks to a channel you configure yourself, for approvals.
Laya — where most of my work lands, and its biggest contributor outside the owner. Batching in the ONNX runtime · batching in the TypeScript SDK · a throughput form of structured decisions · long-document answers in routed windows · the hooks lifecycle ported to TypeScript · the CLI · batch tools over MCP for agents · a schema-driven LangChain decision node · benchmarks pinned to the commit they scored · /health that says where inference really ran · each checkpoint verified against its own SHA-256 map.
freeCodeCamp — curriculum fixes where a hint or an assertion taught the wrong thing: hints that never tested their own cases · a challenge described as an image when it teaches a Markdown link.
public-apis — dead API links removed · the trailing empty cell that broke the Animals table · Auth and HTTPS values normalised to the documented vocabulary.
MDN
— typos in the CSS animation shorthand
reference ·
Safari 27 supporting sizes="auto" on image
elements.
odysseus — an empty write that would truncate a file · a blank memory_id refused on edit and delete.
headroom
— the savings tile priced instead of printing
$0.00.
archify — float rounding that lost a node at the solver's exact minimum.
flake8-bugbear — B020 flagging names bound in nested destructuring.
openworker — a crash on a model id that wasn't in its list.
orca — local forge CLIs recovered from broken PATH shims.
ProtocolCanary-Fixtures — recursive fixture discovery in nested directories.
Every link above is a merged pull request. The full set is one search away.