Taimuraz Kaitmazov

Taimuraz Kaitmazov

I build deep, correct systems across unfamiliar stacks — AI platform, on-device NPU inference, backend, Linux internals.

AI does a lot of the typing; my job is making sure it’s actually right — verified against real benchmarks, gold-sets, and byte-exact diffs, not just plausible output.

Lately

Claims with a public receipt open to it — click ▸ verify, or press v for all.

Built a from-scratch on-device NPU inference engine — 16 models on Linux where AMD’s own stack offloads zero ops, at ~half the CPU’s power. Making it compile at scale meant fixing AMD’s open compiler & operators upstream.

The engine repo isn’t public yet — but open the merged PRs: that’s the public, third-party-accepted evidence of the compiler/operator work it required.

mlir-aie #3178 · amd/IRON #123

Fixes merged upstream in Zed and helm-diff; an open speculative-decoding PR to vLLM.

Zed & helm-diff read “Merged”; the vLLM PR is open — third parties accepted (or are reviewing) the code, not me.

zed #13840 · helm-diff #294 · vllm #44698

Production AI for a top-3 B2B accounting-software publisher: a payroll-compliance agent, a self-hosted OCR→LLM extraction pipeline (chosen on a labeled gold-set), vLLM-on-H100.

private

Open source

kde-mcp — computer-use MCP server for the Linux desktop (KDE/Wayland) — accessibility-tree-first, not pixel-clicks.

tnl — self-hosted ngrok alternative: one-command reverse tunnels behind your own Caddy.

evbridge — evdev→Wayland input bridge for headless / nested compositors.

run-script-webpack-plugin — in NestJS’ official HMR docs; ~600K npm downloads/mo.

rethinkdb-ts — top contributor (~63% of commits, 9+ merged PRs incl. releases).

Contact

atassikay38@gmail.com · github.com/atassis

Remote-first · open to relocation · Moscow (UTC+3)