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. When AMD’s toolchain broke under the load, I fixed its compiler, operators, and LLVM backend rather than stop — 7 fixes now merged by AMD, 7 more in review down to upstream LLVM itself.
The engine repo isn’t public yet — but open the PRs: public, third-party-accepted evidence of the work it required. Every fix exists because my own build hit it — the compiler (mlir-aie), the operators (IRON), and the LLVM backend (llvm-aie).
✓ mlir-aie #3178 · amd/IRON #124 · llvm-aie #1054 · → full case
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.
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.
Open source
kde-mcp — computer-use MCP server for the Linux desktop (KDE/Wayland) — accessibility-tree-first, not pixel-clicks. · read the case
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)