Systems Engineer & Compiler Developer with an engineering background spanning back to the early 2000s.
Combining decades of foundational systems programming β from low-level architectures (x86/x64 Assembly, Win32 API, C) to modern high-performance Python engineering, AOT compilation, asynchronous services, desktop applications, and algorithmic data pipelines.
- Decades of Craft: Writing code since the early 2000s, built on a deep understanding of memory management, operating system internals, CPU microarchitecture, and native Win32/POSIX runtime behavior.
- Hardware-Aware Performance: Bridging high-level Python productivity with bare-metal speed β developing native AOT compilers, custom SIMD (SSE2/AVX2/NEON) vector kernels, FASM x64 assembly engines, and zero-copy C extensions.
- Architectural Discipline: Strong emphasis on clean code separation, strict typing (
mypy), modern tooling (uv,ruff), reproducible builds, hardware concurrency, and native assembly compilation (FASM x64).
- Compilers & Low-Level Systems: Python AST to pure x86_64 FASM AOT Compiler, Peephole Optimization, Calling Conventions (Microsoft x64 ABI / System V ABI, 16-byte stack alignment, shadow space), CPU register allocation, hardware atomic primitives (
lock add/sub). - Languages: Python (3.8β3.16, Free-Threaded No-GIL 3.13tβ3.16t, PyPy), x86/x64 Assembly (Flat Assembler - FASM / FASMG), C99 / Win32 API
- High-Performance Computing (HPC) & SIMD: SIMD Vectorization (SSE2/AVX2/FMA/ARM NEON), BLAS / GEMM matrix multiplication micro-kernels, SIMD JSON parsing, Vector Search & Embeddings
- Concurrency & Multithreading: True No-GIL Native OS Threads (
CreateThread), Free-Threaded Multi-Core (PEP 703), Lock-free & Atomic synchronization, Asyncio, Inter-Process Communication (IPC) - AI Agents & Protocols: Model Context Protocol (MCP) JSON-RPC 2.0 Servers (Claude Code, Antigravity, Cursor, Windsurf), Agent Trajectory JIT Compilation, Semantic Vector Search
- Desktop & UI Engineering: Modern Fluent Dark UI styling (
ui_fluent.inc), High-DPI scaling, CustomTkinter, Flet, Tkinter, native Win32/GDI assembly engineering - Data, Math & Trading: TA-Lib (quantitative technical analysis & 61 candlestick pattern recognition), OpenPyXL, Pandas, NumPy, SQLite
- Quality & DevTools: uv, ruff, mypy, pytest, Conda-Forge / Rattler-Build, Debian/Ubuntu APT PPA, GitHub Actions CI/CD pipelines
- pyfasm β Universal Native No-GIL (3.13tβ3.16t) & PyPy to pure x86_64 Flat Assembler (FASM) Native Compiler. Translates Python AST directly into self-contained standalone PE+ (
.exe,.dll), ELF64, and Mach-O binaries (~9 KB) with zero virtual machine and zero runtime overhead. Features true multi-threaded native concurrency (CreateThreadwith hardware atomics), SSE scalar/vector floating point, SIMD-accelerated JSON parser, and native Win32 GUI engine. Published on PyPI (pyfasm64 v0.1.24) and announced on the Flat Assembler Board. - fasm-modern-sdk β Modernized SDK and header toolchain for Flat Assembler (FASM v1.73 / FASMG) featuring 64-bit Windows equates, official calling conventions, and zero-configuration bindings.
- agentjit β Just-In-Time Compiler for AI Agent Trajectories. Compiles flaky, 30-second multi-step LLM workflows into 0.08ms deterministic Python code with zero token cost. Features speculative guards, automatic bailout runtime, free-threaded (No-GIL PEP 703) support, and Native MCP Server (
agentjit-mcp). Featured as the #1 Top Story in The Daily Diff (9/10 Depth & Utility Score). Published on PyPI and conda-forge. - nanovector β The SQLite of Vector Search & Episodic Memory for AI Agents in ~120KB. Zero dependencies, instant 0.2ms cold start, pure C99 with AVX2+FMA, ARM NEON, hand-crafted FASM x64 assembly kernels, and Native MCP Server (
nanovector-mcp). Over 7,900+ downloads on Conda. Published on PyPI and conda-forge. - nanogemm β Minimalist, bare-metal AVX2+FMA & ARM NEON matrix multiplication engine in ~100KB for Python, outperforming NumPy by up to 2.8x on CPU for edge neural network inference, and Native MCP Server (
nanogemm-mcp). Over 9,800+ downloads on Conda. Featured in The Daily Diff (9/10 Depth Score), trending on GitHub (Deep Learning), and published on PyPI and conda-forge. - nanorecall β 100% Private, Zero-Cloud, Bare-Metal Desktop Memory & Screen Search Engine in <200KB. Runs on standard CPUs with zero telemetry, automatic privacy shielding for password managers, sub-millisecond semantic search via NanoVector, and Native MCP Server (
nanorecall-mcp). Published on PyPI and conda-forge. - yfinance-ta-patterns β Institutional candlestick pattern scanner (all 61 TA-Lib patterns with pure-Python fallback), unbiased next-open backtester, AI Confluence Scorer, Asset Economic Calendar, and Native MCP Server (
yfinance-ta-mcp). Supports CPython 3.8β3.16 (including No-GIL 3.13tβ3.16t) & PyPy 3.8β3.12. Over 1,900+ downloads on Conda. Published on PyPI and conda-forge. - xlsx_vievers β High-performance spreadsheet library and desktop processor with a headless 129-function formula engine, hardware-accelerated SIMD SSE2 math, Chart Wizard, AutoFilter, Goal Seek, and Native MCP Server (
xlsx-viewer-mcp). Published on PyPI asxlsx-viewer-proand on conda-forge. - avito-sdk β High-performance headless Avito scraping & data extraction SDK with real-time price drop tracking, full item parameter extraction, Playwright cookie refresh, Telegram/VK notification bots, and Native MCP Server (
avito-mcp). Published on PyPI and conda-forge. - screenvideo β High-performance desktop screen recorder and screenshot suite featuring WASAPI loopback audio, real-time H.264 streaming, Native MCP Server (
screenvideo-mcp), and a standalone pure x64 Flat Assembler (FASM) native edition (Release v2.0.0). - ppa β Official APT Repository (PPA) for Debian/Ubuntu packaging
agentjit,avito-sdk,nanogemm,nanorecall,nanovector,xlsx-viewer-pro, andyfinance-ta-patterns. - awesome-baremetal-ai β Curated benchmark leaderboard and directory of ultra-lightweight, zero-dependency C/C++/Rust/Assembly engines for local LLMs, edge inference, vector search, and AI agents.
- StackOverflowAPI β Modern bilingual desktop client for Stack Overflow built with CustomTkinter, Catppuccin palettes, syntax highlighting, offline bookmarking, and native FASM x64 search client.
- conda-forge / staged-recipes (850+ β) β Official Feedstock Maintainer across published Conda-Forge packages:
- Active & Merged Feedstocks:
nanogemm-feedstock(PR #34896),nanovector-feedstock(PR #34898),yfinance-ta-patterns-feedstock(PR #34894),avito-sdk-feedstock(PR #35071),agentjit-feedstock(PR #34895),nanorecall-feedstock(PR #34897),xlsx-viewer-pro-feedstock(PR #34899), andpyfasm64(PR #35444).
- Active & Merged Feedstocks:
- Duff89/parser_avito (750+ β) β Core contributor across parsing, reliability, and data export subsystems:
- PR #331 (Merged): Incremental atomic page-by-page result persistence preventing data loss on crash or stop (Fixes #300).
- PR #329 (Merged): Full item description extraction from ad pages with async fetching (Fixes #305).
- PR #328 (Merged): Automatic log cleanup and gzip compression for rotated log files (Fixes #274).
- PR #327 (Merged): Address filter crash fix (
AttributeErroron geo), Excel export withNonefields, and GUI freeze prevention (Fixes #324, #325, #326). - PR #337 (Active): Extraction of additional item parameters and characteristics (Β«Π ΠΏΠΎΠΌΠ΅ΡΠ΅Π½ΠΈΠΈΒ» etc.) with Excel export column and unit tests (Fixes #335).
- PR #334 (Active): Price change tracking & delta history (Resolves #214) and seller name extraction (Fixes #333).
- xtekky/gpt4free (65k+ β) β PR #3514 (Merged) / Issue #3511: Fixed unhandled
AttributeErroronaccess_tokenin Copilot provider. - flet-dev/flet (11k+ β) β PR #6817 (Merged) / Issue #6808: Fixed Windows build crash
PermissionErroron read-only files during directory cleanup. - sqlfluff/sqlfluff (8.5k+ β) β PR #8449 (Merged) / Issue #8171: Added support for MySQL-family
CONVERT(expr, type)argument ordering across the SQL parser and rule engines. - marshmallow-code/marshmallow (7k+ β, 70M+/mo) β PR #3046 / Issue #2999: Fixed regex match in timestamp overflow tests to support Windows error messages.
- Textualize/rich (49k+ β) β Root-cause diagnosis & verified fix for Issue #4214: Resolved
ZeroDivisionErrorinColumnswhen available terminal width is smaller than item width plus padding. - Textualize/textual (26k+ β) β Fix & Tests for Issue #6708: Resolved unhandled
IndexErrorinSelection.extractwhen mouse selecting on/across trailing empty lines of widgets. - Curated Ecosystem & Awesome Lists Submissions:
- e2b-dev/awesome-ai-sdks β PR #399: Added
agentjitto Agent Infrastructure and Runtime JIT execution. - Danielskry/Awesome-RAG β PR #155: Added
nanovectorto Vector Search Libraries and Tools. - oz123/awesome-c β PR #400 & PR #401: Added
nanogemm(Numerical) andnanovector(AI/Vector search). - currentslab/awesome-vector-search β PR #72: Added
nanovectorto Vector Search Library section. - awesome-simd/awesome-simd β PR #9: Added
nanogemmto Neural Network SIMD section.
- e2b-dev/awesome-ai-sdks β PR #399: Added
- Telegram: @charter2029
- Email: M_N_Nik@yahoo.com
- GitHub: github.com/eminsk


