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jamminroot/README.md

.NET Software Developer, TechLead at Deeplay.io.

What a time to be alive!

Feel free to reach out!

Recent activity (last 12 months)

Auto-generated weekly from commit history · updated 2026-08-03

I've been building a full-stack crypto algo trading platform (Summit) with AI-driven copy trading, a live copylab dashboard, and an LLM recommendation engine. On the firmware side, I developed a feature-rich mouse and keyboard emulation firmware for ESP32-S3 (j-uni-hid) and a Windows kernel-mode input filter driver (input-driver). I also conducted extensive research on crypto price prediction models (crypto-model-research), iterating on MoE architectures and productionizing ONNX ensembles. Across the board, I worked on a file-tagging utility for Windows Explorer (intag2), an Android TTS engine with multiple models (j-tts-android), and an on-device LLM agent with phone-use capabilities (ozwil-android). I refined my CV generation pipeline (jamminroot) and maintained various automation tools, trading bots, and personal projects.

Activity charts

Project cards

2026 Aug

  • Summit copy trading platform expansion (summit) — Built the copylab module with live exposure maps, AI grouping, leverage profiles, and an LLM recommendation system for wallet selection.

2026 Jul

  • Crypto model productionization (crypto-model-research) — Productionized the champion 13-feature model, validated forward-testing with 77-90% win rate, and exported the ensemble to ONNX for Summit integration.
  • Intag2 v2.5 release and metadata fixes (intag2) — Shipped version 2.5 with Vorbis comment support for audio files, fixed uninstall and metadata write errors, and improved CI workflows.
  • New trading strategies for freqtrade (freqtrade_startegies) — Developed pack-relative and BTC-relative reversion strategies, adding diversification to the 15m strategy portfolio.

2026 Jun

  • CV generation pipeline overhaul (jamminroot) — Reworked the CV generation pipeline with importance tags, heatmap visualization, and a skills section; added dry-run mode and LLM voice enforcement.
  • Jolt scenario engine and input gate (jolt) — Built the scenario engine with typed actions, input gate, and interception support; added conditions, rules, and sound actions.
  • EWO dip-buy strategy development (freqtrade_startegies) — Created a series of EwoDip15m strategies with trend regimes, DCA averaging, and forward-testing documentation.

2026 May

  • j-uni-hid v13 firmware development (j-uni-hid) — Developed v13 with fire-and-forget emitting, USB HID events, and an 8x8 matrix variant for the ESP32-S3.
  • Input driver v1.2 and integration tests (input-driver) — Released v1.2 with library predicates, event type masks, and a full integration-test runner covering all driver capabilities.
  • J-TTS Android engine refactoring (j-tts-android) — Removed deprecated TTS engines, integrated F5-TTS and sherpa-onnx, added pitch control, and implemented Russian text normalisation (RuNorm).
  • MEMU3 YOLO and bow/flick features (MEMU3) — Reworked YOLO inference to DirectML, added closed-loop tracking flick with bezier motion, and improved the debug overlay.
  • Jamminroot CV PDF and project cards (jamminroot) — Added a CV PDF with project cards, pulse line charts, and heatmap; restructured the README and workflow rebase retries.
  • Biscuit firmware update (biscuit) — Added Knowledge Base app, FB2 reader, screensaver folder, and Mesh Chat fixes to the xteink 4 firmware.

2026 Apr

  • j-uni-hid v13s8x8 draft (j-uni-hid) — Drafted a new firmware variant (v13s8x8) and fixed a dying issue in the v13 build.
  • Intag2 changelog and desktop.ini fix (intag2) — Fixed changelog generation and preserved existing desktop.ini entries when writing folder metadata.
  • MEMU3 aim assist and debug overlay (MEMU3) — Added HP aim scaling with YOLO bbox, momentum dampening, and a separate debug window; implemented runtime fallback to USB-HID.
  • Papyrix map app and knowledge base (papyrix) — Built a map app with tile viewer and region selection, a Knowledge Base with taxonomy browser, and added FB2 encoding support.
  • FlClash XHTTP transport (FlClash) — Added XHTTP transport support via a rebased Mihomo fork and re-exposed proxied APIs.
  • Crypto model attention investigation (crypto-model-research) — Investigated attention mechanisms; three experiments all below baseline due to MPS limitations.

2026 Mar

  • j-uni-hid v12 and v13 introduction (j-uni-hid) — Introduced v12 (dual-core) and v13 (USB) firmware variants.
  • MEMU3 overlay rewrite and autofire (MEMU3) — Rewrote the overlay to D3D11+D2D+DComp, added linger mode, autofire, HID click emulation, and YOLO model integration.
  • Ozwil Android sub-agent architecture (ozwil-android) — Rewrote the sub-agent system with session-based delegation, tool routing, and auto-delegation when the main model refuses; added model presets and wake processing.
  • Ozwil API backend setup (ozwil-api) — Set up the ASP.NET Core backend with Docker healthcheck, tool safety rails, and initial Ozwil app configuration.
  • Papyrix map app and PDF conversion (papyrix) — Rewrote the MapApp UI for landscape, added PDF/DjVu to XTCH conversion, and fixed FB2 encoding support.
  • Blackboard launcher UI overhaul (blackboard-launcher) — Overhauled the backdrop with swipe navigation, added status bar control, and fixed drawing reliability for Onyx e-ink.
  • Crypto model MoE experiments (crypto-model-research) — Ran extensive experiments with Split MoE gates, Top-1 Sparse MoE, and snapshot ensembles; benchmarked 6 variants and updated the production bundle.

2026

  • Poker CV pipeline development (poker-cv) — Built a computer vision pipeline for online poker platforms, achieving 99% hand detection and 97.8% board card accuracy.
  • Intag2 CI and MS Store publishing (intag2) — Set up CI pipelines for MS Store publishing, fixed CLI and metadata issues, and added auto-updating changelog.
  • Jaxon code intelligence engine (jaxon) — Built a graph-based code intelligence engine with LSP integration, dead code detection, and multi-language parser support.
  • TelePilot n8n nodes maintenance (n8n-nodes-telepilot-2) — Fixed auth race conditions, CI retry logic, and upgraded n8n test version for the Telegram n8n integration.
  • YOLO labeler tool (yolo-labeler) — Created a simple on-host YOLO labeler with multi-select mark mode and entry deletion.
  • Dotfiles and Neovim config (.dotfiles) — Set up chezmoi-managed dotfiles with Neovim 0.11+ config, treesitter, LSP, and secret detection pre-commit hook.
  • MEMU3 and pAssistant updates (MEMU3) — Polished MEMU3 with mode persistence and status window fixes; maintained pAssistant with summarization and error logging.

2025

  • Freqtrade Telegram multi-bot (freqtrade-tg-multibot) — Built a Telegram bot for monitoring multiple freqtrade instances, with daily profit calculations and bot authentication.
  • pAssistant content aggregation and summarization (pAssistant) — Maintained a Telegram content aggregator with summarization, repost indices, and multi-target sending.
  • Trading strategy development (freqtrade_startegies) — Developed and backtested multiple trading strategies (PMAX, EMA, pattern-based) for freqtrade, optimizing parameters and win rates.
  • Auto-claude autonomous coding agent (auto-claude) — Built an autonomous AI coding agent with worktree management, squash merging, git rules, and task ID tracking.
  • j-uni-hid v10 and v11 firmware (j-uni-hid) — Developed multiple firmware versions (v10 USB touch, v11 BLE) with touch, mouse, and swipe support for ESP32.
  • MEMU3 early HID and YOLO work (MEMU3) — Initial work on USB HID mouse movement, rate limiting, and aim assistant integration.
  • Freqtrade monitor Flutter app (freqtrade_monitor) — Built a Flutter mobile app for monitoring freqtrade bots with winrate charts, glassy cards, and import-export.

2024

  • pAssistant and intag maintenance (pAssistant) — Maintained the Telegram bot with error handling, forwarding, and logging improvements.
  • Intag README updates (intag) — Updated the README for the Windows Explorer file-tagging utility.

Download CV (PDF)

Pinned Loading

  1. multistack_launcher multistack_launcher Public

    Launcher for your projects with support for custom-specified tools

    5

  2. intag intag Public

    Assign tags to files and folders in explorer: much wanted and missed feature of MS Windows Explorer

    127 11

  3. seq_logger seq_logger Public

    Header-only C++ Seq Logging Library

    C++ 4