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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 2026-08-24

I built and iterated on Summit, a SaaS crypto algo trading platform with AI/neural network components, adding notification infrastructure, wallet group features, and prediction research while performing large-scale refactoring and release management. I developed firmware for USB HID emulation on ESP32-S3, progressing through multiple versions with features like fire-and-forget event emitting and matrix variants, and built a Windows input filter/injection driver from scratch with push-style event delivery and integration testing.

In parallel, I conducted extensive research on crypto price prediction models, testing cross-pair generalization and drift detection, and developed an Android TTS app with multiple engine support. I built the OzWil LLM-powered phone assistant with sub-agent delegation, and created the JAW agentic worker framework with Telegram integration and memory management. I maintained the intag2 Windows file-tagging utility, worked on poker CV analysis, trading strategies for Freqtrade, and various e-ink firmware projects.

Earlier in the window, I developed an autonomous coding agent (auto-claude), a Telegram multi-bot for Freqtrade monitoring, and a personal assistant bot, along with a Flutter app for trading bot monitoring.

Activity charts

Project cards

2026 Aug

  • Summit platform development(summit) — Built notification infrastructure, wallet group features, and prediction research for the Summit crypto algo trading platform; performed large-scale refactoring and release management.
  • Crypto prediction model research(crypto-model-research) — Conducted research on crypto price prediction models: tested cross-pair generalization, drift detection, and meta-logreg filtering; maintained live paper trading.
  • JAW agentic worker(agent-harness) — Built the JAW agentic worker: implemented Telegram threading, memory management, workflow presets, and a graphical control room.

2026 Jul

  • intag2 maintenance(intag2) — Fixed metadata write errors, added Vorbis comment support for audio files, and improved CI pipeline for the Windows Explorer file-tagging utility.
  • Freqtrade strategy development(freqtrade_startegies) — Developed new trading strategies: pack-relative reversion and BTC-relative-strength variants with backtesting results.

2026 Jun

  • CV generation tool enhancements(jamminroot) — Enhanced the personal CV generation tool: added skills section, improved heatmap and timeline rendering, and refined LLM prompts.
  • EwoDip strategy variants(freqtrade_startegies) — Developed EwoDip15m trading strategy variants with DCA and trend regime guards.
  • jolt automation tool(jolt) — Built the jolt automation tool: implemented scenario engine with typed actions, conditions, and stateless themes.

2026 May

  • USB HID firmware v13(j-uni-hid) — Developed firmware for USB HID emulation on ESP32-S3: added fire-and-forget event emitting, 8x8 matrix variant, and platformio support.
  • Windows input driver(input-driver) — Built a Windows input filter/injection driver: implemented push-style event delivery, integration test runner, and per-event blocking.
  • intag2 encoding fix(intag2) — Fixed desktop.ini encoding for non-ASCII characters in the file-tagging utility.
  • Android TTS app(j-tts-android) — Developed Android TTS app: integrated multiple TTS engines, added pitch control, and improved text normalization.
  • CV tool project cards(jamminroot) — Added project cards with pulse charts and improved workflow rebase retries to the CV generation tool.
  • MEMU3 computer vision(MEMU3) — Switched YOLO inference to DirectML, implemented bow/flick tracking with user-input compensation.
  • biscuit e-ink firmware(biscuit) — Added Knowledge Base app and FB2 reader to the biscuit e-ink firmware.

2026 Apr

  • Firmware variant and fixes(j-uni-hid) — Drafted new firmware variant and fixed device disconnection issues for the USB HID emulation project.
  • Changelog fix(intag2) — Fixed changelog generation in the intag2 release workflow.
  • papyrix firmware features(papyrix) — Added map app with tile viewer, knowledge base with taxonomy browser, and optimized rendering for Apple Silicon on the e-ink device firmware.
  • Aim assist enhancements(MEMU3) — Enhanced MEMU3 aim assist: added HP-based aim scaling and debug overlay window.
  • FlCLash proxy update(FlCLash) — Updated FlCLash proxy client: bumped Clash.Meta version and added XHTTP transport support.
  • Clash.Meta API exposure(Clash.Meta) — Re-exposed ProxiesWithProviders and GetProxyNameList APIs in the Clash.Meta fork.

2026 Mar

  • Firmware v12/v13 release(j-uni-hid) — Released v12 and v13 firmware versions for USB HID emulation on ESP32-S3.
  • OzWil LLM app(ozwil-android) — Developed OzWil Android app: implemented sub-agent delegation architecture, model settings UI, and background service for LLM inference.
  • OzWil API backend(ozwil-api) — Built the OzWil API backend: added tool safety rails and MarkdownText composable for chat UI.
  • Map app and FB2 support(papyrix) — Added map app with landscape UI and fixed FB2 encoding support for the papyrix firmware.
  • Overlay rewrite and linger mode(MEMU3) — Rewrote MEMU3 overlay using D3D11/D2D/DComp, added linger mode and autofire features.
  • Blackboard launcher(blackboard-launcher) — Improved Blackboard launcher for E-ink devices: overhauled backdrop, added swipe page navigation, and status bar control.

2026

  • Poker CV analysis(poker-cv) — Worked on computer vision analysis for online poker: achieved high hand detection accuracy, implemented state recovery, and built a pipeline for video-to-hand-history conversion.

2025

  • Telegram multi-bot for Freqtrade(freqtrade-tg-multibot) — Built a Telegram multi-bot for monitoring multiple Freqtrade instances: implemented authentication, daily profit calculations, and Docker deployment.
  • Auto-claude coding agent(auto-claude) — Developed an autonomous multi-session AI coding agent: added squash merging, git rules system, and task management UI.
  • pAssistant Telegram bot(pAssistant) — Maintained a personal Telegram assistant bot: added summarization, multi-target sending, and image deduplication features.
  • Freqtrade monitor app(freqtrade_monitor) — Built a Flutter app for monitoring Freqtrade trading bots: implemented profit charts, card UI, and import/export settings.

2024

  • pAssistant early development(pAssistant) — Initial development of the personal Telegram assistant bot: implemented logging, error handling, and content forwarding.

Download CV (PDF)

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    Launcher for your projects with support for custom-specified tools

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  2. intagintagPublic

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

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    Header-only C++ Seq Logging Library

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