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Auto-generated weekly from commit history · updated 2026-06-25
I've been deeply engaged in building and refining a SaaS crypto algo trading platform (summit), integrating LLM-driven decision-making for exit strategies, position sizing, and scanner cadence. The platform underwent a major rename from Trader to Strategy, with a reusable expert pool and a quorum-based exit signal routing. On the firmware side, I developed feature-rich mouse and keyboard emulation firmware for ESP32-S3 (j-uni-hid), iterating through multiple versions with BLE, USB, and touch support. I also built a Windows input filter driver (input-driver) from scratch, adding push-style event delivery and integration tests.
Alongside these primary projects, I conducted extensive research on crypto price prediction models (crypto-model-research), achieving state-of-the-art results with Mixture of Experts architectures. I built an Android TTS app (j-tts-android) supporting multiple engines and Russian text normalisation, and an LLM-powered Android assistant (ozwil-android) with sub-agent delegation and tool routing. I also worked on computer vision for poker hand detection (poker-cv), a Windows Explorer tagging utility (intag2), and numerous Freqtrade trading strategies and monitoring tools. The year also included work on an autonomous coding assistant (auto-claude), a Telegram multi-bot manager, and various smaller utilities.
2026 Jun
- SaaS crypto algo trading platform (summit) — Built and refined the trading platform with LLM-driven exit strategies, scanner cadence model, UI typography overhaul, and backend rename from Trader to Strategy.
- CV generation toolchain (jamminroot) — Maintained the personal CV generator, adding LLM voice enforcement, dry-run mode, and heatmap improvements.
- Minimal AutoHotKey alternative (jolt) — Built a lightweight input automation tool with interception support, scenario engine, and conditions system.
2026 May
- ESP32-S3 firmware development (j-uni-hid) — Developed firmware v13 with fire-and-forget emitting and 8x8 matrix variant for mouse and keyboard emulation.
- Windows input filter driver (input-driver) — Shipped v1.2 with push-style event delivery, integration tests, and library predicates for the WDK driver.
- Windows Explorer tagging utility (intag2) — Fixed desktop.ini encoding for non-ASCII folder metadata to ensure proper rendering in Explorer.
- Android TTS app (j-tts-android) — Built the TTS app with multiple engines (Piper, VITS, F5-TTS), pitch control, and Russian text normalisation.
- CV generator enhancements (jamminroot) — Added project cards with pulse charts and workflow rebase retries to the CV generation pipeline.
- Aim assist and YOLO inference (MEMU3) — Refactored YOLO inference to DirectML, added bow/flick tracking, and improved aim assist modes.
2026 Apr
- Firmware fixes and variants (j-uni-hid) — Fixed dying/disconnect issues in firmware v13 and drafted the v13s8x8 variant.
- Tagging utility maintenance (intag2) — Fixed changelog generation and preserved existing desktop.ini entries when writing folder metadata.
- Aim assist improvements (MEMU3) — Added HP aim scaling, debug overlay, and YOLO confidence threshold UI.
- E-ink reader firmware (papyrix) — Added Map app, Knowledge Base app, FB2 encoding fixes, and optimized map renderer for Apple Silicon.
- Proxy client enhancements (FlCLash) — Added XHTTP transport support via rebased mihomo and bumped Clash.Meta.
2026 Mar
- Crypto price prediction research (crypto-model-research) — Conducted extensive experiments with MoE architectures and ensemble methods, achieving best combined F1 of 0.7817.
- LLM-powered Android assistant (ozwil-android) — Rewrote sub-agent architecture with session-based delegation, added tool routing strategies, and improved model settings UI.
- Overlay and autofire for aim assist (MEMU3) — Rewrote overlay to D3D11+D2D, added status window, autofire, and YOLO model loading.
- E-ink reader UI and features (papyrix) — Rewrote MapApp UI to landscape, added tile server, and improved FB2 support.
- E-ink launcher development (blackboard-launcher) — Overhauled backdrop, added swipe page navigation, status bar control, and gesture zones.
- Firmware version releases (j-uni-hid) — Released v12 (dual-core) and v13 (USB) firmware variants for ESP32-S3.
2026 Feb
- CI and release pipeline overhaul (intag2) — Restructured CI pipelines for manual triggering, added auto-draft releases, and fixed Store submission workflows.
- Tagging utility documentation (intag) — Updated README for v2.0 release and added privacy policy for Microsoft Store submission.
- Telegram node for n8n (n8n-nodes-telepilot-2) — Fixed auth race condition, upgraded CI test version, and added album trigger.
- Code intelligence engine (jaxon) — Added LSP integration, dead code detection improvements, and expanded language support with tree-sitter.
- Neovim configuration (.dotfiles) — Updated Neovim config for 0.11 API, added secret detection pre-commit hook.
- YOLO labeler tool (yolo-labeler) — Added multi-select mark mode and Ctrl+Delete deletion for fast annotation.
- Dotfiles management (dotfiles) — Added SSH keys and initial chezmoi-managed dotfiles.
2026 Jan
- Poker hand detection from video (poker-cv) — Achieved 99% hand detection accuracy, added blinds detection, and built pipeline for poker state recovery from video.
- Firmware COM fix (j-uni-hid) — Fixed graceful COM restart in firmware.
- Aim assist updates (MEMU3) — Added updates to modes and fixes.
- Claude Code n8n node (n8n-nodes-claudecode) — Updated to Claude Agent SDK v0.2.12 and fixed abort controller cleanup.
- Task management app (tasker) — Improved UX with direct launch, completed status, and touch event visualization.
2025
- Freqtrade trading strategies (freqtrade_startegies) — Developed and optimized numerous trading strategies including Fenix, botman, and ns531 variants with parameter tuning and backtesting.
- Telegram multi-bot manager (freqtrade-tg-multibot) — Built a web app with Docker support for managing multiple Freqtrade bots via Telegram, including daily profit calculations and authentication.
- Firmware v11 development (j-uni-hid) — Continued firmware development with v11 featuring new devices, BLE improvements, self-reporting, and performance profiles.
- Autonomous coding assistant (auto-claude) — Added squash-merge, git rules system, and task ID features to the multi-session AI coding tool.
- Telegram automation tool (pAssistant) — Maintained the Telegram bot with summarization, image dedup, and multi-target sending.
- Freqtrade monitoring app (freqtrade_monitor) — Built a Flutter monitoring app with charts, card UI, and import/export functionality.
- Aim assist initial development (MEMU3) — Initial development with USB-HID rate limiting and aim assist integration.
- Telegram node for n8n (n8n-nodes-telepilot-2) — Added Alpine Linux support and Docker deployment for the Telegram node.
- Tagging utility updates (intag) — Added metadata property support and privacy policy for Store submission.
- Content collector tool (jContentCollector) — Built a content collector with webhook and ad filtering.
2024
- Trading strategy development (freqtrade_strats) — Developed and optimized trading strategies with hyperopt and leverage adjustments.
- Telegram automation initial work (pAssistant) — Initial development of Telegram automation tool with forwarding and logging.
- Tagging utility initial work (intag) — Initial work on Windows Explorer tagging utility with UI polish.