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Auto-generated weekly from commit history · updated 2026-09-07
Built and reworked the core of the Summit crypto algo-trading platform, adding algorithmic copy-trading features, a calm-liquidity rebalancing system, and backtesting infrastructure. Investigated and fixed execution fallbacks, wallet-group vetoes, and Hyperliquid pair resolution.
Developed two new firmware variants for the j-uni-hid ESP32-S3 project (v12 dual-core, v13 USB HID), and shipped a Windows input filter/injection driver (KMDF) with event-level block, integration tests, and a library for high-level control. Also maintained the j-tts-android app, adding new TTS engines (F5-TTS, GPT-SoVITS scaffold) and pitch/speed controls.
Researched crypto price prediction models in the crypto-model-research project, conducting a systematic audit of 11 models, discarding a dozen speculative features, and building a unified benchmark. Refined the Sunflower browser-in-browser project with human-input planning, font-pack handling, and deploy infrastructure.
Iterated on the intag2 Windows Explorer tagging tool, fixing settings persistence, adding Ogg Vorbis comment support, and overhauling CI/CD pipelines. Also worked on the OzWil Android LLM app, rewriting sub-agent architecture and adding KV cache reuse, and the agent-harness Rust project, introducing tenant workspaces, Telegram Secretary, and a graphical control panel.
2026 Sep
- Summit backtest and configurator (summit) — Built a backtest configurator and signal rebalance system with calm-liquidity baskets and paper-only signals for the SaaS crypto algo-trading platform.
- Sunflower browser-in-browser fixes (sunflower) — Fixed font-pack building, proxy password handling, and unlaunchable profiles in the browser-in-a-browser project.
2026 Aug
- Summit copy-trading features (summit) — Reworked the copy-trading system: added honest cost estimates, trailing exit sliders, interactive exit simulators, and position peak backfill.
- Summit rebalance wallet groups (summit) — Implemented wallet-group veto persistence and calm-liquidity backtest replay on hourly bars for the algo-trading platform.
- Crypto model research audit (crypto-model-research) — Conducted a systematic model audit: unified stack protocol sweep, discarded a dozen speculative features, and built a frozen benchmark for the price prediction project.
- Intag2 fixes and Vorbis support (intag2) — Fixed settings persistence, Explorer refresh issues, and added Vorbis comment writing for audio files in the Windows file-tagging tool.
- Sunflower human input planning (sunflower) — Built gesture-based movement planning, permission prompt handling, and font-pack deployment in the browser-in-a-browser project.
- Agent-harness workspace isolation (agent-harness) — Added tenant workspaces, data streams, a graphical Mini App control room, and Telegram Secretary with role-aware controls to the agentic worker project.
2026 Jul
- Summit rebalance and follows work (summit) — Refined the rebalance system with per-signal fanout and calm-liquidity silence handling, and improved the follows pages with exchange account management.
- Freqtrade strategy additions (freqtrade_startegies) — Added several new trading strategies: pack-relative reversion variants and a broad 50-pair universe champion, with forward-tested documentation.
2026 Jun
- CV automation improvements (jamminroot) — Reworked the CV generation pipeline: added LLM voice enforcement, skills section, and team/throughput metrics to the PDF output.
- Jolt hotkey conditions (jolt) — Extended the minimal AutoHotKey alternative with condition evaluation, stateless themes, sound actions, and a debug log.
2026 May
- J-uni-hid v13 firmware (j-uni-hid) — Developed v13 firmware variant for ESP32-S3 with fire-and-forget event emitting and an 8x8 matrix configuration.
- Input driver library and tests (input-driver) — Built a library with start/stop event delivery, an integration-test runner covering all documented capabilities, and relaxed SDDL for the KMDF input driver.
- J-TTS Android engine integration (j-tts-android) — Integrated multiple TTS engines including F5-TTS, GPT-SoVITS, and sherpa-onnx with per-voice downloading, plus pitch control for VITS engines.
- MEMU3 YOLO inference changes (MEMU3) — Switched GPU inference from CUDA to DirectML, added closed-loop tracking flick and user-input compensation in the computer vision project.
- Biscuit firmware expansion (biscuit) — Added a knowledge base app, FB2 reader, screensaver folder, and Mesh Chat fixes to the e-ink device firmware.
- CV PDF generation (jamminroot) — Generated CV PDF with pulse charts and project cards, and refined the LLM coverage pipeline for mandatory repos.
2026 Apr
- J-uni-hid v13 variant and fixes (j-uni-hid) — Drafted a new 8x8 matrix firmware variant and fixed disconnect issues in the v13 USB HID firmware.
- Intag2 PDF support and CI (intag2) — Added .pdf to supported file extensions for context menu and fixed changelog generation in the release workflow.
- MEMU3 overlay and autofire (MEMU3) — Rewrote the overlay to D3D11+D2D, added HP aim scaling and trigger gate on per-target YOLO confidence, and USB-HID fallback.
- FlClash XHTTP support (FlClash) — Added XHTTP transport support and bumped Clash.Meta to re-expose proxy APIs.
- Papyrix map and home screen (papyrix) — Added map app with tile viewer, knowledge base with taxonomy browser, and icon-based home screen to the e-ink firmware fork.
2026 Mar
- J-uni-hid v12 firmware (j-uni-hid) — Developed v12 dual-core firmware variant for the ESP32-S3 HID device.
- OzWil Android sub-agent architecture (ozwil-android) — Rewrote the sub-agent architecture with session-based delegation, added KV cache reuse, and built a questionnaire-based model recommendation wizard.
- Blackboard launcher overhaul (blackboard-launcher) — Overhauled the E-ink note-taking launcher: redesigned backdrop, added swipe page navigation, and fixed drawing lifecycle issues.
- J-tts-android initial engine work (j-tts-android) — Began initial TTS engine integration with contextual homograph disambiguation, endpoint calibration, and session caching.
2026 Feb
- Intag2 CI pipeline restructuring (intag2) — Restructured CI/CD pipelines for manual triggering and automatic tagging, fixed Store submission issues with PowerShell REST API rewrite.
- Jaxon code intelligence engine (jaxon) — Added LSP integration, dead code detection for interface implementations, and incremental sync with freshness detection to the code intelligence engine.
- Neovim dotfile configuration (.dotfiles) — Set up a full Neovim IDE configuration with LSP, treesitter, pre-commit hooks, and OSC 52 clipboard for remote sessions.
- YOLO labeler creation (yolo-labeler) — Built a fast on-host YOLO labeler with multi-select mark mode, flexible YAML resolution, and Ctrl+Delete entry deletion.
2026
- Summit core and copy-trading (summit) — Continued major work on the Summit algo-trading platform: built copy-trading features, rebalance systems, and algorithmic strategy catalog throughout the year.
- J-uni-hid firmware development (j-uni-hid) — Developed multiple firmware versions (v9-v13) for ESP32-S3 with BLE, USB touch, and performance mode features.
- Crypto model research (crypto-model-research) — Conducted extensive model research with a catalog of 11 models, unified protocol, and live-drift monitoring throughout the year.
- OzWil Android app (ozwil-android) — Built and refined the on-device LLM app with phone-use capabilities, sub-agent delegation, and multiple model support.
- Intag2 and Intag tagging tools (intag2) — Maintained the Windows Explorer file-tagging tools with metadata support, CI improvements, and Microsoft Store submission fixes.
- Agent-harness Rust project (agent-harness) — Developed the JAW agentic worker with Telegram integration, memory retrieval, and a graphical control panel.
- N8n nodes and automations (n8n-nodes-telepilot-2) — Fixed auth race conditions, upgraded CI, and added album trigger for Telegram node in n8n.
2025
- Poker CV pet project (poker-cv) — Built computer vision pipeline for online poker: hand detection, log reconstruction, and CV recovery module.
- Freqtrade bot ecosystem (freqtrade-tg-multibot) — Developed multi-bot Telegram management with Docker support, daily profit calculations, and authentication handling.
- Auto-Claude multi-session AI (auto-claude) — Implemented Git rules system, squash-merge completion tracking, and task ID management for the autonomous AI coding tool.
- Android TTS and assistant tools (pAssistant) — Maintained the personal Telegram assistant and pAssistant2 with summarization, image dedup, and multi-target sending.
- Trading strategy development (freqtrade_startegies) — Developed and optimized numerous trading strategies with backtesting and parameter tuning throughout the year.
- J-tts-android initial release (j-tts-android) — Initial TTS evaluation engine release with Vosk, Silero, and Piper engines for Russian speech synthesis.
- N8n nodes and telepilot (n8n-nodes-telepilot-2) — Initial deployment setup and Alpine Linux support for Telegram integration nodes.





