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Auto-generated weekly from commit history · updated 2026-09-28
Over the past year, the bulk of the work has been on Summit, a SaaS crypto algo-trading platform with an AI twist. Built out its LLM judge system, introducing a System One judge seat for quorum, sentiment, and wallet-group decisions, and integrated TypeSafe provider capabilities. Also reworked the rebalancing engine, adding calm-liquidity backtesting and an interactive exit simulator for the follows system, while continuously fixing wallet-group and execution logic.
On the firmware side, advanced the J-UNI-HID project, developing v10 through v13 of the ESP32-S3 mouse and keyboard emulation firmware, adding USB touch, BLE profiles, and self-reporting. Also released v1.2 of the input-driver, a Windows kernel-mode input filter driver, adding push-style event delivery and an integration-test suite.
Across secondary projects, conducted a deep research audit on the crypto-model-research prediction model, built the agent-harness agentic worker framework with Mattermost integration, and developed the sunflower browser-in-a-browser infrastructure. Also expanded the j-tts-android TTS app with multiple new engines and pitch control, and maintained the intag2 Windows Explorer tagging utility with metadata and CI improvements.
2026 Sep
- LLM judge and quorum system (summit) — Built a System One judge seat for quorum, sentiment, and wallet-group decisions; integrated TypeSafe provider capabilities and improved judge call recording.
- Agentic worker framework (agent-harness) — Developed the Mattermost bridge, feed processing, and schema-driven agent communication for the Jamminroot Agentic Worker.
- Browser-in-browser infrastructure (sunflower) — Reworked font pack delivery, browser lifecycle management, and human-input simulation for the Sunflower remote browser platform.
- YOLO labeler tooling (yolo-labeler) — Added constraint highlighting, label transparency, and validation features to the on-host YOLO labeler.
2026 Aug
- Rebalancing and follows engine (summit) — Implemented calm-liquidity backtesting, interactive exit simulator for follows, and reworked wallet-group veto logic.
- Crypto model research audit (crypto-model-research) — Conducted a full research audit: unified protocol sweep, conformal prediction gates, drift monitoring, and benchmark freezing for the crypto price prediction model.
- Agent harness core architecture (agent-harness) — Built the core agent architecture: situations, canvas, memory search, tiered recommendations, and admin operational dashboard.
- Tagging utility and browser platform (intag2) — Fixed settings persistence and Explorer refresh for Intag2; added tenant fencing and operator panel deployment for the Sunflower browser-in-browser service.
2026 Jul
- Intag2 release pipeline (intag2) — Collapsed the release workflow, added Vorbis comment writing for audio files, and fixed uninstall path issues.
- Trading strategy iteration (freqtrade_startegies) — Added several new 15m trading strategy variants with documented forward-test performance.
2026 Jun
- CV generation pipeline (jamminroot) — Reworked the CV generation pipeline: added dry-run mode, split LLM guidance, refined importance tagging, and improved heatmap rendering.
- Jolt automation utility (jolt) — Built the scenario engine for Jolt, a minimal AutoHotKey alternative, with interception support, conditions, and sound actions.
- Strategy backtesting (freqtrade_startegies) — Added and documented new EwoDip and reversion strategy variants for the freqtrade backtesting suite.
2026 May
- HID firmware and input driver (j-uni-hid) — Developed v13 firmware for the ESP32-S3 HID device and released v1.2 of the Windows input filter driver with push-style event delivery.
- Android TTS engine expansion (j-tts-android) — Integrated multiple TTS engines, added pitch control, RuNorm text normalisation, and question/exclamation intonation sliders.
- Aim assist and e-ink firmware (MEMU3) — Refactored YOLO inference to DirectML for MEMU3, and added Knowledge Base app and FB2 reader to the Biscuit e-ink firmware.
- CV project cards and heatmap (jamminroot) — Added project cards with pulse line charts, smoothed Catmull-Rom curves, and weekly heatmap to the CV README.
2026 Apr
- Firmware and e-reader apps (j-uni-hid) — Drafted the v13s8x8 firmware variant and fixed USB disconnect issues; added Map app and FB2 encoding fixes to the Papyrix e-reader firmware.
- Proxy client and tagging tool (FlCLash) — Added XHTTP transport support to the Flutter Clash.Meta client and fixed desktop.ini encoding for non-ASCII characters in Intag2.
2025
- Summit platform foundation (summit) — Continued building the core Summit crypto trading platform, laying groundwork in LLM integration, wallet management, and execution logic.
- HID firmware development (j-uni-hid) — Developed firmware versions v10 through v12 for the ESP32-S3, adding USB touch, BLE profiles, dual-core support, and self-reporting.
- Mobile and desktop applications (ozwil-android) — Built the Ozwil Android LLM app with sub-agent architecture, developed the poker-cv computer vision pipeline, and expanded the intag2 file-tagging utility with PDF support and MS Store publishing.
- Tooling and infrastructure (auto-claude) — Built the auto-claude autonomous coding agent, the jaxon code intelligence engine, the freqtrade multi-bot Telegram interface, and maintained various n8n nodes and dotfiles.
2024
- Bot maintenance (pAssistant) — Maintained the pAssistant Telegram bot and the .NET ChatGPT Telegram bot with general updates and bug fixes.