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Auto-generated weekly from commit history · updated 2026-09-21
I continued building the Summit crypto algo trading platform, adding LLM-based judge seats for quorum and sentiment analysis, rebalancing logic, and copy trading features. The platform now integrates AI-driven decision-making with wallet group limits and proposal severity defaults. I also developed the j-uni-hid firmware for ESP32-S3, adding new device variants, USB HID improvements, and BLE performance profiles.
I created the input-driver Windows kernel-mode filter driver for input injection and capture, releasing v1.2 with push-style event delivery and integration tests. On the research side, I conducted extensive crypto price prediction model experiments, auditing defects and establishing a unified stack protocol for model ranking.
I built the JAW agentic worker framework with Mattermost integration and tenant visibility, and the sunflower browser-in-browser infrastructure with permission handling and human input simulation. I worked on several Android projects: the j-tts-android TTS engine with multiple model support and pitch control, and the ozwil-android on-device LLM app with sub-agent delegation and tool routing.
I maintained the intag2 Windows file-tagging utility, adding Vorbis comment support and fixing metadata persistence. I refined the poker-cv computer vision pipeline for online poker, achieving high hand detection accuracy, and developed trading strategies for freqtrade. I also improved my CV generation pipeline with better LLM guidance and project cards.
2026 Sep
- AI-driven crypto algo trading platform (summit) — Continued development of the Summit platform, focusing on LLM-based judge seats, quorum logic, and wallet group limits.
- Agentic worker framework (agent-harness) — Built out the Mattermost integration, process feed reading, and tenant visibility model for the JAW agentic worker.
- Browser-in-browser infrastructure (sunflower) — Fixed font pack issues, container adoption, and proxy password handling; added features for browser lifecycle management and font pack splitting.
2026 Aug
- Summit platform refinements (summit) — Continued work on Summit: rebalance logic, copy trading fixes, and wallet group veto mechanics.
- Crypto price prediction research (crypto-model-research) — Conducted extensive model research: audited defects, unified stack protocol, and refit runbook for crypto price prediction.
- Agent harness development (agent-harness) — Developed the agent harness: private chat handling, notification following, and workspace build on Windows.
- File-tagging utility maintenance (intag2) — Maintained the Windows file-tagging utility: fixed settings persistence, Explorer refresh, and backdrop fallback.
- Browser-in-browser enhancements (sunflower) — Enhanced the browser-in-browser system: added permission prompt answering, human input planning, and deployment improvements.
- Intag documentation updates (intag) — Updated documentation and changelog for the intag file-tagging project.
2026 Jul
- Intag2 audio metadata support (intag2) — Continued work on intag2: added Vorbis comment writing for audio files and fixed metadata write failures.
- Trading strategy development (freqtrade_startegies) — Developed new trading strategies: pack-relative reversion and BTC-relative reversion variants.
2026 Jun
- CV pipeline improvements (jamminroot) — Enhanced the CV generation pipeline: added LLM model override, improved voice enforcement, and split guidance per place.
- Strategy iteration (freqtrade_startegies) — Continued strategy development: added EwoDip15m variants with DCA and trend regime.
- AutoHotKey alternative (jolt) — Built the jolt AutoHotKey alternative: added conditions, rules, stateless themes, and sound actions.
2026 May
- ESP32-S3 firmware development (j-uni-hid) — Developed firmware for ESP32-S3: added fire-and-forget USB HID events and 8x8 matrix variant.
- Windows input filter driver (input-driver) — Released v1.2 of the Windows input filter driver: added push-style event delivery and integration-test runner.
- Android TTS engine (j-tts-android) — Worked on Android TTS: added question/exclamation intonation, removed deprecated engines, and added pitch control.
- CV pipeline enhancements (jamminroot) — Continued CV pipeline work: added project cards with pulse charts and workflow rebase retries.
- CV-based aim assist (MEMU3) — Refined the CV-based aim assist: switched YOLO inference to DirectML, added bow/flick features, and improved overlay.
- E-ink firmware update (biscuit) — Added knowledge base and FB2 reader to the e-ink firmware.
2026 Apr
- Firmware variant drafting (j-uni-hid) — Continued firmware development: drafted v13s8x8 variant and fixed dying/disconnect issues.
- Intag2 encoding fix (intag2) — Fixed desktop.ini encoding for non-ASCII characters and updated changelog generation.
- E-ink reader firmware (papyrix) — Enhanced e-ink reader firmware: added map app with tile viewer, knowledge base app, and FB2 encoding fixes.
- Clash.Meta fork (FlCLash) — Updated Clash.Meta fork: re-exposed APIs and added XHTTP transport support.
- Clash.Meta API exposure (Clash.Meta) — Re-exposed APIs for FlClash.
2025
- Firmware v11 features (j-uni-hid) — Continued firmware development: worked on v11 features including self-reporting, performance profiles, and BLE improvements; also fixed Android reconnection and touch issues.
- Poker CV pipeline (poker-cv) — Developed computer vision pipeline for online poker: achieved high hand detection accuracy, added board card detection, and implemented log reconstruction.
- File-tagging utility maintenance (intag2) — Maintained the file-tagging utility: added PDF support, fixed folder metadata persistence, and automated release workflows.
- On-device LLM Android app (ozwil-android) — Built the on-device LLM Android app: implemented sub-agent architecture, tool routing strategies, and model keep-alive.
2024
- Telegram assistant bot (pAssistant) — Maintained the Telegram assistant bot: added summarization, multi-target sending, and various bug fixes.