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Auto-generated weekly from commit history · updated 2026-10-05

Built and iterated on Summit, a SaaS crypto algo-trading platform with AI/ML components — added LLM-based judge seats for quorum and sentiment analysis, reworked the copy-trading layer with kill-switch and trailing exit features, and improved wallet-group rebalancing with calm-liquidity baskets. Also developed j-uni-hid, a feature-rich mouse/keyboard emulation firmware for ESP32-S3, shipping multiple firmware variants (v11–v13) with USB HID, BLE, and matrix support, and built input-driver, a Windows WDK input filter/injection driver with push-style event delivery and integration tests.

On the research side, ran a systematic audit of crypto-model-research, cataloguing 11 distinct prediction models under a unified stack protocol, refuting several hypotheses (vol-noise, HMM state features) and keeping Mondrian conformal gates. Developed agent-harness, a Rust-based agentic worker framework with Mattermost integration, tenant/visibility models, and a web UI for managing agents and situations. Also worked on sunflower, a browser-in-a-browser platform with container orchestration, font pack management, and human-input simulation, and intag2, a Windows Explorer file-tagging utility with Matroska/WebP metadata writing and DPI-aware UI.

Polished j-tts-android, an Android TTS engine supporting multiple models (VITS, Piper, F5-TTS) with Russian language features, pitch control, and background synthesis. Advanced ozwil-android, an on-device LLM app with sub-agent delegation, tool routing strategies, and wake-word processing. Maintained various smaller projects including yolo-labeler (on-host YOLO annotation tool), papyrix (e-ink firmware with map and knowledge base apps), and jolt (AutoHotKey alternative with interception support).

2026 Oct

• YOLO labeler updates (yolo-labeler) — Added detector integration, constraint highlighting, and label transparency features to the on-host YOLO annotation tool.

2026 Sep

• LLM judge seats for Summit (summit) — Built LLM-based judge seats for quorum, sentiment, and wallet-group decisions, with provider capabilities determining seat placement and TypeSafe System One integration.
• Copy-trading and wallet rebalancing (summit) — Reworked the copy-trading layer with kill-switch, trailing exit simulator, and honest cost display; added calm-liquidity basket rebalancing with backtest replay.
• Agentic worker framework (agent-harness) — Built Mattermost integration, tenant/visibility models, and a web UI for managing agents, situations, and deliveries in the Rust-based agentic worker.
• Browser-in-a-browser platform (sunflower) — Added container orchestration features: font pack management, human-input simulation, permission prompt handling, and tenant isolation with AppArmor profiles.
• File-tagging utility updates (intag2) — Added Matroska and WebP metadata writing, DPI-aware UI scaling, and context menu support for Ogg/Matroska audio files.
• YOLO labeler features (yolo-labeler) — Implemented label UI, mosaic view, RMB zoom, and filter capabilities for the on-host annotation tool.

2026 Aug

• Crypto model research audit (crypto-model-research) — Ran a systematic audit of 11 prediction models under a unified stack protocol, refuting vol-noise and HMM state hypotheses, and keeping Mondrian conformal gates.
• Agentic worker development (agent-harness) — Added Mattermost native connector, tenant/visibility models, session-based delegation, and a web UI for managing agents and situations.
• Browser platform improvements (sunflower) — Implemented human-input simulation, permission prompt handling, tenant isolation, and deployment pipeline for the browser-in-a-browser platform.
• File-tagging utility fixes (intag2) — Fixed settings persistence, Explorer refresh, and backdrop fallback issues; added Vorbis comment writing for Ogg files.

2026 Jul

• Trading strategy development (freqtrade_startegies) — Added pack-relative and BTC-relative reversion strategies, and EWO dip-buy variants with DCA averaging and trend regime guards.
• File-tagging utility release (intag2) — Bumped to v2.5 with Vorbis comment writing for Ogg files and fixed shell extension uninstall path.

2026 Jun

• CV automation and profile updates (jamminroot) — Reworked the CV generation pipeline with LLM guidance, importance tagging, and heatmap visualization; updated profile with skills section.
• AutoHotKey alternative (jolt) — Built a minimal AutoHotKey alternative with interception support, scenario engine, typed actions, and stateless themes.

2026 May

• USB HID firmware development (j-uni-hid) — Added fire-and-forget emitting for USB HID and an 8x8 matrix variant for the ESP32-S3 firmware.
• Windows input driver (input-driver) — Added push-style event delivery with JidStartListener/JidStopListener and integration tests covering all documented capabilities.
• Android TTS engine (j-tts-android) — Added pitch control, F5-TTS engine scaffold, and Russian Piper voices via sherpa-onnx; removed proprietary engines for commercial distribution.
• Aim assist tool updates (MEMU3) — Refactored YOLO inference to DirectML, added bow/flick tracking with bezier motion, and improved debug overlay.

2026 Apr

• Summit admin and prediction fixes (summit) — Added backtest configurator with versioned configs and fixed prediction model window loading with slack in bars.
• USB HID firmware variant (j-uni-hid) — Drafted a new firmware variant (v13s8x8) and fixed a dying/disconnect issue in the v13 firmware.
• E-ink firmware features (papyrix) — Added map app with region selection, knowledge base with taxonomy browser, and FB2 encoding fixes for the custom e-ink firmware.
• Aim assist tool updates (MEMU3) — Added HP aim scaling with YOLO bbox, debug overlay window, and runtime fallback from Interception to USB-HID.
• Proxy client updates (FlCLash) — Bumped Clash.Meta with re-exposed APIs and added XHTTP transport support via rebased mihomo.

2026 Mar

• On-device LLM app (ozwil-android) — Rewrote sub-agent architecture with session-based delegation, tool routing strategies, and wake-word processing; added Qwen models and background service.
• E-ink launcher (blackboard-launcher) — Built a note-taking-focused Android launcher for e-ink readers with backdrop overhaul, swipe navigation, and status bar control.
• Aim assist tool updates (MEMU3) — Rewrote overlay to D3D11+D2D+DComp, added status window, and restricted aim assist to focused window.
• E-ink firmware map app (papyrix) — Rewrote map app UI with landscape orientation, right-edge hints, and scale bar; added PDF/DjVu conversion script.

2026 Feb

• n8n Telegram node fork (n8n-nodes-telepilot-2) — Fixed auth race condition, upgraded CI test version, and added retry logic for npm install in the Telegram node fork.
• Code intelligence engine (jaxon) — Added LSP integration, index freshness detection, and expanded framework coverage for dead code detection in the graph-powered code analysis tool.
• Neovim config (.dotfiles) — Set up initial Neovim config with full IDE setup, LSP, treesitter, and pre-commit hooks.
• File-tagging utility release (intag2) — Restructured release pipelines for manual triggering and fixed MS Store publish workflow with PowerShell REST API.
• YOLO labeler init (yolo-labeler) — Initialized the on-host YOLO annotation tool with multi-select mark mode and Ctrl+Delete deletion.

2026 Jan

• Poker CV pipeline (poker-cv) — Refactored the poker computer vision pipeline with generator-based recovery, interpreter integration, and improved hand/board card detection.
• n8n Telegram node fixes (n8n-nodes-telepilot-2) — Fixed TDLib session storage and restored required API parameters for the Telegram node.
• Tasker app (tasker) — Initialized a task management app with touch event visualization and improved UX for direct launch.

2025

• Summit development (summit) — Continued building the crypto algo-trading platform with AI components, focusing on copy-trading and wallet management features.
• USB HID firmware (j-uni-hid) — Developed multiple firmware variants (v9–v11) for ESP32-S3 with USB HID, BLE, and touch support.
• Crypto model research (crypto-model-research) — Conducted research on crypto price prediction models, including HMM and conformal prediction approaches.
• Trading strategies (freqtrade_startegies) — Developed and optimized multiple trading strategies with pattern confirmation and parameter tuning.
• Telegram automation tools (pAssistant) — Built a Telegram assistant with summarization, image deduplication, and multi-target sending features.
• Auto-claude development (auto-claude) — Added squash-merge, git rules system, and task ID features to the autonomous multi-session AI coding tool.
• Freqtrade monitor app (freqtrade_monitor) — Built a Flutter-based monitoring app for Freqtrade with charts, cards, and import-export functionality.
• Multi-bot Telegram tool (freqtrade-tg-multibot) — Developed a Telegram bot for managing multiple Freqtrade instances with authentication and profit tracking.

2024

• Telegram assistant (pAssistant) — Initialized and iterated on a Telegram assistant with summarization, forwarding, and logging features.
• Freqtrade multi-bot tool (freqtrade-tg-multibot) — Started development of a Telegram bot for managing multiple Freqtrade instances.

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