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Auto-generated weekly from commit history · updated 2026-11-09

I've been deeply engaged in building Summit, a SaaS crypto algo trading platform with AI and neural network components. The work spans the full stack: LLM-based judge systems for quorum decisions, wallet-group management with scheduled proposals, copy trading with interactive exit simulators, and a calm-liquidity backtesting framework. On the hardware side, I developed j-uni-hid, a feature-rich mouse and keyboard emulation firmware for ESP32-S3, iterating through multiple versions (v10-v13) with USB HID, BLE, and touch support. I also built input-driver, a Windows kernel-mode input filter driver using KMDF, with a user-mode library for event injection and interception.

Alongside the primary projects, I've been researching crypto price prediction models in crypto-model-research, running systematic experiments with conformal prediction, drift monitoring, and model cataloging. I built agent-harness (JAW), a Rust-based agentic worker with LAN discovery, speech synthesis via CosyVoice3, and a mesh of trusted nodes. I also worked on poker-cv, a computer vision pipeline for extracting poker hand history from video, achieving high accuracy on card and action detection. The intag2 project saw continued development of a Windows Explorer file-tagging utility with Matroska and WebP metadata writing, DPI-aware UI, and MS Store publishing pipeline fixes.

Other notable work includes sunflower, a browser-in-a-browser platform with container orchestration and human-input simulation; j-tts-android, a multi-engine TTS app for Android with Russian language support; and ozwil-android, an on-device LLM app with sub-agent delegation and tool-use capabilities. Across all projects, the work has been hands-on and varied: building from scratch, large refactors, infrastructure/CI, debugging campaigns, research/experimentation, and UX polish.

2026 Nov

• Agentic worker mesh and speech (agent-harness) — Built LAN discovery for nodes, speech synthesis via CosyVoice3, and a mesh of trusted guest nodes with security reviews and trust-hole closures.

2026 Oct

• Summit wallet groups and LLM judges (summit) — Implemented scheduled wallet-group resize proposals, extended session persistence, and built LLM-based judge seats for quorum and sentiment decisions.
• YOLO labeler updates (yolo-labeler) — Added validator, constraint highlighting, and label transparency features to the on-host YOLO labeling tool.
• Agent harness decisions and document handling (agent-harness) — Reworked the decide role to batch questions, improved pasted document handling with prefix cache preservation.

2026 Sep

• Summit LLM providers and copy trading (summit) — Built TypeSafe System One provider type, added provider-capability-based judge seat assignment, and reworked copy trading with capped derived groups and interactive exit simulator.
• Intag2 metadata writing and UI scaling (intag2) — Added Matroska and WebP metadata writing, DPI-aware UI scaling, and context menu support for Ogg and Matroska audio files.
• Sunflower browser orchestration (sunflower) — Implemented font packs as mounted volumes, tenant exit probing, human-input movement planning, and container permission prompt handling.
• YOLO labeler features (yolo-labeler) — Added mosaic view, RMB zoom, label UI improvements, and constraint highlight features.

2026 Aug

• Summit calm-liquidity and follows (summit) — Built calm-liquidity basket as paper-only signal with backtest replay, added interactive exit simulator with trailing slider and honest cost estimates.
• Crypto model research audit and cataloging (crypto-model-research) — Conducted systematic audit of 11 models, built unified protocol ranking, refuted several hypotheses (HMM features, conformal gates), and created one-command reconciliation tooling.
• Sunflower deployment and identity (sunflower) — Added browser identity tracking, AppArmor profile support, TLS termination on PVE, and operator panel as a service.
• Intag2 settings and Explorer refresh fixes (intag2) — Fixed settings persistence, Explorer refresh, and backdrop fallback issues.

2026 Jul

• Intag2 Vorbis comments and uninstall fixes (intag2) — Added Vorbis comment writing for Ogg formats, fixed silent metadata write failures, and removed shell extension from GUI uninstall path.

2026 Jun

• Jolt scenario engine (jolt) — Built a minimal AutoHotKey alternative with interception support, custom events, conditions, rules, and stateless themes.
• CV automation and README overhaul (jamminroot) — Reworked the CV generation pipeline with importance tags, heatmap, timeline markdown, and PDF generation with project cards.
• Freqtrade strategy development (freqtrade_startegies) — Developed multiple 15m EWO dip-buy and pack-relative reversion strategies with forward-test documentation.

2026 May

• Input driver library and integration tests (input-driver) — Added push-style event delivery, library predicates, and a comprehensive integration-test runner covering all documented capabilities.
• J-uni-hid v13 firmware (j-uni-hid) — Developed v13 firmware with fire-and-forget USB HID emitting and an 8x8 matrix variant for ESP32-S3.
• Android TTS multi-engine overhaul (j-tts-android) — Removed several TTS engines, added F5-TTS and GPT-SoVITS scaffolds, implemented pitch control, and integrated RuNorm text normalization.
• MEMU3 GPU inference and bow/flick (MEMU3) — Switched YOLO inference from CUDA to DirectML, added closed-loop tracking flick with bezier motion and user-input compensation.

2026 Apr

• Summit admin and backtesting (summit) — Added admin backtest configurator with versioned configs, fixed copy trading kill-switch and exchange account keying.
• J-uni-hid v13 draft and fixes (j-uni-hid) — Drafted v13s8x8 firmware variant and fixed device disconnection issues.
• Papyrix map and knowledge base apps (papyrix) — Added Map app with tile viewer and region selection, Knowledge Base app with taxonomy browser, and FB2 encoding fixes.
• FlClash XHTTP transport (FlClash) — Added XHTTP transport support via rebased mihomo fork and bumped Clash.Meta.

2026 Mar

• OzwiL Android sub-agent architecture (ozwil-android) — Rewrote sub-agent architecture with session-based delegation, tool routing strategies, and model refusal detection as delegation triggers.
• MEMU3 overlay and YOLO confidence UI (MEMU3) — Rewrote overlay to D3D11+D2D+DComp, added YOLO confidence threshold UI, and runtime fallback from Interception to USB-HID.
• Papyrix map UI and PDF conversion (papyrix) — Rewrote Map app UI for landscape orientation, added PDF/DjVu to XTCH conversion script.
• Blackboard launcher for Eink (blackboard-launcher) — Built an Android launcher for Eink readers with note-taking focus, backdrop overhaul, and swipe page navigation.

2026 Feb

• Intag2 MS Store pipeline and PDF support (intag2) — Restructured CI pipelines for manual triggering, added PDF file extension support, and fixed MS Store publishing with PowerShell REST API.
• Jaxon code intelligence engine (jaxon) — Added LSP integration, index freshness detection, and expanded framework coverage for DI registration and dead code detection.
• N8n TelePilot2 fork fixes (n8n-nodes-telepilot-2) — Fixed auth race conditions, upgraded n8n CI version, and added album trigger.
• Dotfiles and Neovim config (.dotfiles) — Set up Neovim IDE config with LSP, treesitter, and telescope, plus pre-commit hooks for secret detection.

2026 Jan

• Poker CV pipeline improvements (poker-cv) — Achieved 99% hand detection and 97.8% board card accuracy, added generator-based recovery, and implemented CvRecovery module for state validation.
• Intag v2 README and metadata support (intag) — Updated README for v2 release with Microsoft Store link and added support for additional metadata properties.
• Tasker touch visualization (tasker) — Improved UX with direct launch, completed status, and touch event visualization on sensor charts.
• N8n ClaudeCode SDK migration (n8n-nodes-claudecode) — Migrated to Claude Agent SDK v0.2.12 and added Haiku model support.

2025 Dec

• J-uni-hid v10-v11 firmware iterations (j-uni-hid) — Developed v10 (USB touch via mouse fallback), v11 (BLE touch+mouse, USB Touch on Android), with jitter fixes, reconnect improvements, and throttled performance modes.
• Auto-claude squash merge and git rules (auto-claude) — Added squash merge support, completion tracking, and Git Rules system for project settings.
• MEMU3 USB HID rate limiting (MEMU3) — Integrated UsbHidController with AimAssistant and added rate limiting for mouse event emission.

2025

• Summit platform foundation (summit) — Continued building the SaaS crypto algo trading platform with AI twists, focusing on core trading infrastructure and wallet management.
• Freqtrade multi-bot Telegram tooling (freqtrade-tg-multibot) — Built a Telegram bot for managing multiple Freqtrade instances with daily profit calculations and authentication handling.
• Freqtrade monitor Flutter app (freqtrade_monitor) — Developed a Flutter mobile app for monitoring Freqtrade bots with charts, card UI, and import-export functionality.
• Telegram assistant bots (pAssistant) — Maintained a Telegram automation tool with summarization, multi-target sending, and image deduplication features.
• Strategy development for Freqtrade (freqtrade_startegies) — Developed and refined multiple trading strategies with pattern confirmation, parameter optimization, and backtesting.

2024

• Telegram assistant bot foundation (pAssistant) — Built the initial Telegram automation bot with forwarding, logging, and environment configuration.

Download CV (PDF)