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Auto-generated weekly from commit history · updated 2026-10-12

I built and iterated on Summit, a SaaS crypto algo trading platform with AI and neural network components, focusing on wallet group management, LLM-based judge systems for quorum and sentiment, rebalance strategies, and follows features. I also developed j-uni-hid, a feature-rich mouse and keyboard emulation firmware for ESP32-S3, progressing through multiple versions with USB HID, BLE, and performance improvements. Additionally, I created input-driver, a Windows kernel-level input filter driver for capture and injection, with a library API and integration tests.

In parallel, I conducted extensive research on crypto price prediction models in crypto-model-research, building a unified evaluation protocol, drift monitoring, and conformal prediction experiments. I worked on agent-harness, an agentic worker framework in Rust, integrating Mattermost, defining agent schemas, and building a web UI. I also developed sunflower, a browser-in-browser system with container management, human input simulation, and font delivery.

Other projects include j-tts-android, a TTS app with multiple engine support and Russian language features; ozwil-android, an on-device LLM with phone capabilities; poker-cv, a computer vision pipeline for online poker; and intag2, a Windows file tagging utility with metadata writing and UI improvements. I also maintained various automation tools, dotfiles, and CI pipelines.

2026 Oct

• Wallet groups and auth improvements (summit) — Built scheduled wallet group resize proposals and extended session persistence; improved scanner performance by skipping already-evaluated lanes.
• YOLO labeler updates (yolo-labeler) — Added validator functionality and general updates to the on-host YOLO labeling tool.

2026 Sep

• LLM judge system and wallet limits (summit) — Implemented System One judge seats for quorum and sentiment, provider capabilities for seat placement, and wallet group limit defaults.
• Agentic worker Mattermost integration (agent-harness) — Built Mattermost connector with channel directory, REST API access, and background sync; defined schema for nodes, providers, and agents.
• File tagging UI and format support (intag2) — Added user zoom level, window resizing, Matroska and WebP tag writing, and DPI-aware UI scaling.
• Browser management and font delivery (sunflower) — Implemented font packs as mounted volumes, browser claiming, proxy password handling, and exit probing for launches.
• Labeling tool enhancements (yolo-labeler) — Added label transparency, mosaic view, RMB zoom, and constraint highlighting.

2026 Aug

• Rebalance and follows features (summit) — Developed calm-liquidity backtest replay, interactive exit simulator, honest cost tracking, and position backfill from candles.
• Crypto price model research (crypto-model-research) — Conducted model catalog rebuild, drift monitoring, conformal prediction experiments, and Summit validation report response.
• Agent architecture and UI development (agent-harness) — Built agent memory, notification system, workspace editing, admin page, and preset-first web UI with hybrid memory.
• Settings persistence and Explorer integration (intag2) — Fixed settings persistence, Explorer refresh, and backdrop fallback; improved metadata write error handling.
• Deploy and human input simulation (sunflower) — Implemented human-like movement planning, gesture-to-action translation, permission prompt answering, and TLS termination on PVE.

2026 Jul

• Audio metadata writing and uninstall fix (intag2) — Added Vorbis comments for Ogg/Opus files and fixed shell extension removal from GUI uninstall path.
• New trading strategies (freqtrade_startegies) — Added pack-relative and BTC-relative reversion strategies, and EWO dip-buy variants with DCA averaging.

2026 Jun

• CV pipeline and heatmap development (jamminroot) — Built automated CV generation pipeline with LLM guidance, heatmap visualization, and project cards with pulse charts.
• AutoHotKey alternative development (jolt) — Created scenario engine with typed actions, input gate, interception support, conditions, rules, and stateless themes.
• Strategy research and optimization (freqtrade_startegies) — Developed EwoDip15m leveraged dip-buy strategy and documented forward-test results.

2026 May

• Firmware v13 with USB HID improvements (j-uni-hid) — Implemented fire-and-forget event emission for USB HID, added 8x8 matrix variant, and fixed disconnection issues.
• Windows input filter driver library (input-driver) — Built push-style event delivery API, integration test runner, and per-event blocking with library predicates.
• Android TTS engine expansion (j-tts-android) — Added F5-TTS, GPT-SoVITS, Fish-Speech scaffolds, pitch control, Piper TTS via Kotlin G2P, and RuNorm text normalisation.
• Aim assist and YOLO inference updates (MEMU3) — Switched GPU inference to DirectML, added bow/flick tracking with user-input compensation, and debug overlay.
• E-reader firmware enhancements (biscuit) — Added Knowledge Base app, FB2 reader with encoding support, screensaver folder, and Mesh Chat fixes.
• CV automation and workflow improvements (jamminroot) — Refined CV generation with importance tags, heatmap weekly rows, and workflow rebase retries.

2026

• Firmware iterations v10-v12 (j-uni-hid) — Developed dual-core v12 and USB v13 firmware, added new devices, BLE improvements, and self-reporting features.
• Computer vision for online poker (poker-cv) — Built CV pipeline for poker state recovery, hand detection, board card accuracy, and log reconstruction for validation.
• On-device LLM with phone capabilities (ozwil-android) — Implemented sub-agent delegation, tool routing strategies, model keep-alive, and setup wizard for offline LLM on Android.
• File tagging feature expansion (intag2) — Added PDF support, metadata properties, Microsoft Store publishing pipeline, and desktop.ini encoding fixes.
• E-reader custom firmware (papyrix) — Added Map app with tile viewer, Knowledge Base with taxonomy browser, FB2 encoding support, and PDF/DjVu conversion.
• E-ink launcher for note-taking (blackboard-launcher) — Built Android launcher with backdrop overhaul, swipe navigation, status bar control, and Onyx SDK integration.

2025

• Firmware v11 and earlier versions (j-uni-hid) — Developed v11 firmware with USB touch, BLE profiles, performance modes, and Android reconnect fixes.
• Autonomous AI coding tool (auto-claude) — Built multi-session AI coding assistant with git rules system, squash merging, worktree management, and task ID tracking.
• Trading strategy development (freqtrade_startegies) — Created and optimized numerous trading strategies with pattern confirmation, leverage settings, and backtesting.
• Telegram bot for trading (freqtrade-tg-multibot) — Developed Telegram bot with web application, Docker support, daily profit calculations, and authentication handling.
• Telegram assistant bot (pAssistant) — Built multi-target sending, summarization, image deduplication, and redirection features for a Telegram bot.
• n8n Telegram nodes (n8n-nodes-telepilot-2) — Maintained n8n community nodes for Telegram, fixed auth race conditions, added album trigger, and improved CI.

2024

• Telegram bot initial development (pAssistant) — Started Telegram assistant bot with message forwarding, logging, and error handling.

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