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Auto-generated weekly from commit history · updated 2026-07-27
I built and iterated on Summit, a SaaS crypto algo trading platform with AI/neural network features, focusing on follower DCA execution, Telegram notification improvements, contextual help system, and authoritative leverage management across exchanges. I developed j-uni-hid, a feature-rich ESP32-S3 HID firmware, progressing through multiple versions with USB, BLE, and touch support. I also built input-driver, a Windows kernel-mode input filter driver with user-mode library. In secondary projects, I researched crypto price prediction models, achieving forward-tested win rates of 77-90%, built a computer vision poker pipeline, developed a Windows file-tagging utility, an Android TTS app, an on-device LLM agent, and improved my personal CV generation pipeline.
2026 Jul
- SaaS crypto algo trading platform (summit) — Built follower DCA execution, dynamic Telegram notifications, contextual help system, and authoritative leverage management across exchanges.
- Crypto price prediction model (crypto-model-research) — Productionized a 13-feature champion model with forward-tested win rates 77-90%, exported to ONNX for Summit integration.
2026 Jun
- Personal CV generation pipeline (jamminroot) — Improved LLM integration for CV generation, added skills section, refined importance tagging, and enhanced SVG chart rendering.
2026 May
- ESP32-S3 HID firmware (j-uni-hid) — Developed v13 firmware with USB HID, fire-and-forget events, and 8x8 matrix variant.
- Windows input filter driver (input-driver) — Built KMDF input filter driver with user-mode library, event delivery, and integration tests.
- Windows Explorer file-tagging utility (intag2) — Fixed desktop.ini encoding for non-ASCII, added PDF support, and restructured CI/CD pipelines.
- Android TTS engine (j-tts-android) — Integrated multiple TTS engines, added pitch control, Russian language support, and engine download management.
- Personal CV generation pipeline (jamminroot) — Restructured README, added heatmap and timeline SVGs, and refined workflow for artifact generation.
2026 Apr
- ESP32-S3 firmware v13 development (j-uni-hid) — Fixed dying/disconnect issues and drafted new firmware variant for 8x8 matrix.
- Attention mechanism investigation (crypto-model-research) — Conducted experiments with attention mechanisms, all below baseline due to MPS constraints.
- File-tagging utility maintenance (intag2) — Fixed changelog generation and preserved existing desktop.ini entries when writing folder metadata.
2026 Mar
- ESP32-S3 firmware v12/v13 (j-uni-hid) — Developed v12 dual-core and v13 USB firmware variants.
- MoE architecture research (crypto-model-research) — Explored Split MoE gates, FFT frequency decomposition, and multi-horizon regressors, achieving new champion models.
- On-device LLM agent (ozwil-android) — Implemented sub-agent delegation, tool routing strategies, model management, and background service architecture.
2026 Feb
- File-tagging utility CI/CD (intag2) — Restructured CI pipelines for manual triggering, auto-draft releases, and Microsoft Store publishing with extensive API fixes.
2026
- ESP32-S3 firmware v11 (j-uni-hid) — Developed v11 firmware with new devices, performance modes, BLE improvements, and self-reporting.
- Computer vision poker pipeline (poker-cv) — Built CV pipeline for online poker platforms, achieving high detection accuracy for cards, hands, and blinds, with log reconstruction.
2025
- Telegram bot for Freqtrade monitoring (freqtrade-tg-multibot) — Refactored daily profit calculations, Telegram authentication, and added web application with Docker support.
- ESP32-S3 firmware v10/v11 (j-uni-hid) — Developed v10 USB touch and v11 firmware with BLE, touch, and swipe support.