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Hikari-Tsai/README.md

Hi, I'm Hikari Tsai

Senior Generative AI R&D Engineer · Audio & Music AI Developer · Independent Musician
Building practical AI systems and audio software for creators, communities, and intelligent workflows.

AAX audio plugin projects VST3 audio plugin projects Music projects Bot projects CI and CD automation projects Career projects

Code Portfolio: AI engineering, creator tools, web projects, and software work.

Music Portfolio: Original music, creative work, and artist identity.


About Me

I build practical AI and audio software that turns research into working tools for creators. My recent work combines local ONNX inference, C++ and Flutter desktop applications, DAW integration, source separation, melody transcription, live pitch tracking, and cross-platform audio plugin development for AAX, VST3, and AU.

Alongside music technology, I develop production-facing generative AI systems—including RAG and agent workflows, structured outputs, Physics AI, and multilingual knowledge products—with an emphasis on traceable automation, cross-platform delivery, and interfaces people can use without machine-learning expertise.

Open to collaborations in generative AI, audio software, creator tools, and music technology.

Connect on LinkedIn Send me an email Contact me on Discord

Current Focus

Generative AI     RAG, agents, structured outputs, traceable workflows
Music AI          Source separation, transcription, pitch and tempo analysis
DAW tooling       Pro Tools PTSL, stem workflows, AAX, VST3, AU
Desktop products  Flutter, C++, ONNX Runtime, macOS and Windows packaging
Web systems       Astro, React, TypeScript, FastAPI, GitHub Pages

Featured Work

Project What it does
TrackMate View releases
An AI-assisted Pro Tools stem-import workflow that recognizes instruments from filenames and audio, standardizes track names, categories, and colors, detects BPM and tempo maps, identifies fake stereo for mono conversion, and imports and verifies everything through Avid's official PTSL—all locally.
karaoke-battle View releases
A local-first karaoke scoring app for streamers that turns YouTube links or media files into singable tracks with vocal separation and melody transcription, displays live pitch against scrolling notes, and scores pitch, rhythm, stability, vibrato, dynamics, and sustained notes on macOS and Windows.
ai-interview View website
A multilingual AI engineering interview platform with source-linked flashcards in Traditional Chinese, English, and Japanese, structured AI-assisted study notes, community contributions, and daily incremental updates via GitHub Actions.
PIE — Physics Informs Everything (private) A PhysicsNeMo-powered MCP bridge and nine-skill research workflow that helps AI agents formalize physics problems, inspect models and literature, process CAD and mesh inputs, validate PhysicsNeMo implementations, and run traceable experiments.
music-detection View website
A privacy-first browser music analysis tool that detects BPM, time signature, key, and vocal pitch range with ONNX inference, previews beat and pitch results, and exports Tempo + Lead Vocal MIDI, with an optional local Python engine.
HT-76 AAX releases VST3 releases Audio Unit releases
A JUCE-based 1176-style FET compressor for macOS and Windows, with Rev D and experimental Rev H circuit models, VST3, AU, and AAX builds, plus switchable classic rack and real-time analysis views.
JS_Inflator (customized fork) AAX releases
A cross-platform JS Inflator fork with macOS and Windows VST3, AUv2, and AAX builds, installer packaging, and audio/UI regression testing; its AAX adaptation targets Pro Tools Developer and remains in testing.
software-salary View website
Taiwan software salary insights based on 709 analyzed salary samples, with market percentiles, company rankings, experience-based estimates, and interview guidance.
Private RAG / Agent Systems (private) Internal AI systems for retrieval-augmented generation, document workflows, structured outputs, and production-facing automation.
dc-manager An LLM-powered Discord community assistant for rule-violation detection, configurable moderation responses, channel analytics, activity summaries, member tracking, and Traditional Chinese operations.

Recent Activity

  • 2026-11-07 — Updated Hikari-Tsai/ktv-charts: Updated music metadata and karaoke charts with new track matches, audio features, and refreshed daily rankings.
  • 2026-11-07 — Updated Hikari-Tsai/ai-interview: Refreshed several interview QA entries with updated sources, clearer wording, and newly ready localized answers.
  • 2026-11-07 — Updated Hikari-Tsai/ai-werewolf: Added configurable night kills and delayed reveal, plus UI/docs updates for last words and GitHub log sharing.
  • 2026-11-07 — Updated Hikari-Tsai/karaoke-battle: Raised scoring thresholds and documentation to use the new lenient scale, and refreshed README screenshots and lyrics UI text.
  • 2026-11-06 — Updated Hikari-Tsai/karaoke-battle: Updated the readme to better explain singing visuals, scoring, and lyrics import/editing features.
  • 2026-11-06 — Updated Hikari-Tsai/ai-werewolf: Added contribution docs and polished the lobby UI to show the room code, refresh static assets, and better prompt voting reasons.

Last updated: 2026-11-08 09:31 (UTC+8)

GitHub Activity & Achievements

Public repositories    35
Admin private org repos 6
Total stars             134
Last-year activity     648 contributions
Merged pull requests   65 public PRs
Current achievements   Galaxy Brain, Starstruck, Pair Extraordinaire, Public Sponsor, YOLO, Pull Shark x2, Quickdraw
Highlight              GitHub Developer Program Member

Last updated: 2026-11-08 09:31 (UTC+8)

AWS Certifications

AWS Certified Solutions Architect – Associate AWS Certified Machine Learning – Specialty AWS Certified Data Analytics – Specialty

LeetCode

Hikari-Tsai LeetCode statistics

Guardian
Guardian
500 Days Badge
500 Days Badge
Dynamic Programming II
Dynamic Programming II
Algorithm II
Algorithm II
Data Structure II
Data Structure II
Programming Skills II
Programming Skills II
LeetCode 75
LeetCode 75
Graph Theory I
Graph Theory I
Show 46 more badges

Oct LeetCoding Challenge Sep LeetCoding Challenge 50 Days Badge 2026 Mathematical Insight Badge May LeetCoding Challenge Jun LeetCoding Challenge 100 Days Badge 2025 Apr LeetCoding Challenge 50 Days Badge 2025 365 Days Badge Oct LeetCoding Challenge Annual Badge 2024 Sep LeetCoding Challenge Aug LeetCoding Challenge Jul LeetCoding Challenge 200 Days Badge 2024 Jun LeetCoding Challenge May LeetCoding Challenge Apr LeetCoding Challenge 100 Days Badge 2024 Mar LeetCoding Challenge Programming Skills Dynamic Programming Feb LeetCoding Challenge Binary Search 50 Days Badge 2024 30 Days of Pandas Jan LeetCoding Challenge Dec LeetCoding Challenge 50 Days Badge 2023 100 Days Badge 2023 Nov LeetCoding Challenge Introduction to Pandas Jun LeetCoding Challenge May LeetCoding Challenge Apr LeetCoding Challenge Feb LeetCoding Challenge Jan LeetCoding Challenge 100 Days Badge 2022 Dec LeetCoding Challenge Nov LeetCoding Challenge Level 3 Oct LeetCoding Challenge Algorithm I Level 1 Programming Skills I

Tech I Use

Area Technologies
Core Engineering Python TypeScript Dart Flutter C++ CMake
AI & ML OpenAI ONNX Runtime PyTorch Apache MXNet NVIDIA PhysicsNeMo LangChain LlamaIndex Qwen vLLM
Web FastAPI Astro React Next.js Tailwind CSS
Audio & Music AI Singing Voice Synthesis OpenUtau Pro Tools Scripting Library
Plug-in Development JUCE AAX VST3 Audio Units
Automation & Platforms GitHub Actions Discord

GitHub Snapshot

Profile details

Repos per language Most commit language

GitHub stats Productive time


Building practical AI and audio software for creators.

Pinned Loading

  1. software-salary software-salary Public

    台灣軟體工程師薪水分布與求職洞察

    Python 93 3

  2. ai-interview ai-interview Public

    Multilingual AI engineering interview flashcards with source-linked study notes and incremental updates.

    TypeScript 10 1

  3. music-detection music-detection Public

    Key & Tempo:瀏覽器 ONNX 與本機 Python 音樂 BPM、調性分析及 MIDI Tempo 匯出

    JavaScript 2

  4. HT-76 HT-76 Public

    JUCE FET compressor with Rev D and experimental Rev H models, vintage rack and dynamic views

    C++ 1

  5. TrackMate TrackMate Public

    Stem import assistant for Pro Tools: recognises each stem's instrument from its name and sound, proposes standard track names, categories and colours, detects the BPM, and imports everything via PT…

    Python 1 1

  6. karaoke-battle karaoke-battle Public

    Karaoke scoring app for streamers: vocal separation, melody transcription, live pitch tracking and scoring (Flutter + C++ engine, macOS/Windows)

    Dart 1