Projects

Dedicated to analyzing, solving, and building systems around structural problems.

Real-Time Meeting Transcription｜Agora Square

Real-time meeting translation tool — tri-engine STT routing (Chinese: Qwen3-ASR + English: Groq Whisper + multilingual: Deepgram Nova-3 streaming recognition) with Claude Haiku translation, supporting 12-language auto-detection, glossary, and meeting summaries.

Translation Tool Deepgram Claude Haiku Real-time Streaming

Structural Significance When language becomes a barrier to collaboration, real-time translation is not just a tool — it's infrastructure that lets cross-border teams think on the same timescale. E2E latency of 1.6 seconds, faster than live human interpretation.

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CircleFlow

AI-driven data infrastructure for the circular economy. Connecting waste generators with resource processors, using data to rebuild visibility and trustworthiness in industrial material flows.

Circular Economy AI Platform ESG

Structural Significance Industrial civilization's linear model is exhausting its material base. CircleFlow addresses not just waste matching, but the reconstruction of 'material order' — making the flow, value, and ownership of resources trackable, trustworthy, and governable.

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Builder's Scorecard

A five-dimension AI-powered evaluation framework — from problem-solving power, market validation, technical moat, commercialization path to long-term sustainability. Paste a GitHub URL to get a product health report. Adapted from VC investment frameworks, recalibrated for builders.

AI Evaluation Tool Open Source Methodology

Structural Significance In an era where anyone can build tools, "shipping" is no longer the threshold — "what happens after you ship" is. Builder's Scorecard doesn't tell you good or bad; it prints the data across five dimensions, and you decide.

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Taiwan-Japan Industrial & Technology Integration

Promoting Taiwan-Japan collaboration across manufacturing, biomedical technology, regenerative systems, and cross-border trade. The focus goes beyond industry matchmaking — it's about how to build long-term trust across different institutional and cultural contexts, enabling technology and value to flow within a larger order.

Manufacturing Biomedical Circular Economy Cross-border Trade Trust Architecture

Structural Significance When industrial cooperation crosses borders, obstacles often lie not in technology but in differences of institutions, culture, and risk perception. This work addresses trust order — how to build sustainable cooperative structures across civilizational contexts, turning the flow of technology and value into long-term institutions rather than short-term opportunities.

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Multi-Model Cognitive Collaboration Framework

Structured debate and cross-validation across multiple language models, building more reliable cognitive foundations than any single model.

Multi-Agent Cognitive Infrastructure

Structural Significance A single model's output is opinion; the collision of multiple models approaches judgment. This framework addresses cognitive order — when the speed of information production far exceeds human processing capacity, how can individuals maintain the structural conditions for independent thinking and reliable decision-making?

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Knowledge Pipeline Automation

Building a fully automated knowledge pipeline with APIs, cron scheduling, and AI Skills. From collection in Get筆記 to daily sync, three-layer classification engine, and real-time AI queries via Cowork Skill—letting knowledge flow where it belongs.

Knowledge Management Automation API AI Skill

Structural Significance The bottleneck in knowledge management was never collection—it's classification and retrieval. When organizing is treated as a discipline-dependent habit, it's destined to fail. Pipeline thinking frees you from repetitive labor—it bets on API stability and correct logic, not human discipline.

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Cross-Platform Content Infrastructure

When discourse power is monopolized by algorithms, independent expression requires its own infrastructure.

Individual Infrastructure Independent Voice

Structural Significance Discourse order is being redistributed by platforms and algorithms. This infrastructure addresses the question: how can an individual maintain the independence and continuity of intellectual output without depending on any single platform?

📊 API Cost Dashboard 🛏️ Fitbit Single-Source Analysis 🏥 Dual-Device Integrated Analysis 🔬 Multi-Source Analysis (Planned)

Do you believe in long-termism too?

Moving across industries, I've come to believe that the things truly worth doing take time to build. From self-directed education, values and civilization, circular economy, to AI applications and Taiwan-Japan industrial cooperation — I care more about the long game than the short one. Let's connect.

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