• 7 min read
Engineering Leadership: My User Manual
A concise user manual that explains how I collaborate, make technical decisions, and communicate on cross-functional engineering projects.
Read ArticleHi, I'm Vincent
Tech Lead & Architect
Creator of the Aether Platform. Architecting the future of Safe GenAI infrastructure. Specializing in high-throughput distributed systems and scalable ML platforms.
Featured Projects
Engineering the next generation of AI infrastructure.
Sentinel
AI SecuritySaaS
A production-grade AI supervision layer that acts as a firewall for LLMs. Enforces compliance, safety, and quality standards in real-time.
System Design
Deep dives into the architecture of agentic systems.
v1.0 • Stable
Agentic Orchestration Patterns
Designing the operating system for AI: Durable execution, memory kernels, and cognitive architectures.
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v1.0 • Stable
Evaluation-Driven Development (EDD)
Moving from 'Vibe Checks' to metrics. A comprehensive framework for testing stochastic AI systems.
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v1.0 • Stable
The Architecture of a Semantic Firewall
How to design a low-latency, fail-closed security layer for autonomous agents. Lessons from building Guardian.
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Latest Insights
Writing about engineering, leadership, and AI.
• 3 min read
System Design: Defense-in-Depth for LLM Safety
A practical, layered safety architecture for GenAI systems: where to place guardrails, how to keep latency low, and how to handle edge cases.
Read Article • 1 min read
2026 展望：当 AI 不再只是陪聊，我们该何去何从？
站在 2025 的尾巴上，聊聊明年我看好的三个方向：Agent 的真正落地，端侧模型的逆袭，以及我们要如何搞定“可信度”这最后一公里。
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