AI 工具链的转向：访问问题解决了，架构才是硬骨头
AI 工具的访问已经不是问题了。真正的难点在于：怎么编排三个智能体、三种记忆系统，以及信任边界。下面是我自己用下来的一套可扩展的架构。
AI 智能体 · 记忆粒度 · 工具链设计 · 治理
文章
智能体需要的是架构，不是 Prompt
AgentSession 2847 是个标准反面教材：一次范围明确的重构，悄悄迁移了受保护的状态，凭空造出系统明令禁止的 recovery handler，还把自己工作流状态改成了 PASS。想让智能体的自主权不越界，靠的是五个工程层面的硬设计：宪法级约束、拒绝区、分权制衡、检索先行推理，以及机械强制执行。
AI 智能体 · 治理 · SRE · 平台工程
AI 优势固化前的最后半年：2026 H2 是你还能翻盘的窗口期
2026 年下半年是 AI 差距开始固化成结构性优势前的预备窗口。怎么知道自己正在建向哪一边？
AI 落地 · 技术战略 · 自动化 · 竞争壁垒 · 工作方式转型
项目
- 01 Trustless experimental
Experimental agent-native banking platform. Triple-entry ledger with PostgreSQL as source of truth, Hyperledger Fabric for cryptographic anchoring, and optional ZK proofs for privacy-preserving audit. AI agents participate as first-class regulated principals alongside humans.
Go · PostgreSQL · Hyperledger Fabric · Kafka · ZK Proofs
- 02 UACP active development
Universal Agent Control Plane — a runtime-neutral governance framework for AI agent work. Separates governance, deliberation, coordination, and execution into distinct planes, with a staged lifecycle (triage, propose, plan, execute, verify, resolve), adaptive evidence selection, and runtime enforcement via Guardian and Heartgate.
Python · Multi-Agent Governance · Docker
工作室
nortrix.io
Systems engineering practice. Infrastructure architecture, distributed systems reliability, and agent-native platforms.
工作经历
-
2025 Nov
– PresentSenior Site Reliability Engineer
Bowtie Life Insurance
Hong Kong
-
2023 Jun
– 2025 OctChief Technology Officer
LookCard
Hong Kong & Kuala Lumpur
-
2022 Apr
– 2024 DecTechnical Director
EDNS
Hong Kong & Singapore
-
2021 Jul
– 2024 DecTechnical Director
One2Cloud
Hong Kong, Taipei, Dubai, Singapore & Kuala Lumpur
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2020 Nov
– 2021 JunAssociate Solutions Architect
CloudDuck
Hong Kong
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2019 Oct
– 2020 OctTechnical Program Intern
Amazon Web Services
Hong Kong
成就
- 2026
AWS AI User Group Hong Kong
Organizer
- 2020 – 2023
AWS Community Builder
Cloud Computing
- 2022
WorldSkills Medallion for Excellence
Cloud Computing - South Korea
- 2020
STEM Excellence Award
Gold Award - Greater Bay Area
- 2018
AWS AI Hackathon
3rd Place
