文章
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既新又隔離?CI 環境中 MicroVM 的取捨
AI 沙箱逃逸事件暴露了容器邊界的缺陷。Lambda MicroVM 確實能做到隔離——但 snapshot-restore 卻悄悄破壞了你的 CI 新鮮度證明。
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AI 工具鏈的翻轉:從存取到架構
AI 工具的存取問題已經解決。現在真正的挑戰是:協調三個 agent、三種記憶系統,以及信任邊界。這是一個能擴展的技術棧。
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Agent 需要的是架構,不是 Prompt
AgentSession 2847 悄悄搬移了受保護的狀態,還把自己的 workflow 標成 PASS。五個工程決策,把自主權限制在營運邊界之內。
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AI 複利效應定型前的最後半年
2026 下半年是 AI 導入落差開始固化成結構性優勢前的預備窗口。來看看你正在把自己建到哪一邊。
專案
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Trustless
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.
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UACP
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.
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Nora
A persistent member of one circle of friends, not a bot in their chat — present across Signal, Discord, WhatsApp and Instagram. A two-layer Strands Agents SDK rebuild: a tag path that answers when called, and an ambient observe-orient-decide-act loop with layered memory (notes, per-room state, Honcho) that lets her speak unprompted, gated by an explicit per-room policy.
工作室
nortrix.ioSystems engineering practice. Infrastructure architecture, distributed systems reliability, and agent-native platforms.
工作經歷
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Senior Site Reliability Engineer
Bowtie Life Insurance
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Chief Technology Officer
LookCard
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Technical Director
EDNS
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Technical Director
One2Cloud
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Associate Solutions Architect
CloudDuck
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Technical Program Intern
Amazon Web Services
社群
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AWS Community Builder
成就
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AI Tinkerers Global Hackathon — Finalist
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WorldSkills Medallion for Excellence
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STEM Excellence Award
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AWS AI Hackathon