文章
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Fresh 但唔 isolated：CI 入面 MicroVM 嘅 tradeoff
AI sandbox escapes 暴露咗 container boundaries 嘅漏洞。Lambda MicroVMs 做到 isolation——但 snapshot-restore 會靜靜雞整爛你 CI 嘅 freshness proof。
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AI tooling 逆轉：接駁搞掂咗，架構先係戰場
AI 工具接駁已經搞掂。而家難搞嘅係：三個 agent、三種 memory、同埋 trust boundary 點樣 orchestrate。呢個係我 scale 到嘅 stack。
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Agent 唔係靠 prompt 砌嘅，要靠 Architecture
AgentSession 2847 悄悄搬咗受保護嘅 state，仲自己將 workflow 標做 PASS。五個 engineering 決策，令 agent 嘅 autonomy 留喺 operation 範圍之內。
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AI Compounding 固化前最後六個月
2026 H2 係 AI adoption gap 開始 harden 成 structural advantage 之前嘅 preflight window，睇下你正喺 build 去邊一邊。
項目
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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
