Brand Operating Systems
Brands don't needmore content.They need a system.
品牌缺的不是內容，是一套能自己運轉的系統。
Most agencies sell you hours. I sell you a system — one that runs your brand's visuals, compliance, publishing and insights on its own, 365 days a year.
大多數代理商賣你的是「時數」，我賣你的是一套「系統」—— 它能自動處理你品牌的視覺、合規、發文與數據洞察，全年無休運轉。
What I Bring — 我能帶來的
Four pillars. None optional.
四大支柱，缺一不可。
Visual Judgment
視覺判斷力Ten years behind a camera. The taste comes first.
AI Pipelines
AI 工作流Self-built. Veo 3.1, custom agents, ffmpeg.
System Engineering
系統工程Cloudflare Workers, R2, D1, cron. Production-grade.
Compliance
合規把關Regulated industries. Zero tolerance.
Case Study — Ongoing
A Medical Aesthetics Group · 3 Brands
某醫美集團・三品牌平行代管
A medical aesthetics group needed to run 3 brands in parallel — 60+ content pieces monthly — under Taiwan's strict regulatory regime. Traditional agencies either missed the volume or violated compliance. Both were unacceptable.
某醫美集團需要同時代管三個品牌，每月產出 60+ 則內容，還得符合台灣嚴格的廣告法規。傳統代操要不是量跟不上，就是踩到紅線——兩者都不能接受。
18 posts · 30 stories · 12 short videos — every month, shipped from a pipeline I built myself.
每月 18 篇貼文、30 則限動、12 支短影音——全來自我自建的 pipeline。
Content pieces/mo
內容／月
Brands in parallel
品牌平行代管
Days autonomous
天自主運轉
Regulatory violations
法規違規
The Moat — 護城河
I don't use AI tools.
I build the pipeline.
我不只用 AI 工具——我自己建 pipeline。
Auto-Publishing Worker
自動發佈 Worker
Cloudflare Worker cron → Meta Graph API → FB + IG posts, stories and reels.
Compliance Agent
合規審查 Agent
32-term dictionary · LLM review · pre-publish gate on every caption.
Video Generation
影音生成管線
Veo 3.1 → ffmpeg crossfade → R2 bucket → CDN. End-to-end automated.
Insights Collection
數據回收
Scheduled snapshots · D1 / D3 / D7 / Final · 4 time-series per post.
Asset Persistence
素材永續層
R2 buckets · version-controlled · CDN-backed · zero egress fees.
Human-in-the-Loop
人機協作層
Claude Code agents review, rewrite, verify — I approve or override.
How It Works — 合作流程
From brief to autonomous.
從首次通話到自動運轉。
Discovery & Audit
品牌盤點
Brand audit · content gap report · regulatory risk scan.
System Architecture
系統設計
Workflow spec · compliance ruleset · publishing cadence.
Pipeline Build
管線建置
Worker deploy · agent training · dry-run in staging.
Content Sprint
上線運轉
Live auto-publishing · monitoring · first-month insights.
Autonomous Runtime
持續優化
Monthly insights report · iteration · system maintenance.
Services
What you can hire me for.
Brand Operating System
End-to-end content system: visual creation, compliance check, auto-publish, insights loop. Monthly retainer.
為你設計並交付一整套品牌作業系統——自動發佈、合規審查、數據回收、完整管線。系統歸你所有，交付後自己會跑。
AI Pipeline Build
Custom AI workflow for your specific use case. Video gen, text gen, data processing. Delivered as turnkey.
為你的特定需求打造客製化 AI 工作流。影音生成、文字生成、資料處理。交鑰匙交付。
System Architecture
Audit your existing stack and design a production-grade system. Cloudflare, cron, APIs, automation.
審計你的現有架構，設計 production-grade 系統。Cloudflare、cron、APIs、自動化。
Content Sprint
High-volume content production for a defined campaign. Photography, video, design, copy.
為特定活動進行高產量內容生產。攝影、影片、設計、文案。
Lab
Other Systems I've Built
其他我建的系統
CPBL Analytics
Live職棒數據分析
Full sabermetrics platform: 377 games, 28K plate appearances, 112K pitches. FastAPI + ECharts + GitHub Actions.
377 場比賽、28,502 打席、17 支 API、19 頁 dashboard——自建的中華職棒數據分析系統。
Fantasy Baseball System
Live夢幻棒球系統
3-league analytics engine: scout notes, FA reports, cheat sheets, Discord bot. Python + Cloudflare D1.
Yahoo API ＋ Discord bot ＋ scout notes 資料庫——跨三個聯盟整季自動運轉的戰情室。
Topic Map Generator
Shipped即時話題地圖
Interactive maps for trending topics. Template system, one-click deploy. Firefly sakura + Cherry blossom.
可重用的地圖模板，幾小時內就能上線一張季節主題地圖——同一套引擎，不同資料。
“The tools are public.
The system isn't.”工具誰都能用，系統沒辦法複製。
Murs Huang
黃彥儒
Brand Systems Engineer