970LAB
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Project practice, collaboration methods, and lessons grown from real work.

Lab notes2026-10-19 · AI Content Operations · Read 3 min

Can an AI content workflow work on a new computer and account?

First, I completed the 970LAB AI content workflow on a Mac mini. Later, I automated publishing for Guoma970 on a MacBook Pro. Two separate projects, and the next steps toward reusable instructions.

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Lab notes2026-10-13 · 970 LAB · Read 2 min

Modifying a keyboard base with ChatGPT

Starting with an existing model, then printing, checking the fit and feeding back what changed. Version two is in use; the six-part third version still needs a test print.

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Work notes2026-10-10 · AI Content Operations · Read 2 min

Claude stopped. My work kept moving.

Keep work records outside the AI account: where you got to, why you made a decision, and what comes next. Another AI can continue the work, but you still check the results and make the decisions.

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Typeface making2026-09-27 · Xiguo Companion · Read 2 min

The Textbook Letterforms Changed. So We Made a Handwriting Typeface.

From a worksheet mismatch to independently drawn letterforms and guide-line calibration, with a free two-page alphabet tracing PDF.

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Production notes2026-09-17 · AI Content Operations · Read 2 min

Someone asked for a Skill, so I started packaging my workflow.

Packaging voice, video, and content-operations workflows, testing them on another Mac, and clarifying the inputs. A process record, with no download in this update.

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Project overview2026-09-15 · 970.group · Read 2 min

A few months of vibe coding, and all these projects came out of it

Real needs in our family, existing business and everyday work became products, websites, tools, workflows—and our own handwriting typeface.

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Voice experiment2026-09-14 · AI Content Operations · Read 2 min

My video editor preferred my AI voice to my own recording

I made Chinese and English videos with an authorised AI version of my voice, then asked the editor who knows my recordings to listen to the finished clips.

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Build notes2026-09-13 · Yanfami Advisor Platform · Read 2 min

Turning years of renovation experience into tools with AI

Starting with the renovation timeline, I am organising scattered experience into internal tools and sharing the process.

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Voice experiment2026-09-13 · AI Content Operations · Read 2 min

AI finally sounded like me. Then I put it in a video.

A familiar voice was only the start. The pauses, delivery and full edit still needed a human listen.

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Collaboration method2026-09-07 · AI Content Operations · Read 4 min

When AI Says It’s Done, Ask These Six Delivery Questions

Check the project, exact revision, delivery environment, recipient access, important workflow and handoff record before treating done as delivered.

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Collaboration method2026-09-02 · AI Website Release Gate · Read 2 min

AI Finished the Website. Why Wouldn’t I Hit Publish Yet?

After AI has produced a page, release still requires six evidence layers, stop gates, a human decision, and public readback.

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Collaboration method2026-09-01 · 970.group · Read 5 min

Wait—we launched three brand sites in one day!

Brands stay independent; development can run in parallel, while production release stays site-by-site and serial.

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Practice note2026-08-31 · 970.group · Read 1 min

970.group: a website is not a one-time launch, but a system that can be read back

A page opening is only the start; content facts, Preview, production and public readback remain separate evidence layers.

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Collaboration method2026-08-29 · AI Content Operations · Read 1 min

How AI can carry a content team’s handoffs across writing, editing and publishing

The goal is not to replace every role, but to leave a usable artifact at every handoff.

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Practice note2026-08-26 · 970.group · Read 1 min

Why one build command changed a live website

A real incident showed that safety boundaries must describe consequences, not only action names.

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Product thinking2026-08-26 · Xiguo Companion · Read 1 min

Why a children’s app cannot be a smaller adult admin console

The Xiguo Companion redesign starts with a child’s current task, language and interaction order.

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Collaboration method2026-08-26 · 970.group · Read 1 min

How I work with different AIs

Organising models and tools around verifiable work instead of permanent job titles.

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Product method2026-08-17 · Xiaohongshu Renovation Questionnaire · Read 1 min

Why a public questionnaire still needs privacy and review boundaries

Helping people explain a problem should not require them to trade away privacy.

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Product method2026-08-26 · YANFAMI Mini Program · Read 1 min

A mini program cannot skip the four evidence layers from development to release

Trial, review and official release are different states.

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