From a first task to a maintainable way of working

Fifteen chapters in three stages: understand the boundaries, complete controlled deliveries, then apply the method in one continuous project.

01

Understand Codex and the boundaries of the work

Start with the product, permissions, and task definition, then complete a learning project a person can inspect.

01 English available

From Installation to Your First Task

Confirm the product, identity, interface, and permission boundaries before completing a verifiable read-only task.

02 English translation pending

How Codex Works

Follow a task through materials, tools, permissions, execution, and verification.

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03 English translation pending

Prepare Your First Learning Project

Use fictional material to practise read-only inputs, explicit outputs, human review, acceptance, and handoff.

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02

Turn the method into a repeatable workflow

Practise source checks, a single source of truth, multi-format outputs, human acceptance, recovery, and handoff.

04 English available

Turn the Method into a Repeatable Workflow

Connect material inventory, fact traceability, drafting, human acceptance, freezing, and handoff.

05 English available

Conduct Traceable Public Research

Build research boundaries, a source ledger, atomic claims, conflict records, and a reviewable delivery.

06 English available

Derive Multiple Deliverables from One Source of Truth

Derive long-form copy, short messages, and checklists from one fact base while keeping versions aligned.

07 English available

Complete the Capstone and Final Acceptance

Use one continuous case to complete boundary setting, production, human acceptance, recovery, and handoff.

03

Build a personal learning-material workbench

Follow one fictional project through organisation, delivery, tooling, takeover, batching, diagnosis, collaboration, and maintenance.

Chinese guided classroom Open the Chapters 8–15 workshop One shared exercise package · progress saved locally
08 English translation pending

Turn Scattered Materials into a Maintainable Library

Build an index, version boundaries, update rules, and human stop lines.

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09 English translation pending

Turn Materials into a Professional Delivery

Turn confirmed material into a reviewable summary and presentation outline.

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10 English translation pending

Build a Small Tool You Will Actually Use

Start with the minimum fields and build a task board that makes the next step visible.

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11 English translation pending

Take Over and Improve an Existing Small Project

Understand existing behaviour before making a minimal change with a clear rollback point.

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12 English translation pending

Turn Repetitive Work into Safe Batch Processing

Validate rules and exceptions on a small batch while keeping anomalies visible.

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13 English translation pending

Troubleshoot Wrong AI Output with Evidence

Establish inspectable evidence and scope before deciding whether to repair.

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14 English translation pending

Coordinate Multiple Roles Without Losing Control

Separate roles, review, and the final decision without mistaking participation for confirmation.

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15 English translation pending

Full Practice: Build a Maintainable Learning Workbench

Bring the preceding exercises together in an inspectable, maintainable, handoff-ready workbench.

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Read less. Do one complete cycle.

  1. 01

    Choose one chapterStart with the task in front of you, not the longest reading list.

  2. 02

    Work with fictional materialLearn the method without exposing private data or changing important systems.

  3. 03

    Keep the human gateA generated result is not accepted until a person checks it against the stated criteria.