# cangjie-skill | kangarooking | Knowledge Base | Instagit

把书、长视频、播客等高价值内容蒸馏成可执行的 Agent Skills

GitHub Stars: 3.5k

Repository: https://github.com/kangarooking/cangjie-skill

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## Articles

### [How Atomic Skill Design Prevents Anti-Patterns in cangjie-skill](/kangarooking/cangjie-skill/how-atomic-skill-design-prevents-anti-patterns)

Discover how atomic skill design in cangjie-skill prevents anti-patterns. Learn about the six invariants that ensure robust, maintainable, and verifiable skill development.

- Tags: best-practices
- Published: 2026-08-16

### [How to Apply RIA拆书法 Principles Beyond Books: A Complete Guide to Media-Agnostic Skill Extraction](/kangarooking/cangjie-skill/how-to-apply-ria-chaifa-principles-beyond-book)

Apply RIA拆书法 principles beyond books to videos podcasts and courses Extract skills from any media using the Cangjie Skill pipeline with transcripts

- Tags: how-to-guide
- Published: 2026-08-16

### [How User Confirmation Checkpoints Prevent Rework in Stages 0 and 1.5 of the RIA-TV++ Pipeline](/kangarooking/cangjie-skill/how-user-confirmation-checkpoints-prevent-rework)

User confirmation checkpoints in Stages 0 and 1.5 of the RIA-TV++ pipeline validate skeleton structure and candidate lists early, preventing costly rework.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Install Generated Skills to Claude Code or Cursor: Copy-to-Skills Method](/kangarooking/cangjie-skill/how-to-install-generated-skills-claude-cursor)

Learn the copy-to-skills method to install generated cangjie-skill for Claude Code or Cursor. Manually add custom skills to your IDE to activate them.

- Tags: how-to-guide
- Published: 2026-08-16

### [How the DIGEST.md Format Differs from Simple Summarization: A Structured Knowledge Distillation System](/kangarooking/cangjie-skill/how-digest-md-format-differs-summarization)

Discover how DIGEST.md's structured knowledge distillation surpasses simple summarization with triple-verified extracts, explicit failure modes, and navigable links.

- Tags: deep-dive
- Published: 2026-08-16

### [How GLOSSARY.md Functions as a Shared Terminology Dictionary in cangjie-skill](/kangarooking/cangjie-skill/how-glossary-md-functions-shared-terminology-dictionary)

Discover how GLOSSARY.md acts as a shared terminology dictionary in cangjie-skill, ensuring consistent vocabulary and preventing misinterpretations across AI skills.

- Tags: internals
- Published: 2026-08-16

### [How Cross-Skill Confusion Testing Works with Sibling Skills in Cangjie-Skill](/kangarooking/cangjie-skill/how-cross-skill-confusion-testing-works)

Learn how cross-skill confusion testing in Cangjie-Skill ensures sibling skills don't interfere. Discover unique skill identification with ambiguous prompts for robust LLM execution.

- Tags: how-to-guide
- Published: 2026-08-16

### [How the INDEX.md with Mermaid Citation Graphs Is Generated in cangjie-skill](/kangarooking/cangjie-skill/how-index-md-mermaid-citation-graphs-generated)

Discover how cangjie-skill automatically generates INDEX.md with Mermaid citation graphs using Jinja2 templates and Zettelkasten linking to visualize skill relationships like depends-on, contrasts-with, and composes-with.

- Tags: internals
- Published: 2026-08-16

### [How to Write a `test-prompts.json` File in Darwin-Compatible Format for Cangjie Skill](/kangarooking/cangjie-skill/how-to-write-test-prompts-json-darwin-compatible)

Learn to write test-prompts.json in Darwin-compatible format for Cangjie skill. Ensure reliable macOS parsing with UTF-8 encoding, LF line endings, and no trailing commas.

- Tags: how-to-guide
- Published: 2026-08-16

### [How the Cangjie-Skill Checkpoint and Resume Mechanism Uses PIPELINE_STATE.md](/kangarooking/cangjie-skill/how-checkpoint-resume-uses-pipeline-state-md)

Discover how the Cangjie-Skill checkpoint resume mechanism leverages PIPELINE_STATE.md to reliably restart interrupted pipelines. Learn to track progress with a simple markdown checklist.

- Tags: internals
- Published: 2026-08-16

### [How Stage 0 Adler Analysis Extracts Book Structure and Critique in Cangjie‑Skill](/kangarooking/cangjie-skill/how-stage-0-adler-analysis-extracts-book-structure)

Discover how Stage 0 Adler analysis extracts book structure and critique using four systematic steps, generating a ready-to-use BOOK_OVERVIEWmd artifact for further skill extraction.

- Tags: deep-dive
- Published: 2026-08-16

### [How to Define Accurate Trigger Conditions (A2 Field) for Callable Skills](/kangarooking/cangjie-skill/how-to-define-accurate-trigger-conditions-a2-field)

Master defining accurate trigger conditions for callable skills in the A2 field. Ensure your skill activates correctly with this essential guide.

- Tags: how-to-guide
- Published: 2026-08-16

### [How cangjie-skill Integrates with Darwin-skill for Automatic Skill Evolution](/kangarooking/cangjie-skill/how-cangjie-skill-integrates-darwin-skill-evolution)

Learn how cangjie-skill integrates with darwin-skill for automatic skill evolution. Discover how to test, compare, and evolve skills without manual retraining.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Design Pressure Tests with Decoy Prompts That Should Not Trigger the Skill](/kangarooking/cangjie-skill/how-to-design-pressure-tests-decoy-prompts)

Design effective pressure tests for cangjie-skill using decoy prompts. Learn to create should_not_trigger cases for zero false positives and ensure accurate skill activation.

- Tags: how-to-guide
- Published: 2026-08-16

### [How to Create a SKILL.md File Using the R/I/A1/A2/E/B Template in Cangjie-Skill](/kangarooking/cangjie-skill/how-to-create-skill-md-template)

Learn to create a SKILL.md file for Cangjie-Skill using the R/I/A1/A2/E/B template. Fill placeholders with your skill details and get started quickly.

- Tags: how-to-guide
- Published: 2026-08-16

### [What Are the Differences Between the Five Parallel Extractors in Cangjie-Skill?](/kangarooking/cangjie-skill/differences-between-five-parallel-extractors)

Explore the distinct semantic classes of Cangjie-skill's five parallel extractors: principles, glossary terms, frameworks, cases, and counter-examples. Understand their specializations.

- Tags: deep-dive
- Published: 2026-08-16

### [How the RIA-TV++ Pipeline Works: A Complete Guide to Its 7 Stages](/kangarooking/cangjie-skill/how-ria-tv-pipeline-works-stages)

Uncover the 7 stages of the RIA-TV++ pipeline Learn how it transforms text into agent-executable skills through extraction verification and testing

- Tags: deep-dive
- Published: 2026-08-16

### [How to Install Generated Skills in Claude Code or Cursor: A Step-by-Step Guide](/kangarooking/cangjie-skill/install-generated-skills-claude-cursor)

Learn how to install generated skills in Claude Code or Cursor with this step-by-step guide. Easily add custom functionalities to your AI development workflow.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Establish Skill-to-Skill Relationships in Zettelkasten for cangjie-skill: A Practical Guide](/kangarooking/cangjie-skill/best-practices-zettelkasten-skill-relationships)

Master skill to skill relationships in Zettelkasten for cangjie skill using depends on contrasts with and composes with. Build a navigable knowledge graph easily.

- Tags: best-practices
- Published: 2026-08-15

### [What Audit Trails Are Preserved in the `rejected/` Directory of cangjie-skill? A Complete Guide](/kangarooking/cangjie-skill/audit-trails-rejected-directory-cangjie-skill)

Discover what audit trails are preserved in the rejected/ directory of cangjie-skill. Learn how it stores unit failures and rejection reasons for troubleshooting.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Determine Trigger Conditions (A2 Field) for Skill Descriptions in cangjie-skill](/kangarooking/cangjie-skill/determine-trigger-conditions-a2-field-skill-descriptions)

Learn to set trigger conditions A2 for cangjie-skill descriptions. Define future triggers using user scenarios, language signals, and skill differentiation for Claude activation.

- Tags: how-to-guide
- Published: 2026-08-15

### [User Confirmation Process in Stage 0 and Stage 1.5 of cangjie-skill: Complete Workflow Guide](/kangarooking/cangjie-skill/user-confirmation-process-stage-0-1-5-cangjie-skill)

Master the cangjie-skill user confirmation process in Stage 0 and Stage 1.5. Learn how to actively approve or reject proposed skills for seamless workflow progression.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Handle Long Texts Exceeding Agent Context Limits in cangjie-skill](/kangarooking/cangjie-skill/handle-long-texts-exceeding-context-limits-cangjie-skill)

Learn how cangjie-skill handles long texts exceeding agent context limits using parallel chunking and specialized extractors. Process large documents efficiently without context issues.

- Tags: how-to-guide
- Published: 2026-08-15

### [cangjie-skill Directory Structure Explained: candidates/, rejected/, and verified.md](/kangarooking/cangjie-skill/directories-candidates-rejected-verified-md-cangjie-skill)

Understand the cangjie-skill directory structure: candidates/, rejected/, and verified.md. Learn how these directories manage your skills through a three-stage audit process for efficient delivery.

- Tags: internals
- Published: 2026-08-15

### [How to Design Effective Test Prompts with Decoy Scenarios for cangjie‑skill](/kangarooking/cangjie-skill/design-effective-test-prompts-decoy-scenarios)

Design effective test prompts with decoy scenarios for cangjie-skill using a three-category JSON schema. Pressure-test AI skills and prevent false positives with misleading prompts.

- Tags: best-practices
- Published: 2026-08-15

### [Cangjie-Skill vs Nuwa-Skill: Understanding the Distillation Differences in the kangarooking Ecosystem](/kangarooking/cangjie-skill/difference-cangjie-skill-nuwa-skill-distillation)

Discover the core differences between Cangjie-Skill and Nuwa-Skill in distillation. Learn how Cangjie distills content into skills and Nuwa distills personas for the kangarooking ecosystem.

- Tags: deep-dive
- Published: 2026-08-15

### [How cangjie-skill Handles Non-Book Content: A Guide to Processing Video and Podcast Transcripts](/kangarooking/cangjie-skill/handling-non-book-content-cangjie-skill)

Discover how cangjie-skill processes non-book content like video and podcast transcripts through its unified five-stage pipeline. Learn to handle diverse long-form text effectively.

- Tags: how-to-guide
- Published: 2026-08-15

### [What Are the Five Quality Red Lines That Must Not Be Violated in cangjie-skill?](/kangarooking/cangjie-skill/quality-red-lines-cangjie-skill)

Discover the five critical quality red lines in cangjie-skill that prevent skill generation. Learn about disallowed content, sensitive data, misinformation, harmful advice, and copyright issues.

- Tags: best-practices
- Published: 2026-08-15

### [How cangjie-skill, nuwa-skill, and darwin-skill Form an Integrated Ecosystem for Knowledge Distillation](/kangarooking/cangjie-skill/integration-ecosystem-cangjie-nuwa-darwin-skill)

Explore the integrated ecosystem of cangjie-skill, nuwa-skill, and darwin-skill. Learn how they form a closed-loop pipeline for knowledge distillation and continuous skill evolution.

- Tags: architecture
- Published: 2026-08-15

### [How Pressure Testing with Darwin-Skill Compatibility Works in Stage 4 of cangjie-skill](/kangarooking/cangjie-skill/pressure-testing-darwin-skill-compatibility-stage-4)

Discover how Stage 4 of cangjie-skill utilizes pressure testing with darwin-skill compatibility to ensure skills activate accurately from public descriptions alone.

- Tags: how-to-guide
- Published: 2026-08-15

### [How to Construct a Skill Using R/I/A1/A2/E/B Structure in cangjie-skill](/kangarooking/cangjie-skill/skill-construction-riae-structure-cangjie-skill)

Learn to build AI skills with cangjie-skill using the R I A1 A2 E B structure. Understand each component for effective AI development.

- Tags: how-to-guide
- Published: 2026-08-15

### [What Are the Verification Checks (V1, V2, V3) in Stage 1.5 of cangjie-skill?](/kangarooking/cangjie-skill/verification-checks-stage-1-5-cangjie-skill)

Understand V1, V2, and V3 verification checks in Stage 1.5 of cangjie-skill. Learn about evidence support, predictive power, and non-commonsense uniqueness for your technical projects.

- Tags: deep-dive
- Published: 2026-08-15

### [How the Five Parallel Sub-Agents Divide Work in cangjie-skill: Architecture and Implementation](/kangarooking/cangjie-skill/how-parallel-sub-agents-divide-work-cangjie-skill)

Learn how cangjie-skill uses five parallel sub-agents Principle Glossary Framework Counter Example and Case extractors to efficiently divide prompt processing and specialized extraction tasks simultaneously.

- Tags: architecture
- Published: 2026-08-15

### [How `BOOK_OVERVIEW.md` Is Generated by Adler Analysis in cangjie-skill](/kangarooking/cangjie-skill/how-book-overview-md-generated-adler-analysis)

Discover how BOOK_OVERVIEW.md generation works in cangjie-skill. Learn about the four-step Adler analysis pipeline: Structural, Interpretive, Critical, and Applicability.

- Tags: internals
- Published: 2026-08-15

### [What Is Adler Analysis in Stage 0 of the Cangjie‑Skill Pipeline? A Complete Guide](/kangarooking/cangjie-skill/what-is-adler-analysis-stage-0-cangjie-skill)

Understand Adler analysis in Stage 0 of the cangjie-skill pipeline. This guide explains the foundational whole-book interpretation step before skill extraction.

- Tags: deep-dive
- Published: 2026-08-15

### [How the RIA-TV++ Pipeline Works in kangarooking/cangjie-skill: A 7-Stage Guide](/kangarooking/cangjie-skill/how-ria-tv-pipeline-works-cangjie-skill)

Understand the RIA-TV++ pipeline in kangarooking/cangjie-skill. This 7-stage guide explains parallel extraction, triple verification, and iterative testing to create agent-ready skill definitions.

- Tags: deep-dive
- Published: 2026-08-15

### [How to Batch Process Multiple Books for Skill Distillation with cangjie-skill](/kangarooking/cangjie-skill/batch-process-multiple-books-skill-distillation)

Learn to batch process multiple books for skill distillation using cangjie-skill's seven-stage pipeline. Utilize PIPELINE_STATE.md checkpoints for safe restarts and efficient failure isolation.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Create a DIGEST.md 精华长文 for Readers Who Prefer Summaries](/kangarooking/cangjie-skill/create-digest-md-for-book-summaries)

Learn how to create a DIGEST.md精华长文 to provide concise, high-density summaries of complex information for readers who prefer distilled content. Enhance reader engagement today.

- Tags: how-to-guide
- Published: 2026-08-14

### [`candidates/` vs `rejected/` Directories in cangjie-skill: Audit Pipeline Explained](/kangarooking/cangjie-skill/candidates-vs-rejected-directories-difference)

Understand cangjie-skill's candidates/ and rejected/ directories. Learn how these directories store raw data and failed verifications for complete pipeline traceability.

- Tags: internals
- Published: 2026-08-14

### [What Is the Purpose and Generation of GLOSSARY.md in Cangjie-Skill?](/kangarooking/cangjie-skill/purpose-and-generation-of-glossary-md)

Discover the purpose and generation of GLOSSARY.md in Cangjie-Skill. Learn how this centralized term dictionary is automatically created from candidate terminology during the build process.

- Tags: documentation
- Published: 2026-08-14

### [How to Use video-downloader Skill for Video Content Preparation: A Complete Guide](/kangarooking/cangjie-skill/use-video-downloader-skill-prepare-video-content)

Learn how to use the video-downloader skill for video content preparation. Download videos, extract subtitles, and generate transcripts to streamline your workflow.

- Tags: how-to-guide
- Published: 2026-08-14

### [What Types of Content Can Be Distilled into Skills? Complete Guide to RIA-TV++ Inputs](/kangarooking/cangjie-skill/what-content-types-can-be-distilled-into-skills)

Learn how cangjie-skill transforms text content into executable Claude skills. Discover the RIA-TV++ pipeline and distill your reusable methodology into atomic skills.

- Tags: getting-started
- Published: 2026-08-14

### [How to Validate if a Skill Passes All Three Verification Criteria in Cangjie-Skill](/kangarooking/cangjie-skill/validate-skill-passes-three-verification-criteria)

Learn how to validate if a skill passes all three verification criteria V1 V2 and V3 in Cangjie-Skill. Ensure your skill meets all requirements for successful submission.

- Tags: how-to-guide
- Published: 2026-08-14

### [How the Adler Four-Step Analysis Method Powers Stage 0 Book Comprehension in Cangjie-Skill](/kangarooking/cangjie-skill/adler-four-step-analysis-method-stage-0)

Unlock Stage 0 book comprehension with the Adler four-step analysis method. Explore its Structural, Interpretive, Critical, and Applicability phases for deeper understanding before AI skill extraction.

- Tags: deep-dive
- Published: 2026-08-14

### [How to Create `test-prompts.json` with Specific Test Case Types for Cangjie Skills](/kangarooking/cangjie-skill/create-test-prompts-json-with-test-cases)

Learn how to create test-prompts.json for Cangjie skills. Understand the three essential test case types: should_trigger, should_not_trigger, and edge_case to validate your skill's logic effectively.

- Tags: how-to-guide
- Published: 2026-08-14

### [How cangjie‑skill Works with darwin‑skill for Automatic Skill Evolution](/kangarooking/cangjie-skill/cangjie-skill-vs-darwin-skill-relationship)

Discover how cangjie-skill works with darwin-skill to automatically test, compare, and evolve distilled book skills. Streamline your skill evolution process without manual retraining.

- Tags: deep-dive
- Published: 2026-08-14

### [How Checkpoint and Resume Works with PIPELINE_STATE.md in Cangjie-Skill](/kangarooking/cangjie-skill/checkpoint-resume-functionality-pipeline-state-md)

Learn how cangjie-skill checkpoint and resume functionality uses PIPELINE_STATE.md to track pipeline stages and resume interrupted runs seamlessly.

- Tags: internals
- Published: 2026-08-14

### [The Five Quality Red Lines for Skill Distillation in Cangjie-Skill](/kangarooking/cangjie-skill/five-quality-red-lines-skill-distillation)

Discover the five quality red lines for skill distillation in Cangjie-Skill. Ensure your skills pass triple verification, structure, citation, bait testing, and trigger conditions for acceptance.

- Tags: best-practices
- Published: 2026-08-14

### [What Do the R, I, A1, A2, E, B Fields in SKILL.md Signify? A Complete Field Guide](/kangarooking/cangjie-skill/meaning-of-r-i-a1-a2-e-b-fields-skill-md)

Unlock the meaning behind SKILL.md fields R, I, A1, A2, E, B. Understand this six-part AI skill documentation template for enhanced agent understanding and execution.

- Tags: api-reference
- Published: 2026-08-14

### [How to Integrate Distilled cangjie-skill Skills with Claude Code or Cursor](/kangarooking/cangjie-skill/integrate-distilled-skills-claude-code-cursor)

Integrate distilled cangjie-skill skills with Claude Code or Cursor easily. Learn how to link your generated skills for seamless project integration.

- Tags: how-to-guide
- Published: 2026-08-14

### [Stage 4 Pressure Testing in Cangjie-Skill: How '诱饵' (Bait) Questions Validate Skill Triggers](/kangarooking/cangjie-skill/pressure-testing-process-stage-4-bait-questions)

Validate skill triggers in Stage 4 pressure testing using bait questions. Expose false positives before deployment with blind sub-agent evaluation. Ensure accuracy and reliability.

- Tags: testing
- Published: 2026-08-14

### [Skill Distillation Output Directory Structure: Complete Guide to cangjie-skill Artifacts](/kangarooking/cangjie-skill/output-directory-structure-after-skill-distillation)

Understand the cangjie-skill artifact output directory structure. Discover SKILL.md templates assets methodology and documentation files for executable AI skills.

- Tags: how-to-guide
- Published: 2026-08-14

### [How to Create a New Skill from a Book Using cangjie-skill: Complete RIA-TV++ Pipeline Guide](/kangarooking/cangjie-skill/how-to-create-new-skill-from-book-cangjie-skill)

Learn to create new AI skills from books using cangjie-skill. This guide details the RIA-TV++ pipeline for extracting and packaging knowledge for your AI agents.

- Tags: how-to-guide
- Published: 2026-08-14

### [Cangjie-Skill Stage 1 Parallel Extractors: What Are the Five Roles and How They Work](/kangarooking/cangjie-skill/roles-of-five-parallel-extractors-stage-1)

Discover the five parallel extractors in Cangjie-Skill Stage 1: framework, principle, case, counter-example, and glossary. Learn how each independently scans for unique knowledge types to boost coverage.

- Tags: internals
- Published: 2026-08-14

### [Triple Verification Process (V1, V2, V3) in Cangjie-Skill Distillation Explained](/kangarooking/cangjie-skill/explain-triple-verification-process-skill-distillation)

Understand Cangjie-skill's triple verification process V1 V2 V3. Learn how this quality filter validates extracted knowledge for cross-domain evidence predictive power and uniqueness.

- Tags: deep-dive
- Published: 2026-08-14

### [Cangjie‑Skill vs Nuwa‑Skill: Key Differences in AI Knowledge Distillation](/kangarooking/cangjie-skill/cangjie-skill-vs-nuwa-skill-difference)

Discover the key differences between Cangjie-skill and Nuwa-skill. Cangjie-skill creates executable knowledge skills from texts, while Nuwa-skill replicates personal thinking for role-play.

- Tags: comparison
- Published: 2026-08-14

### [How the RIA-TV++ Pipeline Distills Books into Executable Skills: A Complete Technical Guide](/kangarooking/cangjie-skill/how-ria-tv-pipeline-distills-books-into-skills)

Discover how the RIA-TV++ pipeline converts books into executable AI skills. This technical guide details the seven stages from analysis to deployment in the kangarooking/cangjie-skill repository.

- Tags: deep-dive
- Published: 2026-08-14

### [How to Audit and Recover Rejected Candidates from the `rejected/` Directory](/kangarooking/cangjie-skill/audit-recover-rejected-candidates)

Learn how to audit and recover rejected candidates from the rejected/ directory in kangarooking/cangjie-skill. Reclaim valuable items and improve your candidate pool.

- Tags: how-to-guide
- Published: 2026-08-13

### [How Boundary Conditions (B Field) Prevent Skill Misuse in Cangjie-Skill](/kangarooking/cangjie-skill/boundary-conditions-b-field-prevent-misuse)

Learn how cangjie-skill's B field boundary conditions prevent skill misuse by filtering inappropriate contexts before execution, ensuring reliable and accurate skill application.

- Tags: internals
- Published: 2026-08-13

### [How to Create Effective Execution Steps (E Field) for Agents in Cangjie-Skill](/kangarooking/cangjie-skill/create-effective-execution-steps-e-field)

Learn to create effective execution steps E field for agents. Transform methodology into clear, auditable workflows for deterministic agent action. Improve your cangjie skill agent execution today.

- Tags: how-to-guide
- Published: 2026-08-13

### [Light User Confirmation in Cangjie-Skill: What It Validates Between Pipeline Stages](/kangarooking/cangjie-skill/light-user-confirmation-stage-validation)

Discover how light user confirmation validates candidate titles for skill files in Cangjie-Skill, ensuring user agreement before resource-intensive RIA++ construction.

- Tags: internals
- Published: 2026-08-13

### [How to Design Decoy Test Prompts for Cross-Skill Confusion in Cangjie-Skill](/kangarooking/cangjie-skill/design-decoy-test-prompts-cross-skill-confusion)

Design effective decoy test prompts for Cangjie-Skill to detect cross-skill confusion. Learn how synthetic utterances prevent unintended activation and improve intent recognition before deployment.

- Tags: testing
- Published: 2026-08-13

### [How to Define Triggers in Skill Description Fields for Invocation in kangarooking/cangjie-skill](/kangarooking/cangjie-skill/define-triggers-skill-description-invocation)

Learn how to define triggers in skill description fields for invocation in kangarooking/cangjie-skill. Use 'when to use' scenarios with language signals in Chinese and English.

- Tags: how-to-guide
- Published: 2026-08-13

### [How to Handle Long Texts Exceeding Single Sub-Agent Context Limits in Cangjie-Skill](/kangarooking/cangjie-skill/handle-long-texts-sub-agent-context)

Easily handle long texts exceeding sub-agent context limits in Cangjie Skill. Chunk oversized inputs, maintain context with BOOK_OVERVIEW.md, and keep slices under 50,000 characters.

- Tags: how-to-guide
- Published: 2026-08-13

### [How the Adler Analysis Reading Method Works in Stage 0: A Complete Guide](/kangarooking/cangjie-skill/adler-analysis-reading-method-stage-0)

Discover the Adler analysis reading method in Stage 0. Learn this four-step critical reading process that creates a global context for skill extraction. Understand its function now.

- Tags: deep-dive
- Published: 2026-08-13

### [What Quality Red Lines Prevent Skill Output Generation in cangjie-skill?](/kangarooking/cangjie-skill/skill-output-quality-red-lines)

Discover the five quality red lines that prevent skill output generation in cangjie-skill. Learn how to avoid Triple-Verification failure, missing sections, and more to ensure successful skill development.

- Tags: how-to-guide
- Published: 2026-08-13

### [Output Files Generated by cangjie-skill: Complete Documentation Pipeline Guide](/kangarooking/cangjie-skill/cangjie-skill-output-files)

Discover the five key output files generated by cangjie-skill: SKILL.md, INDEX.md, DIGEST.md, BOOK_OVERVIEW.md, and test-prompts.json. Master documentation generation with this guide.

- Tags: documentation
- Published: 2026-08-13

### [What Source Content Formats Does cangjie-skill Support?](/kangarooking/cangjie-skill/cangjie-skill-supported-content-formats)

Discover the source content formats cangjie-skill supports. Learn how to use Markdown for skill definitions and JSON for automated testing.

- Tags: api-reference
- Published: 2026-08-13

### [Cangjie-Skill vs Nuwa-Skill vs Darwin-Skill: The Complete Skill Ecosystem Guide](/kangarooking/cangjie-skill/cangjie-nuwa-darwin-skill-ecosystem)

Explore the Cangjie-Skill ecosystem and its relationship with Nuwa-Skill and Darwin-Skill. Understand how these three layers enable AI agents to distill structure and evolve knowledge.

- Tags: deep-dive
- Published: 2026-08-13

### [How to Install Distilled Skills into Claude Code or Cursor Skills Directory](/kangarooking/cangjie-skill/install-distilled-skills-claude-cursor)

Easily install distilled skills into Claude Code or Cursor by copying skill folders to your skills directory. Learn the simple steps for user-level, project, or Cursor installations.

- Tags: how-to-guide
- Published: 2026-08-13

### [Understanding the R/I/A1/A2/E/B Skill Structure: A Complete Guide to RIA++](/kangarooking/cangjie-skill/ria1a2eb-skill-structure-population)

Master the R/I/A1/A2/E/B skill structure. Learn how to transform raw data into executable AI skills with this comprehensive guide. Understand reference, interpretation, examples, triggers, execution, and boundaries.

- Tags: deep-dive
- Published: 2026-08-13

### [How Pressure Testing with Darwin-Skill Compatible test-prompts.json Works in Cangjie-Skill](/kangarooking/cangjie-skill/pressure-testing-darwin-skill-prompts)

Learn how pressure testing with Darwin-skill compatible test-prompts.json validates Cangjie-Skill trigger logic. Ensure accuracy before delivery with blind sub-agent evaluation.

- Tags: how-to-guide
- Published: 2026-08-13

### [How Zettelkasten Linking Connects Skills in Stage 3 of the Cangjie Skill Pipeline](/kangarooking/cangjie-skill/zettelkasten-linking-stage-3)

Discover how Zettelkasten linking transforms atomic skills into a connected knowledge network in Stage 3 of the Cangjie Skill Pipeline. Learn about depends-on, contrasts-with, and composes-with relationships.

- Tags: deep-dive
- Published: 2026-08-13

### [The 5 Parallel Extractors in cangjie-skill: Architecture, Functions, and YAML Examples](/kangarooking/cangjie-skill/5-parallel-extractors-functions)

Explore cangjie-skill's 5 parallel extractors framework principle case counter-example glossary. Understand their functions and get YAML examples for structured knowledge extraction.

- Tags: architecture
- Published: 2026-08-13

### [Triple Verification (V1, V2, V3) in cangjie-skill: How It Filters Candidates](/kangarooking/cangjie-skill/triple-verification-candidate-filtering)

Discover Triple Verification V1 V2 V3 in cangjie-skill. Learn how this three-stage quality gate filters extracted units, ensuring only cross-domain applicable candidates become skill packs.

- Tags: deep-dive
- Published: 2026-08-13

### [What Are the Outputs of Each Stage in the RIA-TV++ Pipeline?](/kangarooking/cangjie-skill/ria-tv-pipeline-stage-outputs)

Explore the RIA-TV++ pipeline and discover the seven distinct artifacts it produces. Learn how raw source material transforms into deployable skill units with this technical overview.

- Tags: deep-dive
- Published: 2026-08-13

### [How the RIA-TV++ 7-Stage Pipeline Works in cangjie-skill: A Complete Technical Breakdown](/kangarooking/cangjie-skill/ria-tv-7-stage-pipeline-function)

Uncover the RIA-TV++ 7-stage pipeline in cangjie-skill. Learn how raw text transforms into agent-ready skills through comprehension, extraction, verification, authoring, linking, testing, and delivery.

- Tags: deep-dive
- Published: 2026-08-13

### [Minimum Viable Distillation for Cangjie-Skill: 7-Step RIA-TV++ Pipeline Explained](/kangarooking/cangjie-skill/what-is-the-minimum-viable-distillation-for-cangjie-skill)

Learn the minimum viable distillation for Cangjie-Skill using the 7-step RIA-TV++ pipeline. Understand how to create a single SKILL.md file with supporting documents.

- Tags: deep-dive
- Published: 2026-08-11

### [How Cangjie-Skill Handles Non-Book Content: Courses, Interviews, and Podcasts Explained](/kangarooking/cangjie-skill/how-does-cangjie-skill-handle-non-book-content-like-courses-or-interviews)

Discover how Cangjie-skill processes non-book content like courses and interviews. Learn about its five-stage RIA++ pipeline and metadata adjustments for efficient source tracking.

- Tags: deep-dive
- Published: 2026-08-11

### [What Is GLOSSARY.md in Cangjie‑skill? Understanding the Central Terminology Dictionary](/kangarooking/cangjie-skill/what-is-the-role-of-the-glossary-md-file-in-cangjie-skill)

Discover the crucial role of GLOSSARY.md in Cangjie-skill. This file acts as the central terminology dictionary, consolidating all terms and definitions for your reference.

- Tags: internals
- Published: 2026-08-11

### [What Happens When a Skill Fails Pressure Testing in Cangjie-Skill: A Complete Breakdown](/kangarooking/cangjie-skill/what-happens-if-a-skill-fails-pressure-testing-in-cangjie-skill)

Discover what happens when a Cangjie skill fails pressure testing. Learn how it's reconstructed in Stage 2 until it passes blind evaluation with an 80% pass rate.

- Tags: deep-dive
- Published: 2026-08-11

### [AI Agents Compatible with Cangjie‑Skill Outputs: Claude Code, Cursor & OpenClaw](/kangarooking/cangjie-skill/what-ai-agents-are-compatible-with-cangjie-skill-outputs)

Discover AI agents compatible with Cangjie-skill outputs including Claude Code, Cursor, and OpenClaw. Learn how to integrate skill packs easily.

- Tags: api-reference
- Published: 2026-08-11

### [What Is BOOK_OVERVIEW.md in Cangjie‑Skill? Understanding the Stage‑0 Anchor of the RIA‑TV++ Pipeline](/kangarooking/cangjie-skill/what-is-the-purpose-of-book-overview-md-in-cangjie-skill)

Discover the purpose of BOOK_OVERVIEW.md in Cangjie-skill. Learn how this stage-0 anchor provides a high-level book summary for efficient data extraction.

- Tags: deep-dive
- Published: 2026-08-11

### [Cangjie-Skill Distillation Output Structure: A Complete Directory Guide](/kangarooking/cangjie-skill/what-is-the-output-structure-of-cangjie-skill-distillation)

Explore the Cangjie-skill distillation output structure. Discover how to generate agent-ready skill packs with markdown files JSON tests and organized sub-folders for AI integration.

- Tags: architecture
- Published: 2026-08-11

### [How Cangjie-Skill Distills Video and Podcast Content: A Complete Workflow Guide](/kangarooking/cangjie-skill/how-does-cangjie-skill-handle-video-and-podcast-content-for-distillation)

Learn how Cangjie-skill distills video and podcast content. This guide explains its five-stage pipeline processing text transcripts for efficient content summarization.

- Tags: how-to-guide
- Published: 2026-08-11

### [What Is Pressure Testing in Cangjie-Skill and How to Perform It](/kangarooking/cangjie-skill/what-is-pressure-testing-in-cangjie-skill-and-how-is-it-performed)

Learn what pressure testing in Cangjie-skill is and how to perform it. This crucial fourth stage ensures trigger accuracy and output quality using blind testing.

- Tags: how-to-guide
- Published: 2026-08-11

### [RIA++ Skill Format Explained: Reading‑Interpretation‑Application‑Boundary for AI Agents](/kangarooking/cangjie-skill/what-is-the-ria-skill-format)

Understand the RIA++ skill format a six segment structure for AI agents. Learn how to transform verified knowledge into machine executable skills with this explanation.

- Tags: deep-dive
- Published: 2026-08-11

### [Triple Verification in Cangjie-Skill: The 3 Criteria for High‑Quality AI Skills](/kangarooking/cangjie-skill/what-are-the-criteria-for-triple-verification-in-cangjie-skill)

Discover Cangjie-skill triple verification criteria: cross-domain evidence, predictive power, and uniqueness. Learn how to build high-quality AI skills with these essential checks.

- Tags: deep-dive
- Published: 2026-08-11

### [How Cangjie-Skill Handles Parallel Extraction of Knowledge: A 5-Agent Pipeline Explained](/kangarooking/cangjie-skill/how-does-cangjie-skill-handle-parallel-extraction-of-knowledge)

Discover how Cangjie-skill achieves parallel knowledge extraction with a 5-agent pipeline. Learn about simultaneous agent execution, automatic chunking, and fallback mechanisms for efficient data processing.

- Tags: deep-dive
- Published: 2026-08-11

### [How to Determine if Content is Suitable for Cangjie-Skill Distillation: 5 Validation Criteria](/kangarooking/cangjie-skill/how-to-determine-if-content-is-suitable-for-cangjie-skill-distillation)

Discover 5 key criteria to validate your content for Cangjie-Skill distillation. Ensure your frameworks checklists and decision procedures are actionable and verifiable for optimal results.

- Tags: best-practices
- Published: 2026-07-22

### [How Glossary Extraction and Indexing Works in Cangjie-Skill: A Two-Stage Pipeline](/kangarooking/cangjie-skill/how-does-the-glossary-extraction-and-indexing-process-work)

Learn how Cangjie-Skill uses a two-stage pipeline for glossary extraction and indexing. Discover parallel candidate extraction and Zettelkasten-style linking for curated terminology.

- Tags: internals
- Published: 2026-07-22

### [How to Audit and Review Rejected Candidates in the Cangjie-Skill Pipeline](/kangarooking/cangjie-skill/how-to-audit-and-review-rejected-candidates)

Learn to audit and review rejected candidates in the Cangjie-Skill pipeline. Examine rejection reasons in markdown files for systematic human review and process improvement.

- Tags: how-to-guide
- Published: 2026-07-22

### [How to Install Distilled Skills to Claude Code or Cursor Skills Directory](/kangarooking/cangjie-skill/how-to-install-distilled-skills-to-claude-code-or-cursor-skills-directory)

Easily install distilled skills for Claude Code or Cursor by copying skill folders into your AI agent's directory. Follow simple steps to integrate custom skills quickly.

- Tags: how-to-guide
- Published: 2026-07-22

### [How to Design Cross-Skill Confusion Tests in test-prompts.json](/kangarooking/cangjie-skill/how-to-design-cross-skill-confusion-tests-in-test-prompts-json)

Design effective cross-skill confusion tests in test-prompts.json to ensure your LLM correctly routes ambiguous queries, preventing false positives and improving accuracy.

- Tags: testing
- Published: 2026-07-22

### [How to Add Custom Extractors Beyond the Default Five in Cangjie-Skill](/kangarooking/cangjie-skill/how-to-add-custom-extractors-beyond-the-5-default-ones)

Learn how to add custom extractors beyond the 5 default ones in Cangjie-Skill. Create a new extractor file, register it in SKILL.md, and enhance your extraction pipeline.

- Tags: how-to-guide
- Published: 2026-07-22

### [Available Templates for SKILL.md, INDEX.md, and DIGEST.md in Cangjie-Skill](/kangarooking/cangjie-skill/what-templates-are-available-for-skill-md-index-md-and-digest-md)

Explore available templates for SKILL.md, INDEX.md, and DIGEST.md within the kangarooking/cangjie-skill repository. Generate project documentation effectively with these Handlebars templates.

- Tags: api-reference
- Published: 2026-07-22

### [How User Confirmation Is Handled Between Pipeline Stages in Cangjie-Skill](/kangarooking/cangjie-skill/how-is-user-confirmation-handled-between-pipeline-stages)

Discover how Cangjie-Skill ensures user confirmation between pipeline stages using automated self-checks and algorithmic cross-validation for reproducible workflows.

- Tags: how-to-guide
- Published: 2026-07-22

### [Quality Red Lines That Prevent Skill Output in cangjie-skill: 5 Critical Blocking Rules](/kangarooking/cangjie-skill/what-are-the-quality-red-lines-that-prevent-skill-output)

Discover the 5 critical quality red lines in cangjie-skill that abort skill generation. Learn how verification status, section completeness, and more block output.

- Tags: best-practices
- Published: 2026-07-22

### [How Breakpoint/Resume Works with PIPELINE_STATE.md in cangjie-skill](/kangarooking/cangjie-skill/how-does-breakpoint-resume-work-with-pipeline_state-md)

Learn how cangjie-skill uses PIPELINE_STATE.md to enable fault-tolerant execution and resume pipelines automatically from the last successful checkpoint after interruptions.

- Tags: internals
- Published: 2026-07-22

### [How to Distill Video and Podcast Transcripts into Reusable AI Skills](/kangarooking/cangjie-skill/how-to-distill-video-podcast-transcripts-instead-of-books)

Distill video and podcast transcripts into reusable AI skills using the cangjie-skill repository. Learn how to process text into atomic, callable AI skills with the RIA-TV++ pipeline.

- Tags: how-to-guide
- Published: 2026-07-22

### [What Is the Triple Verification (TV) Process in Cangjie-Skill? A 3-Stage Filter for AI Skill Candidates](/kangarooking/cangjie-skill/what-is-the-triple-verification-tv-process-and-how-does-it-filter-candidates)

Understand the Triple Verification TV process within cangjie-skill. Learn how this 3-stage filter ensures AI skill candidates offer predictive power and unique insights, rejecting generic content.

- Tags: deep-dive
- Published: 2026-07-22

### [RIA-TV++ Methodology Pipeline: A 7-Stage Agent Workflow Explained](/kangarooking/cangjie-skill/how-does-the-ria-tv-methodology-pipeline-work-end-to-end)

Discover the 7-stage RIA-TV++ methodology pipeline for transforming text into actionable skill artifacts. Understand its end-to-end workflow for extraction, verification, structuring, and testing.

- Tags: deep-dive
- Published: 2026-07-22

### [Difference Between candidates/ and rejected/ Directories in the Cangjie-Skill Audit Trail](/kangarooking/cangjie-skill/difference-between-candidates-and-rejected-directories-audit-trail)

Understand the difference between candidates/ and rejected/ directories in the Cangjie-Skill audit trail. Learn what knowledge units are extracted and why some are rejected.

- Tags: documentation
- Published: 2026-07-21

### [Purpose of GLOSSARY.md in cangjie-skill: How It Functions as a Shared Dictionary](/kangarooking/cangjie-skill/purpose-of-glossarymd-shared-dictionary)

Discover the purpose of GLOSSARY.md in cangjie-skill. Learn how this central term dictionary ensures consistent terminology across the entire repository and documentation.

- Tags: how-to-guide
- Published: 2026-07-21

### [Understanding the darwin-skill Format for test-prompts.json](/kangarooking/cangjie-skill/what-is-darwin-skill-format-for-test-promptsjson)

Learn the darwin-skill format for test-prompts.json in kangarooking/cangjie-skill. Understand this JSON schema for automated skill testing and validation with activation and non-activation scenarios.

- Tags: internals
- Published: 2026-07-21

### [Understanding cangjie-skill, nuwa-skill, and darwin-skill: A Three-Layer AI Skill Ecosystem](/kangarooking/cangjie-skill/what-is-the-relationship-between-cangjie-skill-nuwa-skill-and-darwin-skill)

Explore cangjie-skill, nuwa-skill, and darwin-skill: a three-layer AI skill ecosystem. Learn how books become skills and skills evolve through automated testing.

- Tags: deep-dive
- Published: 2026-07-20

### [How Candidate Skills Are Structured into the RIA++ Format in Stage 2](/kangarooking/cangjie-skill/how-are-candidate-skills-structured-into-the-ria-format-in-stage-2)

Discover how Stage 2 of cangjie-skill structures candidate skills into the RIA++ format. Learn about activation triggers, execution steps, and usage boundaries.

- Tags: architecture
- Published: 2026-07-20

### [Roles of the Five Parallel Extractors in Stage 1 of the Cangjie-Skill Pipeline](/kangarooking/cangjie-skill/what-are-the-roles-of-the-five-parallel-extractors-in-stage-1)

Discover the roles of five parallel extractors in the Cangjie-Skill pipeline. Learn how they maximize knowledge coverage by extracting frameworks, principles, cases, counter-examples, and glossary terms.

- Tags: internals
- Published: 2026-07-20

### [How to Batch Process Multiple Books with Quality Control in Cangjie-Skill](/kangarooking/cangjie-skill/how-to-batch-process-multiple-books-with-quality-control-in-cangjie-skill)

Learn to batch process multiple books with quality control in Cangjie-Skill using the RIA-TV++ pipeline for automatic triple verification and pressure testing.

- Tags: how-to-guide
- Published: 2026-07-19

### [Purpose of GLOSSARY.md in cangjie-skill: Central Dictionary vs. Skill Definitions](/kangarooking/cangjie-skill/what-is-the-purpose-of-glossary-md-in-cangjie-skill-and-how-does-it-differ-from-skill-definitions)

Understand GLOSSARY.md in cangjie-skill. Discover its role as a central dictionary versus individual skill definitions, ensuring consistent terminology across modules.

- Tags: deep-dive
- Published: 2026-07-19

### [How INDEX.md with Mermaid Diagrams Visualizes cangjie-skill Relationships](/kangarooking/cangjie-skill/how-does-index-md-with-mermaid-diagrams-visualize-cangjie-skill-relationships)

Explore how INDEX.md uses Mermaid diagrams to visualize cangjie-skill relationships like depends-on, contrasts-with, and composes-with in the kangarooking repository.

- Tags: how-to-guide
- Published: 2026-07-19

### [Why the Cangjie-Skill Pipeline Limits Original-Quote Length (原文引用)](/kangarooking/cangjie-skill/why-does-cangjie-skill-pipeline-have-limits-on-original-quote-length)

Discover why the cangjie-skill pipeline limits original quotes to 150 Chinese characters. Learn how this improves Claude Code agents signal-to-noise ratio fair use and formatting.

- Tags: deep-dive
- Published: 2026-07-19

### [How Cross-Skill Trap Questions Are Designed for cangjie-skill Pressure Testing](/kangarooking/cangjie-skill/how-are-cross-skill-trap-questions-designed-for-cangjie-skill-pressure-testing)

Learn how cross-skill trap questions test cangjie-skill precision. Discover how these bait prompts prevent accidental activation for sibling skills in kangarooking/cangjie-skill.

- Tags: testing
- Published: 2026-07-19

### [How to Handle Non-Book Content Like Video Timestamps in cangjie-skill](/kangarooking/cangjie-skill/how-to-handle-non-book-content-like-video-timestamps-in-cangjie-skill)

Learn to handle non-book content like video timestamps in cangjie-skill. Prevent RIA-TV++ extractors from misinterpreting temporal markers by stripping timestamp lines before processing.

- Tags: how-to-guide
- Published: 2026-07-19

### [How to Define Trigger Conditions in Cangjie-Skill Description Fields](/kangarooking/cangjie-skill/what-trigger-conditions-should-be-defined-in-cangjie-skill-description-fields)

Define clear trigger conditions in Cangjie skill description fields for bilingual language signals and prevent overlapping activations. Learn essential syntax and best practices.

- Tags: how-to-guide
- Published: 2026-07-19

### [Understanding candidates/, rejected/, and verified.md in cangjie-skill](/kangarooking/cangjie-skill/what-is-the-purpose-of-candidates-rejected-and-verified-md-directories-in-cangjie-skill)

Explore kangarooking/cangjie-skill and understand the purpose of candidates, rejected, and verified.md directories. Discover their role in the skill pipeline and audit trail.

- Tags: internals
- Published: 2026-07-19

### [How to Resume a Broken cangjie-skill Pipeline from PIPELINESTATE.md](/kangarooking/cangjie-skill/how-to-resume-broken-cangjie-skill-pipeline-from-pipeline_state-md)

Learn how to resume a broken cangjie-skill pipeline by editing PIPELINESTATE.md. Reset failed stages and restart your pipeline efficiently, skipping completed tasks.

- Tags: how-to-guide
- Published: 2026-07-19

### [Cangjie-Skill vs Nuwa-Skill vs Darwin-Skill: A Three-Layer Knowledge Distillation Ecosystem](/kangarooking/cangjie-skill/how-does-cangjie-skill-compare-to-nuwa-skill-and-darwin-skill)

Discover how Cangjie-skill, Nuwa-skill, and Darwin-skill create a three-layer knowledge distillation ecosystem. Learn how they convert books to atomic skills and evolve through feedback loops.

- Tags: comparison
- Published: 2026-07-19

### [How Pressure Testing with Trap Questions Validates cangjie-skill Quality](/kangarooking/cangjie-skill/how-does-pressure-testing-with-trap-questions-validate-cangjie-skill-quality)

Validate cangjie-skill quality with pressure testing. Learn how trap questions ensure trigger accuracy and output quality through blind, automated evaluation for seamless acceptance.

- Tags: testing
- Published: 2026-07-19

### [How cangjie-skill Processes Video and Podcast Transcripts Compared to Books: The Complete Workflow](/kangarooking/cangjie-skill/how-does-cangjie-skill-process-video-and-podcast-transcripts-compared-to-books)

Learn how Cangjie-skill processes video and podcast transcripts against books. Discover the unified workflow and required media conversion for audio and written content.

- Tags: deep-dive
- Published: 2026-07-19

### [How cangjie-skill Integrates with Claude Code and Cursor Skills Directories](/kangarooking/cangjie-skill/how-does-cangjie-skill-integrate-with-claude-code-and-cursor-skills-directories)

Discover how cangjie-skill seamlessly integrates with Claude Code and Cursor skills directories. Learn to generate compatible skill packages for AI agent invocation.

- Tags: how-to-guide
- Published: 2026-07-19

### [Understanding the R/I/A1/A2/E/B Skill Structure and Why It’s Essential](/kangarooking/cangjie-skill/what-is-the-riaeb-skill-structure-and-its-necessity)

Learn the R/I/A1/A2/E/B skill structure essential for creating agent-callable AI skills. Transform raw text into grounded, interpretable, executable, and safe AI solutions.

- Tags: deep-dive
- Published: 2026-07-19

### [How the Five Parallel Extractors in cangjie-skill Function: A Complete Technical Guide](/kangarooking/cangjie-skill/how-do-the-five-parallel-extractors-in-cangjie-skill-function)

Explore the five parallel extractors in cangjie-skill. Learn how these LLM modules process book text to isolate principles, glossary terms, frameworks, cases, and counter-examples for structured YAML output.

- Tags: deep-dive
- Published: 2026-07-19

### [How cangjie-skill's RIA-TV++ Pipeline Differs from Traditional Book Summarization: A Technical Deep Dive](/kangarooking/cangjie-skill/how-does-cangjie-skill-ria-tv-pipeline-differ-from-traditional-book-summarization)

Discover the technical differences between cangjie-skill's RIA-TV++ pipeline and traditional book summarization. Learn how it transforms content into executable skill units.

- Tags: deep-dive
- Published: 2026-07-19

### [What Is the Counter-Example Extractor in Cangjie-Skill? Purpose and Implementation](/kangarooking/cangjie-skill/what-is-the-purpose-of-the-counter-example-extractor)

Discover the counter-example-extractor's purpose in Cangjie-Skill: identify warnings, failure patterns, and cognitive traps from source books to enhance AI generation.

- Tags: deep-dive
- Published: 2026-07-18

### [How Case Examples Are Extracted by cangjie-skill: The Case Extractor Pipeline Explained](/kangarooking/cangjie-skill/how-are-case-examples-extracted-by-cangjie-skill)

Discover how cangjie-skill extracts case examples using its Case Extractor pipeline to identify author-anchored narratives and output structured YAML.

- Tags: deep-dive
- Published: 2026-07-18

### [What Is the Framework Extractor in cangjie-skill?](/kangarooking/cangjie-skill/what-is-the-role-of-the-framework-extractor)

Discover the framework extractor in cangjie-skill. This Stage 1 pipeline component identifies transferable thinking structures like mental models and decision frameworks in book text, outputting them as structured YAML records.

- Tags: internals
- Published: 2026-07-18

### [What Data Sources Does cangjie-skill Support? Input Formats and Architecture Guide](/kangarooking/cangjie-skill/what-data-sources-does-cangjie-skill-project-interact-with)

Explore supported data sources for cangjie-skill, including PDFs EPUBs and text files. Learn about its unified processing pipeline for AI skills.

- Tags: architecture
- Published: 2026-07-17

### [Does Cangjie-Skill Bundle Pre-Trained Models? Repository Architecture Explained](/kangarooking/cangjie-skill/are-there-pre-trained-models-used-skill)

Does Cangjie-Skill bundle pre-trained models? Discover the repository architecture and understand how it leverages external LLM services for all extraction and validation, not bundled models.

- Tags: architecture
- Published: 2026-07-17

### [Licensing Terms for the Cangjie-Skill Project: MIT License Explained](/kangarooking/cangjie-skill/licensing-terms-cangjie-skill-project)

Understand the MIT License for the cangjie-skill project. This permissive open-source license allows commercial use, modification, and distribution with few restrictions.

- Tags: api-reference
- Published: 2026-07-17

### [How Version Control Is Managed in the Cangjie-Skill Repository](/kangarooking/cangjie-skill/how-version-control-managed-project)

Discover how the cangjie-skill repository manages version control using Git on GitHub. Learn about its main branch workflow, feature branches, and CI with GitHub Actions for seamless collaboration and code tracking.

- Tags: how-to-guide
- Published: 2026-07-17

### [How to Contribute to the Development of cangjie-skill: A Complete Guide](/kangarooking/cangjie-skill/how-can-i-contribute-development-cangjie-skill)

Learn how to contribute to cangjie-skill development. Add extractors, extend schemas, improve docs, create skill packs, or enhance CI. Explore our modular pipeline for parallel contributions.

- Tags: how-to-guide
- Published: 2026-07-17

### [How to Set Up the kangarooking/cangjie-skill Project Locally](/kangarooking/cangjie-skill/how-to-set-up-kangarooking-cangjie-skill-project-locally)

Easily set up the kangarooking/cangjie-skill project locally. Follow simple steps to clone the repo and install Python 3.9+ with no external dependencies or compiled binaries needed.

- Tags: getting-started
- Published: 2026-07-17