case-writer-hybrid
Expand a structured brief in `content-production/inbox/` into a reusable long-form markdown article draft, then run a local writer / critic / judge quality loop with a constrained humanization pass. Use when Codex needs a stage-1 article draft plus reusable writing sidecars for downstream `generate-image` and `wechat-formatter`.
Best use case
case-writer-hybrid is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Expand a structured brief in `content-production/inbox/` into a reusable long-form markdown article draft, then run a local writer / critic / judge quality loop with a constrained humanization pass. Use when Codex needs a stage-1 article draft plus reusable writing sidecars for downstream `generate-image` and `wechat-formatter`.
Teams using case-writer-hybrid should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/case-writer-hybrid/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How case-writer-hybrid Compares
| Feature / Agent | case-writer-hybrid | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Expand a structured brief in `content-production/inbox/` into a reusable long-form markdown article draft, then run a local writer / critic / judge quality loop with a constrained humanization pass. Use when Codex needs a stage-1 article draft plus reusable writing sidecars for downstream `generate-image` and `wechat-formatter`.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
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SKILL.md Source
# Case Writer Hybrid Turn the structured brief into a stage-1 article draft, a writing pack sidecar, and a review trace that can flow into image generation and WeChat formatting. ## Quick Start Run the default command: ```bash .venv/bin/python -m skill_runtime.cli run-skill case-writer-hybrid --input content-production/inbox/20260403-ai-content-system-brief.md ``` ## Prepare Input Expect a markdown file with these sections: - `基础信息` - `核心观点` - `背景与语境` - `论证方向` - `可用案例 / 素材` Important fields inside `基础信息`: - `date` - `slug` - `topic` - `target_reader` - `publish_goal` ## Follow Drafting Workflow 1. Read the brief and preserve explicit user-supplied claims, framing, and evidence. 2. Use `论证方向` as the backbone for the major argument sections. 3. Pull material from `可用案例 / 素材` into the matching sections instead of inventing new examples first. 4. Build a stable first draft structure: title, 导语, 问题提出, 核心判断, 论证段, 结论, 可传播总结. 5. Run up to 3 local rounds of `writer -> critic -> humanizer-zh -> judge`. 6. If the score still fails after 3 rounds, stop and emit a quality-gate notice instead of continuing downstream. ## Write Output Write the markdown draft to: ```text content-production/drafts/<slug>-article.md ``` Also write: ```text content-production/drafts/<slug>-writing-pack.md content-production/drafts/<slug>-writing-pack.json content-production/drafts/<slug>-review-trace.json ``` If the draft fails the quality gate after 3 rounds, also write: ```text content-production/published/YYYYMMDD-<slug>-quality-gate.md ``` ## Respect Constraints - Treat the result as a controlled local draft loop, not a free-form creative writer - If the brief is sparse, preserve structure and fill gaps conservatively - Prefer explicit user-supplied arguments over invented framing - Do not continue to image generation or formatting if the quality gate fails ## Read Related Files - Runtime entry: `skill_runtime/engine.py` - Usage guide: `docs/case-writer-hybrid-execution-spec.md` - Downstream skills: `generate-image`, `wechat-formatter`
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