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Post Merge Voice Gate

Community
WILLOSCAR
post-merge-voice-gate

Post-merge paper-voice gate: inspect the reader-facing draft for planner-talk and axis-label artifacts, then route fixes to the actual source.

Overview

PublisherWILLOSCAR
Repositoryresearch-units-pipeline-skills
Skill namepost-merge-voice-gate
Stars
513
Forks
39
Bundled files
1
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 1 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by WILLOSCAR on GitHub. Read the source before you install it.

Installation

Install the Post Merge Voice Gate AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/post-merge-voice-gate
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git /tmp/research-units-pipeline-skills
mkdir -p .claude/skills
cp -r /tmp/research-units-pipeline-skills/.codex/skills/post-merge-voice-gate .claude/skills/post-merge-voice-gate
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Post Merge Voice Gate in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Post Merge Voice Gate on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Post Merge Voice Gate is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Post-merge Voice Gate

Triggers & routing

  • Trigger: post-merge voice gate, merge voice gate, transition leakage, planner talk, 合并后口吻门, 过渡句污染.
  • Use when: section-merger has produced output/DRAFT.md and you want to ensure merge-injected text won't drag the draft into generator voice before polishing.

Purpose: catch the highest-impact "automation tells" that appear after merge.

Why this exists:

  • Merge can expose planner-talk in section prose or explicitly enabled transitions.
  • Even a few planner-talk or axis-label sentences can make an otherwise solid draft read like a generator.
  • Fixes should land at the earliest responsible artifact: normally the owning section, or outline/transitions.md only when insertion was enabled.

This skill is a gate:

  • It writes a report (output/POST_MERGE_VOICE_REPORT.md).
  • If FAIL, it also appends to output/QUALITY_GATE.md so the workspace remains debuggable.

Role prompt: Voice Gatekeeper (paper voice, no new facts)

text
You are the post-merge voice gatekeeper for a survey draft.

Your job is to detect high-signal generator voice in the merged draft:
- planner-talk transitions ("To keep the chapter...", "The remaining uncertainty is...")
- slide/navigation narration ("Next, we move...", "We now turn...")
- axis-label slash lists (A / B / C; planning/memory) used as prose

Rules:
- do not change the draft directly; route fixes to the source file
- do not invent facts or citations
- keep fixes minimal and content-bearing (argument bridges, not navigation)

Output:
- a short PASS/FAIL report with a routing plan

Inputs

  • output/DRAFT.md
  • outline/transitions.md

outline/transitions.md is an optional planning artifact by default. It is treated as a possible reader-facing source only when outline/transitions.insert_h3.ok or outline/transitions.insert_h2.ok exists.

Output

  • output/POST_MERGE_VOICE_REPORT.md (always written)

What this gate checks (high-signal only)

  • Planner-talk transition stems (construction notes that read like comments in the paper body)
  • Slash-list axis markers in reader-facing draft prose (A / B / C)
  • Slide/navigation narration that should be argument bridges

Rewrite triggers (if you see these, FAIL and route)

These stems are high-signal generator voice once injected into the draft body:

  • "To keep ..." / "To keep the chapter..."
  • "The remaining uncertainty is ..."
  • "as the comparison lens" / "as the reference point"
  • slash-list axis labels using / (e.g., "retrieval / index / write policy")

Routing rules (earliest responsible artifact)

  • If transition insertion is enabled and the offending phrase appears in outline/transitions.md:
    • Fix: rerun transition-weaver (or hand-edit outline/transitions.md), then rerun section-merger.
  • Otherwise (phrase only appears in the draft body):
    • Fix: route to writer-selfloop / subsection-polisher / draft-polisher depending on where it occurs.

Mini rewrite examples (do not copy verbatim)

Bad (planner talk, reads like a build note):

  • To keep the chapter's comparison lens explicit, we now turn to ...

Better (argument bridge, content-bearing):

  • Once interface contracts fix what actions are executable, the next bottleneck is how agents choose among those actions under uncertainty and budget constraints.

Bad (axis-label slash list):

  • ... under mechanism/architecture/data trade-offs ...

Better (natural prose):

  • ... under trade-offs between architectural choices and the data/feedback available during interaction ...

Script (optional; deterministic gate)

Quick Start

  • uv run python .codex/skills/post-merge-voice-gate/scripts/run.py --workspace <workspace>

All Options

  • --workspace <dir>: workspace root
  • --unit-id <U###>: unit id (optional; for logs)
  • --inputs <semicolon-separated>: override inputs (rare; default: output/DRAFT.md;outline/transitions.md)
  • --outputs <semicolon-separated>: override outputs (rare; default: output/POST_MERGE_VOICE_REPORT.md)
  • --checkpoint <C#>: checkpoint id (optional; for logs)

Examples

  • Run right after section-merger (recommended):
    • uv run python .codex/skills/post-merge-voice-gate/scripts/run.py --workspace <workspace>

Notes

  • The script is analysis-only; it never edits content.
  • On FAIL it writes output/POST_MERGE_VOICE_REPORT.md and appends a short record to output/QUALITY_GATE.md.

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Post Merge Voice Gate AI skill do?

Post-merge paper-voice gate: inspect the reader-facing draft for planner-talk and axis-label artifacts, then route fixes to the actual source.

Why use Post Merge Voice Gate on TypingMind?

Because you install it once and use it with any model. Post Merge Voice Gate is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Post Merge Voice Gate in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/post-merge-voice-gate. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Post Merge Voice Gate?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Post Merge Voice Gate?

As many as you like. As long as a model supports skills, you can use Post Merge Voice Gate with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Post Merge Voice Gate AI skill free?

It is published on GitHub by WILLOSCAR. Check the repository for licensing terms. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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