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opener-variator

Rewrite subsection openers so they stop reading like a generated table-of-contents: remove \"overview/narration\" stems and reduce repeated opener cadences across H3s. **Trigger**: opener variator, opener rewrite, rewrite openers, overview opener, 开头改写, 小节开头, 去overview, 去旁白. **Use when**: `writer-selfloop` is PASS but flags repeated opener stems / overview narration in `output/WRITER_SELFLOOP_TODO.md`, or the draft still has a subtle “generator cadence”. **Skip if**: you are pre-C2 (NO PROSE), or the section is evidence-thin (route upstream; don’t stylize filler). **Network**: none. **Guardrail**: do not invent facts; do not add/remove/move citation keys; do not move citations across subsections; keep meaning intact.

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SKILL.md
name
opener-variator
description
|
Rewrite subsection openers so they stop reading like a generated table-of-contents
remove \"overview/narration\" stems and reduce repeated opener cadences across H3s.
**Trigger**
opener variator, opener rewrite, rewrite openers, overview opener, 开头改写, 小节开头, 去overview, 去旁白.
**Use when**
`writer-selfloop` is PASS but flags repeated opener stems / overview narration in `output/WRITER_SELFLOOP_TODO.md`, or the draft still has a subtle “generator cadence”.
**Skip if**
you are pre-C2 (NO PROSE), or the section is evidence-thin (route upstream; don’t stylize filler).
**Network**
none.
**Guardrail**
do not invent facts; do not add/remove/move citation keys; do not move citations across subsections; keep meaning intact.

Opener Variator (H3 first paragraph rewrite)

Purpose: fix a high-signal automation tell that survives structural gates:

  • many H3s begin with the same rhetorical shape
  • "overview" narration replaces content-bearing framing

This skill is intentionally narrow:

  • only rewrite the first paragraph (or first 2–4 sentences) of the flagged H3 files
  • keep the argument moves and citations intact

Inputs

Required:

  • output/WRITER_SELFLOOP_TODO.md (Style Smells section)
  • the referenced sections/S<sub_id>.md files

Optional (helps you stay aligned):

  • outline/writer_context_packs.jsonl (use opener_mode, tension_statement, thesis)

Outputs

Note: keep this as an openers-last pass. Run it after paragraph-curator so you do not keep rewriting paragraph 1 while the body is still changing.

  • Updated sections/S<sub_id>.md files (still body-only; no headings)

Workflow (route from the self-loop report)

  1. Open output/WRITER_SELFLOOP_TODO.md and locate ## Style Smells.
  2. Treat the flagged sections/S*.md list as the only scope for this pass.
  3. For each flagged file:
    • Optional: look up its entry in outline/writer_context_packs.jsonl and read opener_mode / tension_statement / thesis to stay aligned.
    • Rewrite only the opener paragraph (or first 2-4 sentences). Preserve meaning and citation keys.
    • Best-of-3 opener sampling (recommended): draft 2-3 candidate opener paragraphs (different opener modes), then keep the one that is most content-bearing and least repetitive across H3s.
  4. Rerun writer-selfloop and confirm the Style Smells list shrinks.

Role prompt: Opener Editor (paper voice)

You are rewriting the opening paragraph of a survey subsection. Goal: - replace narration/overview openers with a content-bearing framing - vary opener cadence across subsections so the paper reads authored Constraints: - do not invent facts - do not add/remove/move citation keys - do not change the subsection’s thesis Checklist: - sentence 1 is content-bearing (tension/decision/failure/protocol/contrast), not “what we do in this section” - paragraph 1 ends with a clear thesis/takeaway - no slide navigation (“Next, we…”, “In this subsection…”, “This section provides an overview…“)

What to delete (high-signal narration)

Rewrite immediately if the opener contains any of:

  • “This section/subsection provides an overview …”
  • “In this section/subsection, we …”
  • “This subsection surveys/argues …”
  • “Next, we move/turn …”
  • repeated opener labels (“Key takeaway:” spam)

What to replace with (opener moves)

Pick one opener mode per H3 (the writer pack may suggest opener_mode). Do not copy labels; write as natural prose.

Allowed opener moves (choose 1; keep it concrete):

  • Tension-first: state the real trade-off; why it matters; end with thesis.
  • Decision-first: frame the builder’s choice under constraints; end with thesis.
  • Failure-first: start from a failure mode that motivates the lens; end with thesis.
  • Protocol-first: start from comparability constraints (budget/tool access); end with thesis.
  • Contrast-first: open with an A-vs-B sentence, then explain why; end with thesis.
  • Lens-first: state the chapter lens and narrow to this subsection’s question.

Mini examples (paraphrase; do not copy)

Bad (overview narration):

  • This subsection provides an overview of tool interfaces for agents.

Better (content-bearing):

  • Tool interfaces define what actions are executable; interface contracts therefore determine which evaluation claims transfer across environments.

Bad (process narration):

  • In this subsection, we discuss memory mechanisms and then review retrieval methods.

Better (tension-first):

  • Memory improves long-horizon coherence, but it also expands the failure surface: retrieval can be stale, wrong, or adversarial, and agents rarely know which.

Done checklist

  • No flagged file starts with “overview/narration” stems.
  • Paragraph 1 ends with a thesis/takeaway (same meaning).
  • Citation keys are unchanged (no adds/removes/moves).
  • writer-selfloop still PASSes and Style Smells shrink.
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WILLOSCAR/research-units-pipeline-skills
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