Outline Builder

Convert a taxonomy into a checkable, mappable outline (bullets only).

Bullets should describe what the section must cover, not draft prose.

Role cards (prompt-level guidance)

Use these roles explicitly while drafting the outline. They guide decisions, not phrasing; avoid producing copyable prose sentences.

• Outline Architect

  • Mission: design a paper-like ToC (few, thick chapters) that a reader would expect.
  • Do: budget H2/H3 counts; ensure each H3 is writeable (has a real comparison lens + evaluation angle).
  • Avoid: H3 explosion (many tiny buckets) and generic axis lists repeated everywhere.

• Writer Proxy

  • Mission: simulate the downstream writer and ask: “Could I draft this H3 without guessing?”
  • Do: make each H3’s bullets encode tension + contrasts + evaluation anchors + failure modes.
  • Avoid: bullets that sound like narration (“This subsection…”) or slide transitions (“Next, we…”).

• Scope Guardian

  • Mission: prevent silent scope drift.
  • Do: make in/out scope cues explicit in bullets (especially for boundaries like single-agent vs multi-agent, tool use vs RAG, etc.).
  • Avoid: leaving scope implicit and hoping the writer fixes it in prose.

When to use

• You have a taxonomy and need an outline for mapping papers and building evidence.
• You want each subsection to have concrete “coverage requirements” (axes, comparisons, evaluation).

When not to use

• You already have an approved outline (don’t rewrite for style).

Input

• outline/taxonomy.yml
• Optional style references (paper-like section sizing):
  • ref/agent-surveys/STYLE_REPORT.md
  • ref/agent-surveys/text/

Output

• outline/outline.yml

Workflow (heuristic)

Uses: outline/taxonomy.yml.

Optional style calibration (recommended for paper-like structure):

• Read ref/agent-surveys/STYLE_REPORT.md to sanity-check top-level section counts and typical subsection sizing.
• Skim 1–2 examples under ref/agent-surveys/text/ to imitate structure (not wording).
  • Target final ToC: ~6–8 H2 sections.
  • Note: this pipeline appends Discussion + Conclusion as global sections in C5 merge, so keep the outline itself <=6 H2 sections (often 5–6 including Intro+Related).

1. Translate taxonomy nodes into section headings that read like a survey structure.
2. For each H3 subsection, write bullets using the Stage A contract (verifiable, no prose paragraphs).
   • Minimum required bullets (first 4):
     • Intent: what the reader should learn (subsection-specific).
     • RQ: the question this subsection answers (1 line).
     • Evidence needs: what kinds of evidence must appear later (benchmarks/metrics/protocols/failure modes).
     • Expected cites: expected cite density / cite types (avoid placeholders like TBD/TODO).
   • Then add 2–6 subsection-specific bullets (comparisons/axes/eval anchors/failure modes).
3. For each subsection, ensure bullets are:
   • topic-specific (names of mechanisms, tasks, benchmarks, failure modes)
   • checkable (someone can verify whether the subsection covered it)
   • useful for mapping (papers can be assigned to each bullet/axis)
4. Prefer bullets that force synthesis later:
   • “Compare X vs Y along axes A/B/C”
   • “What evaluation setups are standard, and what they miss”
   • “Where methods fail (latency, tool errors, jailbreaks, reward hacking…)”

Quality checklist

• outline/outline.yml exists and is bullets-only (no paragraphs).
• Every subsection has the Stage A bullets: Intent: / RQ: / Evidence needs: / Expected cites:.
• Every subsection has ≥3 additional non-generic bullets after the Stage A fields.
• Bullets are not copy-pasted templates across subsections.

Common failure modes (and fixes)

• Template bullets everywhere → replace with domain terms + evaluation axes specific to that subsection.
• Bullets too vague (“Discuss limitations”) → name which limitations and how to test them.
• Outline too flat/too deep → aim for a paper-like ToC (final ~6–8 H2) with fewer, thicker H3s.
• Too many H3 subsections → merge adjacent H3s and write fewer, thicker subsections (paper-like default; budget depends on queries.md draft_profile: survey<=10, deep<=12).
• Missing Stage A fields → add Intent/RQ/Evidence needs/Expected cites bullets so later mapping/evidence drafting can be audited.

Helper script (optional)

Quick Start

• python .codex/skills/outline-builder/scripts/run.py --help
• python .codex/skills/outline-builder/scripts/run.py --workspace <workspace_dir>

All Options

• See --help (this helper is intentionally minimal)

Examples

• Generate a baseline bullets-only outline, then refine bullets:
  • Run the helper once, then replace every generic bullet / TODO with topic-specific, checkable bullets.

Notes

• The script generates a baseline bullets-only outline and never overwrites non-placeholder work.
• Paper-like default: it inserts Introduction and Related Work as fixed H2 sections before taxonomy-driven chapters.
• In pipeline.py --strict it will be blocked only if placeholder markers (TODO/TBD/FIXME/(placeholder)) remain.

Refinement marker (recommended; completion signal)

When you are satisfied with the outline (and after C2 approval if applicable), create:

• outline/outline.refined.ok

This is an explicit “I reviewed/refined this” signal:

• makes it harder for a scaffold-y outline to silently pass in strict runs
• documents that bullets were rewritten into subsection-specific, checkable requirements

Troubleshooting

Common Issues

Issue: Outline still has TODO / scaffold bullets

Symptom:

• Quality gate blocks outline_scaffold.

Causes:

• Helper script generated a scaffold; bullets were not rewritten.

Solutions:

• Replace every generic bullet with topic-specific, checkable bullets (axes, comparisons, evaluation setups, failure modes).
• Keep bullets-only (no prose paragraphs).

Issue: Outline bullets are mostly generic templates

Symptom:

• Quality gate blocks outline_template_bullets.

Causes:

• Too many “Define problem…/Benchmarks…/Open problems…” template bullets.

Solutions:

• Add concrete terms, datasets, evaluation metrics, and known failure modes per subsection.

Recovery Checklist

• Every subsection has ≥3 non-template bullets.
• No TODO/(placeholder) remains.