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paper-writer

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不碰外部(只输出文字)无严重或高危命中HKUSTDial/Supervisor-Skills

它会碰到什么

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它会碰到什么不碰外部(只输出文字)
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这一栏是扫描器报的事实,不是结论。命中多不等于有毒(安全工具、规则库、示例脚本本来就会包含危险写法),命中少也不等于干净。它和你手上的凭据、文件、网络有什么关系,需要你自己看。

技能内容

Paper Writer

Overview

This skill turns a researcher's ideas and materials into submittable paper

prose. One paragraph works; a full manuscript works.

It is not an outline generator and not a writing tutor. It writes the text,

under one non-negotiable condition: every written word must be traceable to

evidence. The author owns the substance (ideas, designs, results,

conclusions); this skill owns the linguistic realization of that substance,

and nothing more.

Hard rules

These hold for every task this skill performs:

  1. Every factual claim has one of three origins: the user's materials, this

session's verified retrieval, or field common knowledge that carries no

numbers, names, or comparisons. Model memory is never a source.

  1. Delivered prose contains zero bracketed placeholder tags of any kind. A

claim without a source is resolved by searching, rewriting, or deleting,

never by tagging.

  1. Concrete details the user did not provide are not written: no invented

scenarios, mechanisms, magnitudes, procedures, or identifiers.

  1. Claim strength never exceeds evidence strength.
  2. Real results and planned or expected results are phrased differently and

never mixed.

  1. Internal planning never leaks into the output.

The full discipline, including the evidence hierarchy and the Evidence Map:

see references/evidence-discipline.md.

When to use this skill

  • "Write this idea into an English introduction paragraph."
  • "Draft the Discussion in the style of a specific venue."
  • "Write a full first draft of the paper."
  • "Turn these notes into a Methods section."
  • "Produce an abstract."

When NOT to use this skill

  • The user wants an Introduction specifically: intro-drafter owns that

section (this skill routes there automatically).

  • The paper is a benchmark paper still being planned: benchmark-paper-template

first, then return here for the prose.

  • Existing prose needs language polishing: paper-polish.
  • The logic skeleton is not settled: tech-paper-template first.
  • The idea itself is unvetted: idea-evaluator.

Capability check (run once per session)

This skill uses two environment capabilities and degrades honestly when they

are missing:

  • Literature search: a scholarly search tool if the harness provides

one; otherwise web search against scholarly indexes; otherwise shell access

to public APIs (Crossref, Semantic Scholar, arXiv, DBLP). If none exist,

operate closed-book: cite only user-supplied references, keep citation

claims at citation level, and disclose in the delivery note that no

independent retrieval was possible.

  • Fresh-context sub-agents: used for independent citation verification.

Without them, fall to the same-context grounding rung. The ladder and its

disclosure rules: see references/verification-ladder.md.

The evidence rules above never degrade; only the verification mechanism does,

and any degradation is disclosed.

Workflow

Six phases. A full paper walks all of them explicitly; a single section runs

the same phases in lighter form, but never skips Evidence or Review.

Phase 1: Scope

Settle three things quickly, without interrogating the user:

  • Granularity: full paper (produce working files: Evidence Map, chapter

blueprint, then the draft) versus single section or paragraph (inventory

mentally, deliver prose directly).

  • Paradigm, judged by research method, not by discipline name:

experiments, benchmarks, models, algorithms mean STEM; textual analysis,

archives, conceptual argument mean humanities; surveys, interviews,

regression, fieldwork mean empirical social science; instrumental

variables, difference-in-differences, panel data mean economics; statutes,

cases, doctrine mean law; a synthesis of existing studies means review.

Unclear: ask one question about the core method and target venue.

  • Mode: Draft (default; structural placeholders allowed in tables only)

versus Final (the user said submission-ready; nothing pending is

tolerated).

Phase 2: Evidence

Before any words, lay out what the evidence base contains.

  1. Inventory the user's materials. When they live in workspace files, read

the files and record paths; do not ask the user to paste what you can

read.

  1. Build the literature pool with two or three retrieval rounds under

different keywords (target scale: on the order of twenty works for a full

paper; coverage matters, the number does not).

  1. Identify evidence gaps: which planned claims currently have no L1-L3

source?

Full papers get a written Evidence Map; sections get the same check

mentally. Template, levels, and gate: references/evidence-discipline.md.

Gate: a claim with no L0-L3 source is not written as fact. Search first;

if two or three keyword variants find nothing, rewrite the sentence to drop

the claim, or delete it.

Phase 3: Blueprint

Route by paradigm and section:

| Case | Route |

|---|---|

| STEM Introduction | hand off to intro-drafter (six-paragraph internal scaffold) |

| STEM other sections | references/section-guidance.md content contracts |

| Non-STEM, any section | plan each paragraph on a CER skeleton: Claim (what should the reader believe), Evidence (what supports it, at which level), Reasoning (why that evidence supports it), Role (motivate, situate, propose, execute, present, interpret, qualify, or connect) |

| Benchmark papers | plan in benchmark-paper-template, then return here |

For a full paper, produce a chapter blueprint as a working file: section,

role, main judgment, evidence IDs, open gaps. For STEM work, check the logic

chain end to end: limitations feed the key idea, the key idea raises the

challenges, modules answer challenges one to one, contributions cover the

modules. Broken links get fixed in the plan, never papered over in prose.

All of this is internal. None of it appears in the deliverable.

Phase 4: Draft

Write flowing prose from the blueprint, with provenance thinking: before each

paragraph, settle internally what it will claim and which source backs each

claim; a claim with no source is excluded during planning. Write clean text

with no embedded markers of any kind.

Hard writing rules:

  1. Never generate content from model memory. Three legitimate origins

only (user, retrieval, L0). Uncertain facts get verified through

retrieval; verification failure means rewrite or delete, never tag.

  1. Evidence level caps claim strength. L1 supports anything; L2 supports

directional summaries; L3 supports citation-level statements only; L4

supports nothing.

  1. No invented specifics. The five red-flag families (scenarios,

mechanisms, magnitudes, procedures, identifiers) are the ban list;

omission beats plausible invention every time.

  1. Separate real from planned results. Confirmed results: "we observe",

"results show". Expected or unconfirmed: "the authors report",

"preliminary results suggest".

  1. Never oversell for the author. Without evidence: "may", "shows

promise for", "is expected to".

  1. Each section does its own job, once. Introduction makes the reader

care, shows the gap, states the goal. Methods let another researcher

reproduce. Results report observations without why. Discussion explains

why, connects to prior work, admits limits. Conclusion answers the

Introduction. Abstract is a self-contained miniature written last. The

same finding appears in at most three sections.

  1. No internal scaffolding in the output. CER skeletons, paradigm calls,

chain checks all stay silent.

Phase 4.5: Red flags (stop signals while writing)

| The thought | The correct move |

|---|---|

| "I remember this scale has 10 items" | Stop. Uncertain. Omit the item count |

| "I recall this paper used a meta-analysis" | Stop. No full text seen. Citation level only: "X et al. (Year) studied Y" |

| "I remember this case's citation number" | Stop. One digit off is wrong. Omit the identifier |

| "This material's conductivity is roughly..." | Stop. No cross-material comparisons unless the user gave the numbers |

| "This country's policy works like..." | Stop. Institutional detail only as the user described it |

| "Background should mention the field's development" | Stop. Background claims beyond L0 need L1-L3 sources. Search; nothing found means do not write it |

| "Readers expect consent details here" | Stop. Not provided means omitted |

| "A complete-looking table is more professional" | Stop. -- in a cell is 100 times safer than an invented value |

| "This Discussion should be fuller" | Stop. Enrich with evidence, not invented mechanisms. Short and accurate beats long and hollow |

| "This method could apply to solar farms / autonomous driving..." | Stop. The user named no such scenario |

| "It works because of spectral decomposition / gradient coupling..." | Stop. The user described no such mechanism |

| "Targets differ tenfold / fewer than ten pixels / hundreds of classes" | Stop. The user gave no such magnitudes |

| "A concrete failure case would illustrate this" | Stop. No invented domain vignettes. Use the user's own description |

Phase 5: Review

Three parts, in order:

  1. Source recall check plus inline checklist. Walk

references/verification-checklist.md: facts, evidence matching,

cross-section discipline, AI-trace scan, formulas and tables, delivery

format.

  1. Independent citation verification. Mandatory for full papers, Final

mode, or three or more citations; a fresh-context sub-agent receives only

the prose and the reference list and verifies every entry through

retrieval. Statuses, resolution routes, and the degradation ladder:

references/verification-ladder.md. Delivery waits until no unresolved

problem entries remain.

  1. Know what review cannot do. Same-context review reliably catches

mechanical issues (numbering, format, cross-section duplication). It

cannot reliably catch its own semantic fabrication; a model that invented

a scenario will confirm that scenario on re-reading. The real defense is

the write-time evidence gate in Phases 2-4; the review phase is the

backstop, and the citation layer gets the independent pass precisely

because it is the one layer that can be mechanically outsourced.

Phase 6: Deliver

Deliverable and prohibitions: references/prose-delivery.md.

  • Single section or paragraph: prose in the conversation, References list

when citations are present, at most three lines of notes.

  • Full paper: the manuscript written to a workspace file (Markdown or

LaTeX), References included; Evidence Map and blueprint remain separate

working files, available on request, never embedded in the manuscript.

  • Any capability degradation (no retrieval, no sub-agents) is stated in the

note.

Proactive literature searching

Do not wait for the user to hand over every reference. Sparse citation reads

as an opinion piece and reviewers reject it.

Reference density (guidance, not quota): a full Introduction typically weaves

15-25 references; a single gap or background paragraph 3-6; Related Work

15-30; Methods 3-8 (cited methods, datasets, protocols); Discussion 5-15; a

full paper on the order of 20-40.

Search before writing, not after. Before drafting any section, run three

to five retrieval rounds under different angles: core terminology; method or

model names; application domain; venue or author names. The retrieved works

are the material the argument is organized around, not decoration attached

afterwards.

Retrieval returns metadata (L3), which supports citation-level statements

only: "Recent work by Author et al. addressed X using Y" is fine; "their

method relies on a three-stage pipeline" or a specific number is not, unless

the user supplied the abstract or full text. Need full-text-level content

with only L3 in hand: write the citation-level version and tell the user in

the note which source would unlock the stronger sentence.

If a drafted section comes out visibly under-cited, go back and search

another round, then weave real findings in. Never bridge the gap with a

placeholder.

Citations and references

Default style is numeric citation-sequence with a References section that

matches the text bidirectionally. Entry formats, author rules, missing-field

handling, and the alternate styles (APA, Chicago, Harvard, Vancouver):

references/citation-style.md.

Output language

Follow an explicit language request first. If the target is a Chinese

journal or a Chinese thesis, write Chinese academic prose; otherwise default

to English. Never infer the output language from the language the user typed

in: describing ideas in Chinese and submitting in English is the normal

case.

Boundaries with sibling skills

  • intro-drafter: Introduction prose (this skill routes STEM Introductions

there).

  • paper-polish: polishing existing prose, including Chinese-to-English.
  • tech-paper-template: the pre-writing logic skeleton.
  • benchmark-paper-template: planning benchmark papers.
  • pre-submission-reviewer: reviewer-style audit of the finished draft.
  • idea-evaluator: whether the idea is worth pursuing at all.

If drafting reveals that the problem is not "how to write it" but "does the

core claim hold", say so plainly in the delivery note and point to

pre-submission-reviewer or idea-evaluator. Never write a defense for a

claim the user's own data undermines.

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