Sync ParaSkill reframe-limitations-honestly

LICENSE

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+MIT License
+
+Copyright (c) 2026 bhxdianzhang
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

README.md

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+---
+license: mit
+language:
+- zh
+- en
+tags:
+- codex-skill
+- ai-agent
+- scientific-writing
+- research-workflow
+- paraskill
+- paradoxgpt
+- writer
+pretty_name: ReframeLimitationsHonestly
+---
+
+# ReframeLimitationsHonestly
+
+`reframe-limitations-honestly` is a ParaSkill research workflow skill for the `writer` family.
+
+## Purpose
+
+Handle a paper's weaknesses/limitations WITHOUT gaming the reviewer. Grounded in ARGAR's strength-weakness asymmetry: trying to dissolve weaknesses backfires 31.6% of the time, so this skill only reframes a limitation when there is a LEGITIMATE design rationale, and otherwise honestly acknowledges it and hands off to add evidence. It explicitly watches for (and refuses) limitation-laundering moves like reframing scarcity as design intent when untrue.
+
+## Metadata
+
+- Family: `writer`
+- Owner model: `ParadoxGPT-Writer-4B`
+- Output type: `revision`
+- Version: `0.1`
+- Default language: `zh`
+
+## Included Files
+
+```text
+ReframeLimitationsHonestly/
+  SKILL.md
+  agents/openai.yaml
+  README.md
+  LICENSE
+```
+
+`SKILL.md` is the executable skill instruction. `README.md` is the Hugging Face card.
+
+## Installation
+
+Copy this folder into a Codex-discoverable skills directory, or reference `SKILL.md` directly from an agent workflow.
+
+```bash
+mkdir -p ~/.codex/skills
+cp -r ReframeLimitationsHonestly ~/.codex/skills/reframe-limitations-honestly
+```
+
+## Source
+
+This skill is part of the ParaSkill library for ParadoxGPT. The full routing table is maintained in `SKILL_INDEX.json` in the source bundle.

SKILL.md

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+---
+name: reframe-limitations-honestly
+description: >-
+  Handle a paper's weaknesses/limitations WITHOUT gaming the reviewer. Grounded
+  in ARGAR's strength-weakness asymmetry: trying to dissolve weaknesses
+  backfires 31.6% of the time, so this skill only reframes a limitation when
+  there is a LEGITIMATE design rationale, and otherwise honestly acknowledges it
+  and hands off to add evidence. It explicitly watches for (and refuses)
+  limitation-laundering moves like reframing scarcity as design intent when
+  untrue.
+metadata:
+  owner_model: ParadoxGPT-Writer-4B
+  skill_family: writer
+  version: "0.1"
+  output_type: revision
+  default_language: zh
+  trigger_keywords: [limitation, weakness, reframe, acknowledge, rebuttal, dissolving weakness, 局限, 弱点, 诚恳, limitation]
+  required_inputs: [paper_context, limitations, weaknesses]
+  optional_inputs: [target_venue]
+  handoff_to: [map-claims-to-experiments, detect-limitation-laundering, rewrite-abstract-with-commitments]
+---
+
+# Reframe Limitations Honestly
+
+## Purpose
+
+处理 weakness/limitation，**但不 gaming 审稿人**。依据 ARGAR 的 strength-weakness asymmetry：**消 weakness 反噬率 31.6%**，所以本 skill 只在有**正当设计理由**时才 reframe，否则诚实承认并 handoff 去补证据。同时主动识别并拒绝 limitation laundering（把稀缺说成设计、诱饵式 limitation 等不诚实手法）。
+
+## When to Use
+
+- 论文有真实 limitation，要想清楚怎么处理（reframe / 承认 / 补）。
+- rebuttal 前判断哪些 weakness 能诚实回应、哪些不能。
+- 想避免"试图掩盖弱点反而被审得更狠"。
+
+## Do Not Use
+
+- 想用不诚实的 reframing 提高 perceived merit → 禁止（这就是 ARGAR 揭露的 gaming，转 `detect-limitation-laundering`）。
+- 想加实验真解决 weakness → 用 `map-claims-to-experiments`。
+- 想改 abstract 措辞降 claim → 用 `rewrite-abstract-with-commitments`。
+
+## Required Inputs
+
+- `paper_context`: 全文
+- `limitations`: 论文自陈的 limitation
+- `weaknesses`: 已识别的弱点（来自 review 或自检）
+
+## optional Inputs
+
+- `target_venue`: 影响该 venue 对 limitation 的容忍度
+
+## Output Contract
+
+对每个 weakness/limitation，输出：
+
+1. **honest_reframe_possible** — yes/no。
+2. 若 yes：**reframe**（带正当设计理由，且理由为真）+ rationale。
+3. 若 no：**acknowledge**（诚实承认）+ **suggested_fix**（补什么实验/改什么 claim）。
+4. **laundering_warnings** — 检测到的 laundering 倾向（如"把稀缺说成 design"但实际不成立），明确拒绝并说明为何不诚实。
+5. **priority** — 先处理哪个 weakness（避免在反噬区白费力气）。
+
+## Procedure
+
+1. 对每个 weakness 判断：是否存在**真实**的设计理由可以重新框定？
+2. 有真理由 → 给 honest reframe（理由必须可核查为真）。
+3. 无真理由 → 不掩盖；诚实 acknowledge + 给 suggested_fix（handoff）。
+4. 扫描是否有 laundering 倾向（稀缺→design？诱饵 limitation？），有则 warning + 拒绝。
+5. 按"能诚实回应的优先、反噬风险高的谨慎"排序。
+
+## Quality Bar
+
+一个好的输出必须：
+
+- 每个 yes 的 reframe 都附可核查为真的理由。
+- 每个 no 都诚实承认并指向具体 fix，不掩盖。
+- laundering_warnings 抓住不诚实倾向并拒绝。
+
+一个差的输出：
+
+- 把无理由的弱点硬 reframing（laundering）。
+- 笼统"我们已改进"而不说怎么改。
+- 在高反噬区强行消 weakness。
+
+## Failure Modes
+
+- **limitation laundering**：稀缺→design / 诱饵 limitation（应被本 skill 拒绝；也会被 `detect-limitation-laundering` 抓）。
+- **强行消 weakness**：无理由硬驳，触发 31.6% 反噬。
+- **虚假承认**：嘴上 acknowledge 实际掩盖。
+
+## Handoff
+
+- weakness 需要补实验 → `map-claims-to-experiments`
+- 怀疑自己/他人在 laundering → `detect-limitation-laundering`
+- 需要降 abstract claim 措辞以匹配证据 → `rewrite-abstract-with-commitments`
+
+## Example
+
+Input:
+
+```
+weaknesses:
+  - W1: 只有 2 个数据集
+  - W2: 缺 mechanism ablation
+```
+
+Output（节选）:
+
+```
+W1:
+  honest_reframe_possible: no（"complementary regimes"非真理由 → laundering 风险）
+  acknowledge: 承认数据集规模有限。
+  suggested_fix: 增加至少 1 个 OOD 数据集（→ map-claims-to-experiments）。
+  laundering_warnings: 勿把"2 个数据集"说成"complementary regimes"——除非真有互补证据，否则是 laundering。
+W2:
+  honest_reframe_possible: no
+  acknowledge: 缺 ablation 是真缺陷。
+  suggested_fix: 补累积机制 ablation。
+priority: 先 W2（可补实验真解决），W1 诚实承认即可，勿硬 reframing。
+```

agents/openai.yaml

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+interface:
+  display_name: "Reframe Limitations Honestly"
+  short_description: "Handle a paper's weaknesses/limitations WITHOUT gaming the reviewer"
+  default_prompt: "Use $reframe-limitations-honestly for this research-writing task."