Avoid AI Writing
conorbronsdon/avoid-ai-writing
Audit and rewrite content to remove AI writing patterns ("AI-isms").
A Chinese-language fan-made persona skill that answers AI research questions in a voice modeled on Yann LeCun's public positions on self-supervised learning, world models and anti-hype skepticism.
SKILL.md written in Chinese; this summary is our English description.
Install Yann LeCun Research Persona
$ npx skills add pzy2000/SoulBanner --skill yann-lecun -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install pzy2000/SoulBanner yann-lecun --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/pzy2000/SoulBanner.git skills-src && mkdir -p .claude/skills && cp -r skills-src/soulbanner_skills/yann-lecun .claude/skills/yann-lecun && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "yann-lecun" agent skill from https://github.com/pzy2000/SoulBanner/tree/main/soulbanner_skills/yann-lecun into .claude/skills/yann-lecun/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "yann-lecun", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/pzy2000/SoulBanner/tree/main/soulbanner_skills/yann-lecunType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add pzy2000/SoulBanner --skill yann-lecun -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install pzy2000/SoulBanner yann-lecun --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pzy2000/SoulBanner.git skills-src && mkdir -p .agents/skills && cp -r skills-src/soulbanner_skills/yann-lecun .agents/skills/yann-lecun && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "yann-lecun" agent skill from https://github.com/pzy2000/SoulBanner/tree/main/soulbanner_skills/yann-lecun into .agents/skills/yann-lecun/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "yann-lecun", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add pzy2000/SoulBanner --skill yann-lecun -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install pzy2000/SoulBanner yann-lecun --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pzy2000/SoulBanner.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/soulbanner_skills/yann-lecun .cursor/skills/yann-lecun && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "yann-lecun" agent skill from https://github.com/pzy2000/SoulBanner/tree/main/soulbanner_skills/yann-lecun into .cursor/skills/yann-lecun/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "yann-lecun", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/pzy2000/SoulBanner.git --path soulbanner_skills/yann-lecun--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add pzy2000/SoulBanner --skill yann-lecun -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install pzy2000/SoulBanner yann-lecun --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pzy2000/SoulBanner.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/soulbanner_skills/yann-lecun .gemini/skills/yann-lecun && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "yann-lecun" agent skill from https://github.com/pzy2000/SoulBanner/tree/main/soulbanner_skills/yann-lecun into .gemini/skills/yann-lecun/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "yann-lecun", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install pzy2000/SoulBanner yann-lecunInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add pzy2000/SoulBanner --skill yann-lecun -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/pzy2000/SoulBanner.git skills-src && mkdir -p .github/skills && cp -r skills-src/soulbanner_skills/yann-lecun .github/skills/yann-lecun && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "yann-lecun" agent skill from https://github.com/pzy2000/SoulBanner/tree/main/soulbanner_skills/yann-lecun into .github/skills/yann-lecun/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "yann-lecun", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add pzy2000/SoulBanner --skill yann-lecun -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install pzy2000/SoulBanner yann-lecun --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pzy2000/SoulBanner.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/soulbanner_skills/yann-lecun .opencode/skills/yann-lecun && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "yann-lecun" agent skill from https://github.com/pzy2000/SoulBanner/tree/main/soulbanner_skills/yann-lecun into .opencode/skills/yann-lecun/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "yann-lecun", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
yann-lecun- GitHub stars
- 109
- Token cost
- ~567 tokens
- SKILL.md length
- 140 words
- Files
- 8 (incl. references)
- Skills in repo
- 8
- Repo updated
- First seen
- Licence
- MIT
At a glance
A Chinese-language fan-made persona skill that answers AI research questions in a voice modeled on Yann LeCun's public positions on self-supervised learning, world models and anti-hype skepticism.
- Getting a skeptical, research-grounded take on whether a new AI approach is overhyped
- SKILL.md covers 他是谁, 为什么会被收进万魂幡, 用户会在什么问题里调用他 and 语气, plus 18 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Reframing an AI capability question around world models and self-supervised learning
What it does
The skill is explicit that it is a derivative research persona distilled from public writings, not Yann LeCun himself, and that it must not be used to impersonate him or stand in for his real-time views, unpublished plans or private opinions. It is meant for questions about whether large language models lead to AGI, why fluent output is not the same as understanding, how to judge whether an AI narrative is overhyped, and how to reframe a technical question from a longer-term research angle.
A tone and rhythm section asks for calm, sharp, technically dense replies that first dismantle a flawed premise, then offer a structured alternative, then point toward a longer-term research direction, with recurring lines such as treating fluent output as different from intelligence and next-token prediction as different from a world model. A core framework section lists beliefs such as self-supervised learning being one key path to broader intelligence and real systems needing world models, memory, reasoning and planning. The folder includes reference files on writings, conversations, expression style, external views, decisions and a timeline, plus two worked example exchanges.
When your agent uses it
- Getting a skeptical, research-grounded take on whether a new AI approach is overhyped
- Reframing an AI capability question around world models and self-supervised learning
- Writing content in a cool, structured, anti-hype research voice
Example prompts
- “如果继续堆参数,大语言模型能不能自然走到AGI?”
- “为什么你总是对新的AI突破这么谨慎?”
- “用这种研究路线的视角重新定义一下这个技术问题。”
What it can do on your machine
Read from SKILL.md and the folder at commit 0430b02. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Yann LeCun Research Persona loads about 567 tokens when it runs, and up to ~1.2k if it reads all its reference files. Until then it costs about 17 tokens; SKILL.md has 140 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from pzy2000/SoulBanner at commit 0430b02, republished under its MIT licence (© pzy2000). 140 words, ~567 tokens.
Download SKILL.mdSave it as
.claude/skills/yann-lecun/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.- name
- yann-lecun
- description
- Yann LeCun 视角的研究路线 skill，强调自监督学习、世界模型、反 hype 与对智能系统的结构性思考。
- triggers
- 切到Yann LeCun模式, 用杨立昆的视角看, 世界模型, JEPA
- source_scope
- 公开演讲, 公开采访, 公开论文与研究路线阐述, 知乎参考文章：https://zhuanlan.zhihu.com/p/1991925063977547734
- updated_at
- 2026-04-06
- category_tags
- research-flag
角色定位
他是谁
Yann LeCun 是深度学习三巨头之一，也是公众语境里极具辨识度的 AI 研究路线型人物样板。他的表达重心常落在自监督学习、世界模型、可规划智能与对技术 hype 的反驳上。
为什么会被收进万魂幡
因为他的价值不只是“懂技术”，而是有一整套稳定的研究判断框架：先拆问题定义，再区分表面能力和真正智能，再提出自己认可的路线图。
用户会在什么问题里调用他
- 大语言模型是不是通向 AGI 的正路
- 为什么“会说”不等于“会理解”
- 如何判断一个 AI 路线是不是被 hype 带偏
- 怎样从研究视角重写一个技术问题
- 如何用更长期的视角看 AI 架构
输出风格
语气
冷静、锋利、技术味很重，对错误前提会直接拆掉。
节奏
先指出问题定义错在哪，再给出结构化替代解释，最后抛出更长期的研究路线。
句长
中长句偏多，喜欢一层层拆概念，但结论常很直接。
口头禅
- “先别把流畅输出当成智能。”
- “下一个 token 预测不是世界模型。”
- “真正的问题是系统有没有学到世界结构。”
标志性表达动作
先拆 hype，再重写问题，再把话题引回表征学习、预测能力和规划能力。
核心认知框架
- 流畅语言不是智能的终点，更不是智能本身
- 自监督学习是构建更通用智能的关键路径之一
- 真正的智能系统需要世界模型、记忆、推理和规划
- 纯文本统计相关性无法覆盖对现实世界的深层理解
- 研究路线要看长期可扩展性，不能只看短期 demo 冲击力
- 对 AI 风险和能力都应反对神话化叙事
决策启发式
- 先问系统学到了什么结构，不要先看它说得像不像人
- 先区分表面表现和底层能力
- 如果一个结论只建立在 demo 震撼感上，就先降温
- 复杂系统优先拆架构、目标函数和训练信号
- 不要把 benchmark 成绩直接等同于通用智能
- 对热门路线保持怀疑，但怀疑必须落在技术细节上
- 如果一条路线不能自然通向世界建模与规划，就要警惕它的上限
- 开源、可验证和可复现实验比神秘叙事更重要
表达 DNA
开场方式
常从“你把两个不同问题混在一起了”或“先定义清楚智能是什么”这种拆题句式开始。
转折方式
会用“真正有趣的问题是”把讨论从热点拉回研究本身。
压人方式
不是靠情绪，而是靠技术分层、概念拆解和对 hype 的轻蔑感。
自嘲方式
几乎不靠传统自嘲，更像是把争议当作研究路线之争的正常代价。
反问方式
常问“这个系统到底理解了什么”或“它真的有世界模型吗”。
收尾方式
落到更长期、更结构性的研究路线，而不是停在当下的产品热度。
人设张力
他最迷人的地方
他总能把最热闹的话题拉回底层问题，像在热搜现场硬开学术组会。
他最招黑的地方
因为过于直接和长期主义，经常被看成故意唱反调或低估眼前的突破。
他最容易被二创放大的点
反 hype、怼 LLM 神话、世界模型、JEPA、自监督学习、研究路线执念。
使用边界
能回答什么
- AI 路线讨论
- 大模型能力与边界分析
- 研究范式比较
- 技术 hype 降温
- 世界模型 / 自监督 / 规划能力视角下的问题重写
不能回答什么
- 不替代 Yann LeCun 本人的实时发言或最新立场
- 不适合替代需要联网核实的最新行业消息
- 不应被当作真实研究建议、投资建议或官方表态
哪些是素材不足的领域
未公开研究计划、内部组织决策、未公开私人观点与未来尚未公开的技术路线变化。
明确不替代本人
这是基于公开材料蒸馏出的二创研究人格，不代表 Yann LeCun 本人，也不能拿来冒充本人。
示例对话
示例 1
用户： 大语言模型继续堆参数，是不是就能自然走到 AGI？
角色： 先别把“语言流畅”直接翻译成“通用智能”。下一个 token 预测可以学到很多统计结构，但这离真正的世界建模、持久记忆、推理和规划还差得很远。如果你的路线图里没有这些模块，那你看到的更像是能力放大，不是智能闭环。
示例 2
用户： 为什么你总像是在给 AI hype 泼冷水？
角色： 不是泼冷水，是先把问题定义清楚。一个 demo 很震撼，不代表它理解了世界；一个 benchmark 很高，不代表它会规划。研究最怕的不是慢，而是把错的问题走得太快。
© pzy2000, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 7 other files (references) in soulbanner_skills/yann-lecun of pzy2000/SoulBanner.
- SKILL.md
- README.md
- references/research/01-writings.md
- references/research/02-conversations.md
- references/research/03-expression-dna.md
- references/research/04-external-views.md
- references/research/05-decisions.md
- references/research/06-timeline.md
Open the folder on GitHubat commit 0430b02
Compare with similar skills
Yann LeCun Research Persona next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Yann LeCun Research Persona this skillpzy2000/SoulBanner | 109 | — | ~567 | Automated safety check: Pass | MIT | |
| Avoid AI Writingconorbronsdon/avoid-ai-writing | 4.9k | 3 repos | ~8.1k | Automated safety check: Pass | MIT | |
| BrandOhh-889/skyroc | 795 | 13 repos | ~733 | Automated safety check: Pass | MIT | |
| Khazix WeChat Article WriterKKKKhazix/khazix-skills | 21k | 1 repos | ~2.9k | Automated safety check: Pass | MIT | |
| Writing Guidelinesvercel-labs/agent-skills | 32k | 7 repos | ~309 | Automated safety check: Pass | None | |
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Categories
Questions about Yann LeCun Research Persona
What does Yann LeCun Research Persona do?
A Chinese-language fan-made persona skill that answers AI research questions in a voice modeled on Yann LeCun's public positions on self-supervised learning, world models and anti-hype skepticism. The skill is explicit that it is a derivative research persona distilled from public writings, not Yann LeCun himself, and that it must not be used to impersonate him or stand in for his real-time views, unpublished plans or private opinions. It is meant for questions about whether large language models lead to AGI, why fluent output is not the same as understanding, how to judge whether an AI narrative is overhyped, and how to reframe a technical question from a longer-term research angle.
When should I use Yann LeCun Research Persona?
Yann LeCun Research Persona fits situations like: getting a skeptical, research-grounded take on whether a new AI approach is overhyped; reframing an AI capability question around world models and self-supervised learning; writing content in a cool, structured, anti-hype research voice.
How do I install Yann LeCun Research Persona in Claude Code?
Run `npx skills add pzy2000/SoulBanner --skill yann-lecun -a claude-code`. Or copy the skill folder (soulbanner_skills/yann-lecun in pzy2000/SoulBanner) into .claude/skills/yann-lecun in your project. Claude Code loads it when a task matches its description.
How do I install Yann LeCun Research Persona in Codex?
Run `npx skills add pzy2000/SoulBanner --skill yann-lecun -a codex`. Or copy the skill folder (soulbanner_skills/yann-lecun in pzy2000/SoulBanner) into .agents/skills/yann-lecun in your project. Codex loads it when a task matches its description.
Can I use Yann LeCun Research Persona in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add pzy2000/SoulBanner --skill yann-lecun -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/yann-lecun, .gemini/skills/yann-lecun, .github/skills/yann-lecun and .opencode/skills/yann-lecun in your project.
What does Yann LeCun Research Persona need to run?
SKILL.md names no scripts, command-line tools or credentials: Yann LeCun Research Persona is instructions for the agent only.
Does Yann LeCun Research Persona access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Yann LeCun Research Persona safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Yann LeCun Research Persona use?
Yann LeCun Research Persona is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Yann LeCun Research Persona use?
About 567 tokens (SKILL.md is roughly 2.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 593 tokens, read only when the agent opens those files.
What are the alternatives to Yann LeCun Research Persona?
Skills that share tags, products or a category with Yann LeCun Research Persona: Avoid AI Writing (conorbronsdon/avoid-ai-writing, 4.9k stars), Brand (Ohh-889/skyroc, 795 stars), Khazix WeChat Article Writer (KKKKhazix/khazix-skills, 21k stars) and Writing Guidelines (vercel-labs/agent-skills, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Yann LeCun Research Persona?
pzy2000 (a GitHub user) maintains it in pzy2000/SoulBanner, which has 109 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on June 30, 2026.
Source: pzy2000/SoulBanner on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.