Academic Paper Strategist
AAASS554/codex-academic-paper-skills
A skill your agent uses when the user needs to plan, de-risk, or ground a software engineering / computer science undergraduate thesis from a real codebase before final writing.
Analyze an investment through Stanley Druckenmiller's asymmetric-opportunity lens.
Install Stanley Druckenmiller
$ npx skills add monarchjuno/vibe-investing --skill stanley-druckenmiller -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install monarchjuno/vibe-investing stanley-druckenmiller --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/monarchjuno/vibe-investing.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/investor-personas/stanley-druckenmiller .claude/skills/stanley-druckenmiller && 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 "stanley-druckenmiller" agent skill from https://github.com/monarchjuno/vibe-investing/tree/main/skills/investor-personas/stanley-druckenmiller into .claude/skills/stanley-druckenmiller/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stanley-druckenmiller", 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/monarchjuno/vibe-investing/tree/main/skills/investor-personas/stanley-druckenmillerType 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 monarchjuno/vibe-investing --skill stanley-druckenmiller -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install monarchjuno/vibe-investing stanley-druckenmiller --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/monarchjuno/vibe-investing.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/investor-personas/stanley-druckenmiller .agents/skills/stanley-druckenmiller && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "stanley-druckenmiller" agent skill from https://github.com/monarchjuno/vibe-investing/tree/main/skills/investor-personas/stanley-druckenmiller into .agents/skills/stanley-druckenmiller/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stanley-druckenmiller", 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 monarchjuno/vibe-investing --skill stanley-druckenmiller -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install monarchjuno/vibe-investing stanley-druckenmiller --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/monarchjuno/vibe-investing.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/investor-personas/stanley-druckenmiller .cursor/skills/stanley-druckenmiller && 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 "stanley-druckenmiller" agent skill from https://github.com/monarchjuno/vibe-investing/tree/main/skills/investor-personas/stanley-druckenmiller into .cursor/skills/stanley-druckenmiller/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stanley-druckenmiller", 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/monarchjuno/vibe-investing.git --path skills/investor-personas/stanley-druckenmiller--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 monarchjuno/vibe-investing --skill stanley-druckenmiller -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install monarchjuno/vibe-investing stanley-druckenmiller --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/monarchjuno/vibe-investing.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/investor-personas/stanley-druckenmiller .gemini/skills/stanley-druckenmiller && 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 "stanley-druckenmiller" agent skill from https://github.com/monarchjuno/vibe-investing/tree/main/skills/investor-personas/stanley-druckenmiller into .gemini/skills/stanley-druckenmiller/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stanley-druckenmiller", 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 monarchjuno/vibe-investing stanley-druckenmillerInstalls 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 monarchjuno/vibe-investing --skill stanley-druckenmiller -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/monarchjuno/vibe-investing.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/investor-personas/stanley-druckenmiller .github/skills/stanley-druckenmiller && 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 "stanley-druckenmiller" agent skill from https://github.com/monarchjuno/vibe-investing/tree/main/skills/investor-personas/stanley-druckenmiller into .github/skills/stanley-druckenmiller/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stanley-druckenmiller", 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 monarchjuno/vibe-investing --skill stanley-druckenmiller -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install monarchjuno/vibe-investing stanley-druckenmiller --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/monarchjuno/vibe-investing.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/investor-personas/stanley-druckenmiller .opencode/skills/stanley-druckenmiller && 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 "stanley-druckenmiller" agent skill from https://github.com/monarchjuno/vibe-investing/tree/main/skills/investor-personas/stanley-druckenmiller into .opencode/skills/stanley-druckenmiller/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "stanley-druckenmiller", 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
stanley-druckenmiller- GitHub stars
- 299
- Token cost
- ~606 tokens
- SKILL.md length
- 272 words
- Files
- 1
- Skills in repo
- 18
- Repo updated
- First seen
- Licence
- MIT
At a glance
Analyze an investment through Stanley Druckenmiller's asymmetric-opportunity lens.
- Works in 5 steps: Identify the asymmetric setup → Review growth and leadership → Check trend and sentiment → …
- The analysis should focus on growth
- SKILL.md covers Role Definition, Core Principles, Required Analysis Sequence and Decision Rules, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Stanley Druckenmiller is an agent skill from monarchjuno/vibe-investing. Analyze an investment through Stanley Druckenmiller's asymmetric-opportunity lens. Use when the analysis should focus on growth, momentum, sentiment, macro or narrative inflection, catalyst paths, downside control, and whether the opportunity offers enough upside asymmetry to justify acting with conviction while remaining willing to cut the thesis if conditions change.
Its SKILL.md is about 610 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Education, covering Essays and academic help. The repository describes itself as: Vibe Investing Skill Library. The licence is MIT.
When your agent uses it
- The analysis should focus on growth
- Narrative inflection
- Downside control
Example prompts
- “/stanley-druckenmiller”
Workflow steps
5 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 15954a6. 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
Stanley Druckenmiller loads about 606 tokens when it runs. Until then it costs about 98 tokens; SKILL.md has 272 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 monarchjuno/vibe-investing at commit 15954a6, republished under its MIT licence (© monarchjuno). 272 words, ~606 tokens.
Download SKILL.mdSave it as
.claude/skills/stanley-druckenmiller/SKILL.md (or your agent's skills folder).- name
- stanley-druckenmiller
- description
- Analyze an investment through Stanley Druckenmiller's asymmetric-opportunity lens. Use when the analysis should focus on growth, momentum, sentiment, macro or narrative inflection, catalyst paths, downside control, and whether the opportunity offers enough upside asymmetry to justify acting with conviction while remaining willing to cut the thesis if conditions change.
Stanley Druckenmiller
Role Definition
Act as an investor looking for aggressive but disciplined bets where upside asymmetry, trend, and change in expectations matter more than static cheapness.
Core Principles
- Seek large upside with controlled downside.
- Respect momentum, trend, and narrative inflection.
- Pay up for genuine leaders if the setup is right.
- Stay flexible; a broken thesis must be cut quickly.
- Combine fundamentals with sentiment and macro context.
Required Analysis Sequence
1. Identify the asymmetric setup
- Ask what can drive a large move and what limits the downside.
- Focus on inflection, not just static attractiveness.
2. Review growth and leadership
- Assess whether the company or asset is emerging as a category leader with accelerating fundamentals.
- Prefer strength over mediocrity.
3. Check trend and sentiment
- Evaluate price behavior, investor positioning, narrative support, and whether sentiment is confirming or fighting the thesis.
4. Judge downside threats
- Review leverage, volatility, liquidity, and thesis fragility.
- Ask what would force a fast exit.
5. Conclude with conviction
- End with a stance and explain whether the setup deserves aggressive capital, monitoring, or avoidance.
Decision Rules
- Lean bullish when growth, leadership, and trend align with a favorable asymmetric setup.
- Lean bearish when downside fragility dominates, sentiment is breaking, or the growth case is rolling over.
- Stay neutral when the opportunity is interesting but the setup lacks clean asymmetry or conviction.
Risk and Uncertainty Rules
- State what would invalidate the thesis quickly.
- Lower confidence when trend confirmation and fundamental support diverge sharply.
Anti-Hallucination Rules
- Do not invent momentum, sentiment support, or macro tailwinds.
- Distinguish observed trend evidence from tactical inference.
- If the asymmetry case is weak or timing-dependent, say that clearly.
© monarchjuno, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/investor-personas/stanley-druckenmiller of monarchjuno/vibe-investing.
Open the folder on GitHubat commit 15954a6
Compare with similar skills
Stanley Druckenmiller 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 |
|---|---|---|---|---|---|---|
| Stanley Druckenmiller this skillmonarchjuno/vibe-investing | 299 | — | ~606 | Automated safety check: Pass | MIT | |
| Academic Paper StrategistAAASS554/codex-academic-paper-skills | 539 | 1 repos | ~2.7k | Automated safety check: Pass | MIT | |
| Modeling Paper Rubric and Model Selectoryushui2022/MathModel-Skill | 454 | 1 repos | ~1.8k | Automated safety check: Pass | MIT | |
| Humanities Thesisganzhi-black/humanities-thesis-skill | 637 | — | ~1.7k | Automated safety check: Pass | MIT | |
| Skill Thesis Writeryanlin-cheng/skill-thesis-writer | 209 | — | ~1.6k | Automated safety check: Pass | Custom licence | |
| Thesis CreatorStars-OC/thesis-creator | 230 | — | ~2.8k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Stanley Druckenmiller
What does Stanley Druckenmiller do?
Analyze an investment through Stanley Druckenmiller's asymmetric-opportunity lens. Stanley Druckenmiller is an agent skill from monarchjuno/vibe-investing. Analyze an investment through Stanley Druckenmiller's asymmetric-opportunity lens.
When should I use Stanley Druckenmiller?
Stanley Druckenmiller fits situations like: the analysis should focus on growth; narrative inflection; downside control.
How do I install Stanley Druckenmiller in Claude Code?
Run `npx skills add monarchjuno/vibe-investing --skill stanley-druckenmiller -a claude-code`. Or copy the skill folder (skills/investor-personas/stanley-druckenmiller in monarchjuno/vibe-investing) into .claude/skills/stanley-druckenmiller in your project. Claude Code loads it when a task matches its description.
How do I install Stanley Druckenmiller in Codex?
Run `npx skills add monarchjuno/vibe-investing --skill stanley-druckenmiller -a codex`. Or copy the skill folder (skills/investor-personas/stanley-druckenmiller in monarchjuno/vibe-investing) into .agents/skills/stanley-druckenmiller in your project. Codex loads it when a task matches its description.
Can I use Stanley Druckenmiller 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 monarchjuno/vibe-investing --skill stanley-druckenmiller -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/stanley-druckenmiller, .gemini/skills/stanley-druckenmiller, .github/skills/stanley-druckenmiller and .opencode/skills/stanley-druckenmiller in your project.
What does Stanley Druckenmiller need to run?
SKILL.md names no scripts, command-line tools or credentials: Stanley Druckenmiller is instructions for the agent only.
Does Stanley Druckenmiller 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 Stanley Druckenmiller 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 Stanley Druckenmiller use?
Stanley Druckenmiller 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 Stanley Druckenmiller use?
About 606 tokens (SKILL.md is roughly 2.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Stanley Druckenmiller?
Skills that share tags, products or a category with Stanley Druckenmiller: Academic Paper Strategist (AAASS554/codex-academic-paper-skills, 539 stars), Modeling Paper Rubric and Model Selector (yushui2022/MathModel-Skill, 454 stars), Humanities Thesis (ganzhi-black/humanities-thesis-skill, 637 stars) and Skill Thesis Writer (yanlin-cheng/skill-thesis-writer, 209 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Stanley Druckenmiller?
monarchjuno (a GitHub user) maintains it in monarchjuno/vibe-investing, which has 299 GitHub stars. The repository holds 18 skills in this directory. The repository was last updated on May 10, 2026.
Source: monarchjuno/vibe-investing on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.