Using Superpowers
farm-fe/farm
A skill your agent uses when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions
Cognitive moves for collapsing complexity — reframe, clarify, reduce, decompose, invert, constrain, transfer, generalize, audit — distilled from the working method of mathematicians, physicists, and…
Install Radical Simplification
$ npx skills add pproenca/dot-skills --skill radical-simplification -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install pproenca/dot-skills radical-simplification --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/pproenca/dot-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/radical-simplification .claude/skills/radical-simplification && 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 "radical-simplification" agent skill from https://github.com/pproenca/dot-skills/tree/master/.agents/skills/radical-simplification into .claude/skills/radical-simplification/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radical-simplification", 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/pproenca/dot-skills/tree/master/.agents/skills/radical-simplificationType 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 pproenca/dot-skills --skill radical-simplification -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install pproenca/dot-skills radical-simplification --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pproenca/dot-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/radical-simplification .agents/skills/radical-simplification && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "radical-simplification" agent skill from https://github.com/pproenca/dot-skills/tree/master/.agents/skills/radical-simplification into .agents/skills/radical-simplification/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radical-simplification", 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 pproenca/dot-skills --skill radical-simplification -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install pproenca/dot-skills radical-simplification --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pproenca/dot-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/radical-simplification .cursor/skills/radical-simplification && 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 "radical-simplification" agent skill from https://github.com/pproenca/dot-skills/tree/master/.agents/skills/radical-simplification into .cursor/skills/radical-simplification/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radical-simplification", 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/pproenca/dot-skills.git --path .agents/skills/radical-simplification--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 pproenca/dot-skills --skill radical-simplification -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install pproenca/dot-skills radical-simplification --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pproenca/dot-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/radical-simplification .gemini/skills/radical-simplification && 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 "radical-simplification" agent skill from https://github.com/pproenca/dot-skills/tree/master/.agents/skills/radical-simplification into .gemini/skills/radical-simplification/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radical-simplification", 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 pproenca/dot-skills radical-simplificationInstalls 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 pproenca/dot-skills --skill radical-simplification -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/pproenca/dot-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/radical-simplification .github/skills/radical-simplification && 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 "radical-simplification" agent skill from https://github.com/pproenca/dot-skills/tree/master/.agents/skills/radical-simplification into .github/skills/radical-simplification/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radical-simplification", 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 pproenca/dot-skills --skill radical-simplification -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install pproenca/dot-skills radical-simplification --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pproenca/dot-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/radical-simplification .opencode/skills/radical-simplification && 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 "radical-simplification" agent skill from https://github.com/pproenca/dot-skills/tree/master/.agents/skills/radical-simplification into .opencode/skills/radical-simplification/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radical-simplification", 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
radical-simplification- GitHub stars
- 214
- Token cost
- ~2.4k tokens
- SKILL.md length
- 936 words
- Files
- 25 (incl. references, assets)
- Skills in repo
- 182
- Repo updated
- First seen
- Licence
- MIT
At a glance
Cognitive moves for collapsing complexity — reframe, clarify, reduce, decompose, invert, constrain, transfer, generalize, audit — distilled from the working method of mathematicians, physicists, and…
- Works in 9 steps: Reframe the Problem → Clarify Through Interview → Reduce to the Smallest Case → …
- Stuck on a complex problem
- SKILL.md covers When to Apply, How to Use, Rule Categories and Quick Reference, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Radical Simplification is an agent skill from pproenca/dot-skills. Cognitive moves for collapsing complexity — reframe, clarify, reduce, decompose, invert, constrain, transfer, generalize, audit — distilled from the working method of mathematicians, physicists, and software engineers known for turning hard problems into simple solutions (Pólya, Feynman, Hamming, Brooks, Knuth, Dijkstra, Lamport, Tao, Grothendieck, Munger, Hofstadter). Use when stuck on a complex problem, when a proposed design feels overengineered, when reviewing code that has accreted accidental complexity, or…
Its SKILL.md is about 2.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 27 other files, including reference files and assets (for example `AGENTS.md`, `assets/templates/_template.md` and `metadata.json`).
It sits in Agent Workflows, covering Requirements gathering. The repository describes itself as: A collection of AI agent skills following the Agent Skills open format. The licence is MIT.
When your agent uses it
- Stuck on a complex problem
- A proposed design feels overengineered
- Reviewing code that has accreted accidental complexity
- The user wants an elegant solution to a hard engineering
Example prompts
- “this feels too complicated”
- “we are going in circles”
- “there must be a simpler way”
- “/radical-simplification”
Workflow steps
9 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 cf93c57. 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
Radical Simplification loads about 2.4k tokens when it runs, and up to ~13k if it reads all its reference files. Until then it costs about 224 tokens; SKILL.md has 936 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 pproenca/dot-skills at commit cf93c57, republished under its MIT licence (© pproenca). 936 words, ~2,375 tokens.
Download SKILL.mdSave it as
.claude/skills/radical-simplification/SKILL.md (or your agent's skills folder). This skill also uses 24 other files; get the full folder from GitHub.- name
- radical-simplification
- description
- Cognitive moves for collapsing complexity — reframe, clarify, reduce, decompose, invert, constrain, transfer, generalize, audit — distilled from the working method of mathematicians, physicists, and software engineers known for turning hard problems into simple solutions (Pólya, Feynman, Hamming, Brooks, Knuth, Dijkstra, Lamport, Tao, Grothendieck, Munger, Hofstadter). Use when stuck on a complex problem, when a proposed design feels overengineered, when reviewing code that has accreted accidental complexity, or when the user wants an elegant solution to a hard engineering or product problem. Triggers on phrases like "this feels too complicated", "we are going in circles", "there must be a simpler way", "interview me about this plan", "find the underlying problem", and on stuck-state moments where forward search has run out and the agent needs a different angle.
Radical Simplification — Cognitive Moves for Collapsing Complex Problems
Distillation of the documented working method of mathematicians, physicists, and engineers who consistently turn complex problems into simple solutions. The skill is not a step list — it is a toolbox of cognitive moves, each correcting a specific wrong default a capable model has when faced with complexity. The moves are mostly orthogonal; pick the one that matches the symptom.
This is the thinking layer that sits above refactoring (code-simplifier), metric design (deterministic-metric-design), and reviews (design-review). Those skills apply a methodology to a known shape of artifact. This skill is the methodology itself — how to arrive at the simple shape in the first place.
When to Apply
Use this skill when:
- The user says the problem feels too complicated, that the team is going in circles, or that there must be a simpler way
- A proposed design has accreted parameters, dependencies, or branches and feels overengineered
- A plan has been drafted but unresolved decisions remain, and the agent is about to commit to assumed answers
- A bug investigation has tried several variants of the same approach without progress
- A review surfaces complexity that may be accidental (Brooks) rather than essential
- The agent is asked to find an elegant solution to a hard engineering or product problem
- Forward search has exhausted and the agent needs a different angle (work backwards, invert, transfer from another domain)
- The agent is producing fluent-sounding output but cannot back it up under expansion (Feynman test)
This skill is not for cleaning up code that already does the right thing — that is code-simplifier. Use this when the approach itself is what needs to get simpler.
How to Use
The nine categories are orthogonal cognitive moves. Match the move to the symptom:
| Symptom | Reach for | First rule to read |
|---|---|---|
| Solving feels off — maybe the wrong problem | Frame | frame-restate-problem |
| Plan drafted but unresolved decisions remain | Clarify | clarify-interview-one-at-a-time |
| Drowning in cases, parameters, branches | Reduce | reduce-toy-case-first |
| Parts are tangled; changes ripple | Decompose | decomp-orthogonal-axes |
| Forward search is exponential or stuck | Invert | invert-work-backwards |
| Missing the structural truth of the system | Constrain | constrain-name-the-invariant |
| Stuck inside the current vocabulary | Transfer | transfer-cross-domain-analogue |
| The specific problem keeps resisting | Generalize | gen-rising-sea |
| Producing fluent output you cannot back up | Audit | audit-feynman-technique |
For category overviews and the ordering rationale, see references/_sections.md.
Rule Categories
| # | Category | Prefix | Move | Rules |
|---|---|---|---|---|
| 1 | Reframe the Problem | frame | Restate, separate essential from accidental, find the decision | 3 |
| 2 | Clarify Through Interview | clarify | One-at-a-time questions with recommended answers; read the source before asking | 2 |
| 3 | Reduce to the Smallest Case | reduce | Toy case, limit cases, Pareto compression | 3 |
| 4 | Decompose Along Orthogonal Axes | decomp | Orthogonal axes, WHAT vs HOW | 2 |
| 5 | Invert the Search | invert | Work backwards, assume failure | 2 |
| 6 | Constrain with Invariants and Symmetries | constrain | Name the invariant, dimensional check | 2 |
| 7 | Transfer From Another Domain | transfer | Cross-domain analogue, vocabulary lock-in | 2 |
| 8 | Generalize Until the Problem Dissolves | gen | Rising sea | 1 |
| 9 | Audit Your Own Understanding | audit | Feynman, name the confusion, Fermi check | 3 |
Quick Reference
1. Reframe the Problem
frame-restate-problem— Restate in your own words before solving; surfaces the wrong-problem case while it is still cheapframe-essential-vs-accidental— Brooks's distinction: name each piece of complexity as inherent or layered-onframe-find-decision-point— Find the decision the answer must change; answer that, not the literal question
Show full SKILL.md (390 more words)Show less
2. Clarify Through Interview
clarify-interview-one-at-a-time— Walk the design tree one branch at a time; every question paired with your recommended answer so the user reviews a position, not generates oneclarify-prefer-source-over-asking— If a grep, file read, or runtime check would answer it, do that — only ask what the source cannot tell you
3. Reduce to the Smallest Case
reduce-toy-case-first— Solve n=1 fully before generalizing; the structure of the big problem becomes visiblereduce-limit-cases— Probe zero, infinity, empty, identity to expose where the design degradesreduce-pareto-compress— Design for the 20% of inputs that produce 80% of the result
4. Decompose Along Orthogonal Axes
decomp-orthogonal-axes— Axes are correct when changing one does not force changing another; verbs over today's nounsdecomp-what-vs-how— Write the WHAT before debating the HOW; the spec is the referee
5. Invert the Search
invert-work-backwards— When forward search is exponential, ask what must be true one step before the goalinvert-assume-failure— Write the postmortem before writing the design (Munger's inversion)
6. Constrain with Invariants and Symmetries
constrain-name-the-invariant— The property that does not change is often the answer in disguiseconstrain-dimensional-check— Mismatched units, types, or categories are bugs before they are runtime failures
7. Transfer From Another Domain
transfer-cross-domain-analogue— Search for the structural twin in another domain; the twin's solution often transplantstransfer-suspect-vocabulary-lock-in— Suffix accretion (Manager,Helper,Coordinator) signals the original noun is wrong
8. Generalize Until the Problem Dissolves
gen-rising-sea— Grothendieck's rising sea; the more abstract version is sometimes the easier one — but only if it has fewer concepts, not more
9. Audit Your Own Understanding
audit-feynman-technique— Unfold technical shorthand into beginner-vocabulary sentences; the hand-waves are the gapsaudit-name-the-confusion— When stuck, name what you do not know — do not retry variants of the same approachaudit-fermi-sanity-check— Bound the answer order-of-magnitude before producing it; 10× disagreements are the signal
Related Skills
code-simplifier— Refactoring patterns once the right approach is known (this skill ends, that one begins)deterministic-metric-design— Applies this methodology to the specific problem of inventing metricsdesign-review— Applies this methodology to the specific problem of reviewing UI
Authoring Note
These moves are load-bearing, not decorative. The wrong default each rule corrects is named in the rule itself — if a rule restates something a capable model already does correctly, cut it. The coverage of the skill is proven by /dev-skill:eval on real complex-problem prompts, not by hitting a rule count.
© pproenca, 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 24 other files (references, assets) in .agents/skills/radical-simplification of pproenca/dot-skills.
- SKILL.md
- AGENTS.md
- assets/templates/_template.md
- metadata.json
- references/_sections.md
- references/audit-fermi-sanity-check.md
- references/audit-feynman-technique.md
- references/audit-name-the-confusion.md
- references/clarify-interview-one-at-a-time.md
- references/clarify-prefer-source-over-asking.md
- references/constrain-dimensional-check.md
- references/constrain-name-the-invariant.md
- references/decomp-orthogonal-axes.md
- references/decomp-what-vs-how.md
- references/frame-essential-vs-accidental.md
- references/frame-find-decision-point.md
- references/frame-restate-problem.md
- references/gen-rising-sea.md
- … and 7 more
Open the folder on GitHubat commit cf93c57
Compare with similar skills
Radical Simplification 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 |
|---|---|---|---|---|---|---|
| Radical Simplification this skillpproenca/dot-skills | 214 | — | ~2.4k | Automated safety check: Pass | MIT | |
| Using Superpowersfarm-fe/farm | 5.6k | 34 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Interview Meaddyosmani/agent-skills | 102k | 6 repos | ~3.8k | Automated safety check: Pass | MIT | |
| Grillingbestofjs/bestofjs | 3.1k | 30 repos | ~464 | Automated safety check: Pass | MIT | |
| Agentic Workflow Designerdotnet/Open-XML-SDK | 4.6k | 2 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Ask User QuestionMemTensor/MemOS | 12k | — | ~1k | Automated safety check: Pass | Apache-2.0 |
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Related
Categories
Questions about Radical Simplification
What does Radical Simplification do?
Cognitive moves for collapsing complexity — reframe, clarify, reduce, decompose, invert, constrain, transfer, generalize, audit — distilled from the working method of mathematicians, physicists, and…. Radical Simplification is an agent skill from pproenca/dot-skills. Cognitive moves for collapsing complexity — reframe, clarify, reduce, decompose, invert, constrain, transfer, generalize, audit — distilled from the working method of mathematicians, physicists, and software engineers known for turning hard problems into simple solutions (Pólya, Feynman, Hamming, Brooks, Knuth, Dijkstra, Lamport, Tao, Grothendieck, Munger, Hofstadter).
When should I use Radical Simplification?
Radical Simplification fits situations like: stuck on a complex problem; A proposed design feels overengineered; reviewing code that has accreted accidental complexity; the user wants an elegant solution to a hard engineering.
How do I install Radical Simplification in Claude Code?
Run `npx skills add pproenca/dot-skills --skill radical-simplification -a claude-code`. Or copy the skill folder (.agents/skills/radical-simplification in pproenca/dot-skills) into .claude/skills/radical-simplification in your project. Claude Code loads it when a task matches its description.
How do I install Radical Simplification in Codex?
Run `npx skills add pproenca/dot-skills --skill radical-simplification -a codex`. Or copy the skill folder (.agents/skills/radical-simplification in pproenca/dot-skills) into .agents/skills/radical-simplification in your project. Codex loads it when a task matches its description.
Can I use Radical Simplification 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 pproenca/dot-skills --skill radical-simplification -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/radical-simplification, .gemini/skills/radical-simplification, .github/skills/radical-simplification and .opencode/skills/radical-simplification in your project.
What does Radical Simplification need to run?
SKILL.md names no scripts, command-line tools or credentials: Radical Simplification is instructions for the agent only.
Does Radical Simplification 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 Radical Simplification 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 Radical Simplification use?
Radical Simplification 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 Radical Simplification use?
About 2.4k tokens (SKILL.md is roughly 9.5k 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 11k tokens, read only when the agent opens those files.
What are the alternatives to Radical Simplification?
Skills that share tags, products or a category with Radical Simplification: Using Superpowers (farm-fe/farm, 5.6k stars), Interview Me (addyosmani/agent-skills, 102k stars), Grilling (bestofjs/bestofjs, 3.1k stars) and Agentic Workflow Designer (dotnet/Open-XML-SDK, 4.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Radical Simplification?
pproenca (a GitHub user) maintains it in pproenca/dot-skills, which has 214 GitHub stars. The repository holds 182 skills in this directory. The repository was last updated on August 15, 2026.
Source: pproenca/dot-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.