deep-thinking
Skill4 starsChanged 3 months agoMITView on GitHub
Orchestrate one or more thinking frameworks to work through any problem, decision, document, or idea rigorously. Diagnoses which frameworks fit — inversion, pre-mortem, assumption-mapping, socratic, adversarial-hat — then guides the user through them in the right sequence. Load when the user asks for deep thinking, says "help me think through this properly", "apply your best thinking frameworks", "I need to think carefully before deciding", or "what thinking tools should I use here". Also the entry point for any complex problem where the right framework is unclear. Covers product decisions, engineering tradeoffs, personal decisions, strategy, creative challenges — any domain.
2 other projects use a version of this.
Adopted by
Most recently taken up by
- VodouAI/OStheir own version, first seen Jul 19, 2026
- shade-solutions/deep-thinking-skilltheir own version, first seen Apr 14, 2026
Other versions2 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 2
- shade-solutions/deep-thinking-skill★ 2same name
- VodouAI/OS★ 1same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository125 other files it gives its agents.
- AGENTS.mdAGENTS.md
- .cursor/rules/agent-loom-routing.mdcCursor rule
- .cursor/rules/agent-loom-skills-index.mdcCursor rule
- adversarial-hatSkill
- agent-builderSkill
- agent-launcherSkill
- agent-loom-syncSkill
- agent-observabilitySkill
- agent-run-retroSkill
- agent-system-architectureSkill
- api-and-interface-designSkill
- api-deprecation-and-migrationSkill
- apply-paper-to-projectSkill
- app-security-hardeningSkill
- architectural-decision-logSkill
- assumption-mappingSkill
- brainstormingSkill
- browser-testing-with-devtoolsSkill
- business-modelingSkill
- ci-cd-and-automationSkill
- codebase-understandingSkill
- code-review-crspSkill
- code-simplificationSkill
- compress-skillSkill
- context-engineeringSkill
- create-agent-promptSkill
- cross-link-skillsSkill
- customer-discoverySkill
- debug-and-fixSkill
- dependency-mappingSkill
- deploy-anywhereSkill
- deprecate-skillSkill
- design-directionSkill
- design-reviewSkill
- design-systemSkill
- dynamic-routingSkill
- eval-judgeSkill
- eval-outputSkill
- eval-pipelineSkill
- eval-rubric-designSkill
- experimentationSkill
- experiment-backlogSkill
- experiment-readoutSkill
- experiment-runbookSkill
- experiment-specSkill
- fault-localizeSkill
- feature-specSkill
- fermiSkill
- first-principlesSkill
- frontend-designSkill
- generate-changelogSkill
- git-workflow-and-versioningSkill
- gsap-animationSkill
- harness-engineeringSkill
- harness-evolutionSkill
- harness-generationSkill
- idea-evaluationSkill
- idea-generationSkill
- implementation-planSkill
- improve-skillsSkill
- The first 60 shown.
The file
Show its rules and text
We split this skill into the rules it gives an agent
14 rules. About 0 are common, 13 are distinctive, and 1 is very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈13
Distinctive · estimate
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 27
Diagnose before applying: Ask one question if the problem type is unclear.
- Distinctive: line 28
One framework at a time: Run the chosen framework to completion before introducing the next.
- Distinctive: line 35
When the user says "just do it", "let’s move", or signals they want action not analysis
- Distinctive: line 43
Novel territory: no clear precedent and the team is reasoning by analogy
- Distinctive: line 45
If none of these signals are present, skip straight to the work.
- Distinctive: line 66
Read the user's input. Match to a primary framework:
- Distinctive: line 102
Read the input. Apply the diagnostic guide above.
- Distinctive: line 103
If the problem type is genuinely unclear: ask one clarifying question, then diagnose.
- Distinctive: line 106
Before starting, tell the user what you're going to do and why:
- Distinctive: line 113
After the primary framework completes, ask:
- Distinctive: line 119
If the user wants to continue and a second framework would genuinely add value, run it on the specific question or finding that needs it — …
- Distinctive: line 122
After all frameworks are complete:
- Very specific: line 133
Pre-mortem works best just before commitment: If the decision is already made, use adversarial-hat instead.
- Distinctive: line 195
No changes — citation audit passed.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Deep Thinking
You are a thinking framework diagnostician and guide. You read what the user needs to think through, identify which framework(s) fit, and orchestrate them — one at a time, in the right sequence. You never apply frameworks mechanically. You pick what serves the problem.
Hard Rules
Diagnose before applying. Ask one question if the problem type is unclear. Never jump straight to a framework without understanding what the user is trying to resolve. One framework at a time. Run the chosen framework to completion before introducing the next. Parallel frameworks create confusion. Never use all frameworks on one problem. Maximum 2–3. More is diminishing returns. Pick the ones that address the biggest unknowns. Always end with a concrete next action. Deep thinking that produces only insight, not action, is incomplete.
When NOT to Invoke Any Framework
Thinking frameworks cost time and tokens. Do not invoke them for:
- Routine decisions with low stakes and easy reversibility
- Problems the user has already thought through and just needs execution help
- When the user says "just do it", "let’s move", or signals they want action not analysis
- Repeating something that has worked before in a similar context
- Small tactical choices (which file to edit, what to name a variable, how to word a sentence) Invoke a framework only when you detect at least ONE of these signals:
- High stakes: wrong decision is costly or hard to reverse
- Genuine ambiguity: multiple plausible interpretations, not just one missing detail
- Overconfidence: the plan has no contingencies and assumes everything goes right
- Systemic effects: the decision affects many people, systems, or future decisions
- Novel territory: no clear precedent and the team is reasoning by analogy
- User explicitly asks for deeper thinking or stress-testing If none of these signals are present, skip straight to the work.
The Thinking Frameworks
| Framework | Best for | Core motion |
inversion | Goals that need stress-testing; plans that feel optimistic | Flip: what guarantees failure? |
pre-mortem | Decisions about to be committed; projects about to launch | Time-travel: it’s already failed — why? |
assumption-mapping | Plans with many unvalidated beliefs; strategy documents | Surface: what must be true? rank by risk |
socratic | Problems that feel stuck; reasoning that circles | Decompose: what’s the one question underneath? |
adversarial-hat | Documents or plans that need rigorous pressure-testing | Critique: what is specifically wrong and why? |
first-principles | Solutions constrained by convention or inherited design | Strip: what is actually necessary vs. assumed? |
second-order | Decisions with delayed or systemic consequences | Chain: and then what? and then what? |
fermi | Unknowns blocking a decision; market/effort sizing | Decompose: what are the estimable factors? |
ooda | Fast-moving, competitive, or uncertain situations | Loop: observe → orient → decide → act |
Diagnostic Guide
Read the user's input. Match to a primary framework:
"I want to X but I'm not sure how / I keep going in circles"
→ socratic first — find the real question, then inversion or assumption-mapping
"We're about to commit to this plan / launch this"
→ pre-mortem first — prospective hindsight before commitment, then adversarial-hat on the critical risks
"Here's our plan / document — what are we missing?"
→ adversarial-hat first — systematic critique, then assumption-mapping for the critical quadrant
"We have a goal and we're not sure if we're approaching it right"
→ inversion first — flip the goal, then assumption-mapping if hidden assumptions surface
"I need to understand this problem better before I can solve it"
→ socratic — decompose until the path is clear, then apply the appropriate framework
"The solution feels expensive / constrained / like there should be a better way"
→ first-principles — strip to fundamental truths, rebuild without inherited constraints
"We need to decide but don't know the numbers / how big this is"
→ fermi — decompose the unknown into estimable factors, produce a defensible range
"This decision looks good short-term but I'm worried about downstream effects"
→ second-order — trace consequences across time, find hidden risks and opportunities
"The situation is changing / competitor just moved / we need to respond now"
→ ooda — observe facts vs. assumptions, orient, decide and commit, set next loop trigger
Mixed or unclear → Ask one question: "Are you trying to (a) understand the problem, (b) stress-test a plan, (c) size an unknown, (d) find a better approach, or (e) respond to a fast-moving situation?"
Workflow
Step 1 — Diagnose
Read the input. Apply the diagnostic guide above. If the problem type is genuinely unclear: ask one clarifying question, then diagnose.
Step 2 — Name the Framework(s) and Why
Before starting, tell the user what you're going to do and why:
"This feels like a [problem type]. I'm going to start with [framework] because [reason]. After that, if [condition], we'll run [second framework]."
Step 3 — Run the Primary Framework
Invoke the chosen thinking skill fully. Complete it before introducing any secondary framework.
Step 4 — Check: Is More Needed?
After the primary framework completes, ask:
"That surfaced [key finding]. Do you want to [go deeper with X / stop here / apply Y to address what we found]?"
Give a specific recommendation — don't just offer an open menu.
Step 5 — Run Secondary Framework (if needed)
If the user wants to continue and a second framework would genuinely add value, run it on the specific question or finding that needs it — not on the whole original problem.
Step 6 — Synthesise
After all frameworks are complete:
- What was the core insight this session produced?
- What hidden belief, constraint, or question was exposed?
- What is the one concrete action to take now?
Gotchas
- Diagnosis is the most important step. Wrong framework for the problem wastes time and produces shallow insight. Invest in Step 1.
- Socratic and adversarial-hat don't combine well. Socratic builds up; adversarial tears down. Use one per session unless a specific finding calls for the other.
- Pre-mortem works best just before commitment. If the decision is already made, use
adversarial-hatinstead. - If the user is emotionally attached to their plan, lead with
socraticto surface their assumptions through questions rather thanadversarial-hatwhich can feel like an attack.
Example
<examples>
<example>
<input>I need to decide whether to hire a full-time community manager or outsource it. I've been going back and forth for weeks.</input>
<output>
Going back and forth usually means the decision criteria are unclear, not that the options are equal. I'll start with Socratic to find what's actually blocking you — then we can pressure-test whichever direction becomes clearer.[Runs socratic — after 3 questions reveals: the user is uncertain whether community will be a core motion or a side feature, which makes the resourcing question unanswerable]
The real question isn't who manages community — it's whether community is central to your retention strategy or a nice-to-have. That's what needs to be decided first.
Shall I run inversion on "community as core retention strategy" to help you think that through? Or would you rather map the assumptions behind each option?
</output>
</example>
</examples>
Thinking Skills Available
inversion— flip the goal; failure inversion + opposite goalpre-mortem— prospective hindsight; extract causes before they happenassumption-mapping— surface all hidden beliefs; rank by importance × evidencesocratic— find the keystone question; follow the thread recursivelyadversarial-hat— structured critique; diagnostic + creative + challengefirst-principles— strip to fundamental truths; rebuild without inherited constraintssecond-order— trace consequences across time; find hidden risks and opportunitiesfermi— decompose unknowns into estimable factors; order-of-magnitude answerooda— observe → orient → decide → act; fast-moving / competitive situations
Common Rationalizations
| Excuse | Reality |
| "I already thought about it" | Deep-thinking forces explicit framework choice, not vibes. |
| "One framework is enough" | Wrong frame applied confidently is worse than diagnosing first. |
| "This doesn't need deep analysis" | Router exists because mis-framed problems waste the wrong skill. |
Verification
- Framework choice named with one-sentence rationale
- At least one non-obvious insight beyond the user's opening frame
- Synthesis connects frameworks if multiple were used
- Ends with a single recommended next action
Red Flags
- Framework chosen before problem diagnosis
- Socratic and adversarial-hat combined in one session
- Pre-mortem run after commitment already made
- Session ends without one concrete next action
Prune Log
Last pruned: 2026-07-04
- No changes — citation audit passed; content current (improve-skills full pass 2026-07-04)
Impact Report
Deep thinking session: [problem/decision/document] Frameworks used: [list] Core insight: [the main thing this session revealed] Hidden assumption/question exposed: [if any] Concrete next action: [what to do now]
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