deciqAI Knowledge Skills

Open-source thinking-framework skills that make rigorous reasoning executable for AI agents.

233 composable mental models — packaged as installable Agent Skills. Each turns a reasoning method that usually lives in a book into a step-by-step process an AI agent can actually run, with worked historical examples and cited sources.

License: MIT · Built by deciqAI · Contributions welcome


Install

Add all 233 skills:

npx skills add deciqAI/knowledge-skills

List what's inside, or grab a single skill:

npx skills add deciqAI/knowledge-skills --list
npx skills add deciqAI/knowledge-skills --skill first-principles

Each folder is also a self-contained SKILL.md with examples/ and references/ — copy it into your agent's skills directory directly if you prefer.

Useful? Star this repo — stars are how other agent builders find it.


The skills

Skill Live What it does
10 10 10 Faced with a non-trivial decision, ask three questions: How will I feel in 10 minutes? In 10 months? In 10 years? The three horizons are spaced an order of magnitude apart to surfa
Aarrr Pirate Metrics A startup's growth is a sequential funnel — each stage gates the next.
Abductive Reasoning Abduction — inference to the best explanation — is the only mode of reasoning that introduces new ideas.
Activation Onboarding Playbook Activation is the moment a new user first experiences real value — the "aha moment" — and the single biggest lever on retention and revenue for most products/services.
Anchoring When people estimate an unknown quantity they start from a reference point — an anchor — and adjust.
Ansoff Matrix Every growth option a firm has falls into one of four quadrants defined by two axes: existing vs.
Antifragile Nassim Nicholas Taleb (2012) identified a third response to stress beyond fragile/robust: antifragile — systems that gain from disorder, with bounded downside and unbounded upside.
Ar Dso Discipline Days Sales Outstanding (DSO) is the average time to collect after a sale.
Arrow Information Paradox You have something valuable to sell — a technology, a formula, a method, a dataset, a research result.
Authority Bias Authority bias is the automatic tendency to comply with directives from authority figures — often overriding one's own judgment, ethics, or evidence.
Availability Heuristic The availability heuristic: people estimate probability by how easily examples come to mind.
Batna Zopa BATNA (Best Alternative to a Negotiated Agreement) is the value of your best fallback if no deal happens — the floor below which you walk away.
Bayesian Reasoning Bayes' theorem: Posterior odds = Prior odds × Likelihood ratio.
Bcg Matrix Maps each business unit on a 2×2 grid of market growth rate vs.
Black Swan Taleb (2007): a black swan is (1) outside all prior expectations, (2) extreme impact, (3) obvious in hindsight only.
Blue Ocean Strategy Most competitive strategy assumes industry boundaries are fixed.
Bootstrapping Vs Raising Raising venture capital is not a milestone; it's a choice that commits you to a specific outcome — a large, fast, high-multiple exit — because that's the only outcome that pays bac
Bullseye Traction Channels From Traction (Weinberg & Mares, 2014): most startups die from lack of distribution, not product, and they fail because they over-invest in one favored channel instead of systemati
Business Model Canvas A business creates, delivers, and captures value through nine interlocking blocks (Customer Segments, Value Propositions, Channels, Customer Relationships, Revenue Streams, Key Res
Cash Conversion Cycle The cash conversion cycle (CCC) measures how long cash is trapped between paying suppliers and collecting from customers: CCC = DIO (days inventory) + DSO (days receivables) − DPO
Change And Constants Every strategy contains elements that must change and elements that must not.
Checklist A checklist is a short written list of must-not-skip steps for a complex repeated operation.
Chestertons Fence Before removing a rule, process, code path, or institution — you must understand why it was put there.
Circle Of Competence Every decision-maker has a domain where judgments are reliable (inside the circle) and one where they are not (outside).
Cognitive Evolution Stages Most learning models treat acquisition as the final destination.
Cognitive Load Theory Working memory holds ~4 chunks of novel information — a hard limit.
Cognitive Science Landscape Eight interconnected domains constitute human cognition: (1) Perception & Attention, (2) Memory, (3) Language & Thought, (4) Decision Making & Judgment, (5) Metacognition, (6) Emot
Commitment Consistency Small commitments today dramatically raise the probability of large commitments tomorrow — people have a strong drive to behave consistently with prior choices, especially ones tha
Comparative Advantage Mutually beneficial specialization depends on relative productivity, not absolute.
Compound Interest Compound interest: a quantity grows at a rate proportional to its current size — growth itself grows — producing exponential accumulation.
Confirmation Bias Confirmation bias is the systematic tendency to seek, interpret, remember, and weight evidence in ways that support existing beliefs — and to correspondingly miss disconfirming evi
Content Led Growth Content-led growth turns a website into a compounding acquisition asset by covering the topics your buyers search, organized as pillar + cluster pages that build topical authority.
Continuous Discovery Continuous discovery (Teresa Torres, Continuous Discovery Habits, 2021) replaces one-off research with a weekly cadence of customer touchpoints by the team building the product, st
Contrarian Question Peter Thiel opens Zero to One (2014) with an interview question he says he asks constantly: "What important truth do very few people agree with you on?" Its business translation as
Critical Thinking Critical thinking evaluates a conclusion by explicitly testing it against alternative interpretations — the conclusion that survives the most disconfirmation attempts is the one to
Cross Disciplinary Creativity Importing an actual mechanism from a foreign domain and applying it structurally to a home-domain problem — producing a configuration no expert in either field could conceive alone
Curiosity Learning Curve Biological learning capacity remains measurable into the 70s and 80s.
Customer Relationship Ladder Most B2B teams treat relationship deepening as an attitude problem — be friendlier, schedule more QBRs.
Customs Adcvd Tariff Exposure
Customs Duty Optimization Opportunity Cost
Customs Hts Classification Mece
Customs Origin Usmca Decision
Customs Reasonable Care Isf Checklist
Cynefin Cynefin (pronounced "kuh-NEV-in"; Welsh for "habitat") is a sense-making framework by Dave Snowden (IBM, 1999).
Death Spiral A death spiral is a self-reinforcing negative feedback loop in competitive markets.
Decision Tree A decision tree maps a multi-stage decision: decision nodes (squares) for choices you control, chance nodes (circles) for outcomes you don't, probabilities on every branch, payoffs
Deep Work Cal Newport's framework (2016): deep work = undistracted, cognitively demanding activity that creates hard-to-replicate value; shallow work = logistical, responsive, easy-to-replic
Definite Optimism In Zero to One (2014, ch.
Deliberate Practice Most people confuse repetition with learning — they accumulate years of experience and plateau.
Demand Leadership The highest-value market position is not to fulfill demand but to define it — to become the entity whose framing of the problem the customer adopts as their own.
Design Thinking Design thinking — formalized by Tim Brown at IDEO and Stanford's d.school, grounded in Simon (1969) and Rittel's "wicked problems" — replaces assumption-driven decisions with evide
Dichotomy Of Control Separate what is within your power (judgments, intentions, voluntary actions) from what is not (outcomes, others' actions, external events) — then direct effort to the first and ac
Discovery Call Spin SPIN Selling (Neil Rackham, from large-sale research) structures a discovery call around four question types in order — Situation, Problem, Implication, Need-payoff — so the buyer
Disruptive Innovation Most incumbents fail not because they make bad decisions, but because they make good ones.
Do Things That Dont Scale Paul Graham's counterintuitive rule: early on, the unscalable is exactly what you should do.
Door In The Face Ask for something large (expect refusal), then retreat to the smaller request you actually wanted.
Dual System Thinking Two parallel modes: System 1 — fast, automatic, effortless (pattern recognition, gut feel).
Dunbars Number Dunbar's number (~150) is the cognitive limit on stable social groups the human neocortex can sustain, with nested layers at ~5, ~15, ~50, then outer bands at ~500 and ~1,500.
Dunning Kruger The Dunning-Kruger effect is the systematic self-assessment asymmetry demonstrated by Kruger & Dunning (1999): bottom-quartile performers overestimate rank by ~50 percentile points
Dynamic Core Competence Core competence (Prahalad & Hamel, 1990) becomes dynamic when you recognize that competences decay, markets change what they reward, and building sequence matters.
Economic Moat An economic moat is the durable, structural competitive advantage that protects a business's returns on capital from being competed away.
Economies Of Scale Average cost per unit falls as output rises — fixed costs spread thinner, specialization deepens, and learning compounds.
Emergence Emergence: many interacting parts produce whole-level properties that cannot be predicted from the parts alone.
Endowment Effect People demand roughly 2× more to give up something they own than they would pay to acquire the identical thing — purely because they own it.
Estimated Tax Safety Buffer
Expected Value And Kelly Two questions decide most repeated bets: is this bet good? (EV) and how big? (Kelly).
Falsifiability A meaningful empirical claim must specify what observations would refute it.
Feedback Loops A system has a feedback loop when its output circles back as input to the next cycle.
Feynman Technique The Feynman Technique tests whether understanding is genuine (can reproduce, predict, extend) or surface (can recognize, recall jargon).
First Mover Advantage Lieberman and Montgomery's 1988 landmark paper established both the mechanisms of first-mover advantage and, with equal rigor, the mechanisms of first-mover disadvantage that make
First Principles Most reasoning is reasoning by analogy: X resembles Y, so do what Y does.
Founder Burnout Sustainability In a small company the founder is the critical infrastructure: when their energy, health, or judgment fails, the company fails.
Founder Led Sales Before product-market fit, the founder must run sales personally — not because it scales, but because it's the fastest, highest-fidelity discovery loop and the only way to learn wh
Founder Mindset A specific cognitive mode for running an early-stage company — different from manager mindset (optimizing known systems) and employee mindset (executing within fixed scope).
Founder Trajectory Matrix Founders diverge along two behavioral axes: (1) actively seeking mentors vs.
Framing Effect The framing effect: logically equivalent descriptions of the same decision produce different choices depending on whether outcomes are cast as gains or losses.
Freight Carrier Vetting Checklist
Freight Double Brokering Exposure
Freight Lane Pricing Decision
Freight Shipper Carrier Principal Agent
Fundamental Attribution Error The fundamental attribution error (FAE) is the systematic tendency to over-weight character factors and under-weight situational factors when explaining others' behavior — while re
Goodharts Law Goodhart's Law: when a metric controls behavior, people optimize the metric rather than the underlying goal.
Gravity Field Empowerment Most improvement frameworks measure interventions by immediate effect — quarter-over-quarter lift, year-one ROI.
Halo Effect A single positive or negative impression biases judgments of all unrelated attributes.
Hanlons Razor Before assuming someone hurt you on purpose, construct the version where they made a mistake — and see how much evidence it explains.
Herzberg Two Factor Herzberg's 1959 Pittsburgh study found satisfaction and dissatisfaction are two independent axes.
Hidden Elite Advantages Top performers' results stem from nine hidden advantage dimensions — not visible actions.
Hindsight Bias Hindsight bias — the "I knew it all along" effect — is the tendency, after learning an outcome, to misremember your prior judgment as having been closer to that outcome than it act
Hyperbolic Discounting People discount the near future far more steeply than the distant future, producing dynamically inconsistent preferences: patient choices for next month reverse when next month arr
Incentive Design Behavior follows incentives more reliably than character, intent, or training.
Incremental Vs Leap Growth The most common strategic error is applying the wrong growth mode to a goal.
Industry Learning Sprint A structured 3-step process (financial reports → expert dialogue → unique view) for building a working industry mental model in approximately one week.
Insurance Agent Compliance Checklist
Insurance Coverage Gap Premortem
Insurance Renewal Retention Ladder
Insurance Suitability Principal Agent
Intrinsic Drive Intrinsic motivation is a portfolio of distinct sources — not a binary switch.
Inversion Most planning asks "how do I win?" and runs forward from there.
Jobs To Be Done People don't buy products — they hire products to do a job (make progress in a specific circumstance, across functional, emotional, and social dimensions).
K Factor Viral K = i × c, where i = average invites per existing user, c = conversion rate into new activated users.
Knowing And Doing As One When you say "I know I should but I just don't do it," the standard explanation is a failure of willpower.
Kotter Change John Kotter built this model from studying one hundred corporate transformations — most failed.
Landing Page Conversion A landing page converts when a visitor, in seconds, understands what it is, who it's for, why it's better, and what to do next — with nothing in the way.
Last Mover Advantage Most founders and strategists treat "first" as the prize: enter before anyone else and the market is yours.
Lateral Thinking Lateral thinking is the discipline of solving problems by approaching them from unexpected angles — not by going deeper along an existing logical path but by moving sideways to a n
Latticework Latticework is the practice of cross-wiring mental models from multiple disciplines on the same situation.
Lean Startup A startup is a temporary organization searching for a repeatable, scalable business model under extreme uncertainty (Steve Blank).
Lifestage Value Curve Different life stages create different competitive advantages and demand different investments.
Lindy Effect For non-perishable items — ideas, books, technologies, institutions, practices — life expectancy is proportional to current age.
Logical Fallacies A fallacy is an argument that looks like it works but doesn't.
Loss Aversion Prospect Theory People evaluate outcomes relative to a reference point (not absolute wealth), weight losses ~2.25x as heavily as equivalent gains, are risk-averse in gain frames and risk-seeking i
Manager Development Spectrum Most leadership programs target skill acquisition.
Map Is Not The Territory Any representation — metric, model, strategy deck, org chart, or process manual — is a selective, simplified, aging abstraction.
Margin Of Safety Benjamin Graham introduced margin of safety in Security Analysis (1934)