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3,534 results
- S4h Economics Coordinationhuman-avatarDiagnoses collective action failures, public goods problems, and why individually rational behaviour produces collective irrationality. Triggers: 'collective action problem', 'tragedy of the commons', 'free rider', 'everyone is acting in their own interest but the result is bad for all', 'why won't people contribute', 'public good', 'how do we get people to cooperate', 'commons', any situation…
- S4h Economics Externalitieshuman-avatarIdentifies costs and benefits not borne by the decision-maker — and how to internalise them. Triggers: 'externality', 'who else is affected', 'costs falling on others', 'side effects', 'spillover', 'the market isn't accounting for this', 'negative externality', 'positive externality', 'social cost vs.
- S4h Economics Incentive Mappinghuman-avatarMaps who benefits, who pays, and what behaviours the incentive structure actually produces. Triggers: 'what's the incentive here', 'why do people keep doing this', 'incentives are misaligned', 'who benefits from this', 'why isn't this working despite the policy', 'what does the structure reward', 'people say one thing but do another', any situation where behaviour diverges from stated intent.
- S4h Economics Marginhuman-avatarApplies marginal thinking: the relevant decision is the next unit, not the average or the sunk cost. Triggers: 'should we do more of this', 'should we expand', 'should we cut', 'marginal cost', 'sunk cost', 'we've already invested so much', 'average cost', 'is this worth continuing', 'how much should we produce', 'at what point should we stop', any decision about quantity, scale, or whether to…
- S4h Economics Opportunity Costhuman-avatarMaps the true cost of a choice by making explicit what is foregone. Triggers: 'opportunity cost', 'what am I giving up', 'what else could I do with this', 'hidden cost', 'what's the real cost of this', 'what are we not doing by doing this', any decision where the cost of the chosen path needs to be compared against the best alternative.
- S4h Emotional Motivation Mappinghuman-avatarMaps what genuinely drives different people — beyond stated reasons and job descriptions. Use when incentives seem misaligned or individual behaviour is hard to predict. TRIGGERS: 'what motivates them', 'motivation map', 'why are they behaving like this', 'what drives this person', 'understand the incentives'.
- S4h Emotional Resistance Diagnosishuman-avatarDiagnoses why people are resisting — finding what's underneath the pushback. Resistance is information, not obstruction; it always has a source. TRIGGERS: 'why are they resisting', 'diagnose the pushback', 'they won't get on board', 'people aren't buying in', 'resistance diagnosis'.
- S4h Emotional Stakes Mappinghuman-avatarMaps what each stakeholder actually cares about underneath their stated position — because addressing the stated position while missing the real stake accomplishes nothing. TRIGGERS: 'what do they actually want', 'underlying stakes', 'what's really at stake', 'beneath the position', 'why won't they agree'.
- S4h Epistemology Limitshuman-avatarIdentifies what can't be known and why, then clarifies what can be established within those limits and reframes the question into its answerable part. Distinguishes fundamental limits (Gödel, underdetermination, observer effects), practical limits (evidence is unavailable, destroyed, or counterfactual), and conceptual limits (the question is malformed).
- S4h Ethics Empathy Circlehuman-avatarApplies Jaron Lanier's Circle of Empathy framework to determine which entities deserve moral consideration and rights. Use when questions arise about AI personhood, machine rights, robot citizenship, algorithmic agency, animal rights, or any decision about which entities belong inside or outside the circle of moral concern.
- S4h Ethics Impact Scanhuman-avatarRun a quick ethical impact assessment on a proposed feature, change, or decision before it ships. Use when the user is about to build or ship something and wants to surface who benefits, who's harmed, and at what scale — before commitments are made.
- S4h Evolution Arms Racehuman-avatarAnalyses coevolutionary escalation — when parties adapt to each other in cycles that may help neither. Triggers: 'arms race', 'coevolution', 'escalation spiral', 'we keep one-upping each other', 'race to the bottom', 'they adapt to everything we do', 'tit-for-tat escalation', 'are we running to stand still', 'coevolutionary treadmill'.
- S4h Evolution Fitness Landscapehuman-avatarMaps the solution space as peaks and valleys to understand local optima, adaptive valleys, and path dependence. Triggers: 'are we stuck', 'local maximum', 'fitness landscape', 'why can't we get to the next level', 'path dependence', 'trapped by success', 'incremental improvement is not working', 'we need a discontinuous leap', 'adjacent possible'.
- S4h Evolution Nichehuman-avatarApplies competitive exclusion and niche theory to understand differentiation, coexistence, and competitive strategy. Triggers: 'what niche are we in', 'how do we differentiate', 'why can these two strategies coexist', 'competitive exclusion', 'who will win this market', 'niche overlap', 'are we too similar to our competitors', 'resource partitioning'.
- S4h Evolution Variation Selectionhuman-avatarApplies the variation-selection-retention triad to understand how populations and strategies adapt over time. Triggers: 'how does this evolve', 'what gets selected for', 'why do some strategies persist and others die out', 'population dynamics', 'selection pressure', 'what survives in this environment', 'who wins over time'.
- S4h Game Theory Coalitionhuman-avatarAnalyses which coalitions form and how to divide gains fairly using cooperative game theory and the Shapley value. Triggers: 'coalition formation', 'who should we partner with', 'cooperative game theory', 'Shapley value', 'fair division', 'stable coalition', 'which coalition will form', 'equity split', 'power in a coalition', 'how should we divide this up fairly'.
- S4h Game Theory Equilibriumhuman-avatarFinds the stable outcome of a strategic interaction — the point where no player can improve their result by changing their strategy alone. Triggers: 'Nash equilibrium', 'dominant strategy', 'what's the stable outcome', 'equilibrium analysis', 'payoff matrix', 'what will rational players do', 'where will this land'.
- S4h Game Theory Prisoners Dilemmahuman-avatarAnalyses cooperation problems where individual rationality produces collective irrationality. Triggers: 'cooperation problem', 'prisoner's dilemma', 'everyone defects even though cooperation is better', 'race to the bottom', 'should I cooperate or defect', 'why won't anyone cooperate', 'collective action failure', 'why do we all end up worse off'.
- S4h Historical Cycle Detectionhuman-avatarIdentifies what recurring cycle the current situation is an instance of — and where in that cycle you currently are. TRIGGERS: 'what cycle is this', 'where are we in the cycle', 'is this a bubble', 'what comes next', 'have we been here before'.
- S4h Historical Failure Analysishuman-avatarExtracts recurring failure modes from similar past situations — most failures have happened before in recognisable patterns. TRIGGERS: 'what usually goes wrong', 'failure pattern analysis', 'how do these typically fail', 'what went wrong last time', 'avoid past mistakes'.
- S4h Historical Lesson Extractionhuman-avatarExtracts the transferable principle from a specific historical case — separating the contingent surface details from the underlying rule that applies across contexts. TRIGGERS: 'what's the lesson', 'extract the lesson', 'what should we learn from this', 'generalise from this case', 'apply this to our situation'.
- S4h Historical Precedent Analysishuman-avatarFinds and applies genuinely similar historical situations to inform a current decision — distinguishing true precedents from superficial analogies. TRIGGERS: 'historical precedent', 'has this happened before', 'what does history say', 'find a precedent', 'what did others do in this situation'.
- Bun SqlitesecondskyUse for bun:sqlite, SQLite operations, prepared statements, transactions, and queries.
- Websocket ImplementationsecondskyImplements real-time WebSocket communication with connection management, room-based messaging, and horizontal scaling. Use when building chat systems, live notifications, collaborative tools, or real-time dashboards.