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SkillsMP has collected 579 skills from curiositech/windags-skills. Open a skill to review its source and details.
curiositech/windags-skillsShowing 40 of 579 collected skills.
Diagnose when intuitive judgment, agent confidence, or expert routing can be trusted by classifying environment validity, feedback quality, and task-boundary fit. Use for confidence calibration, agent routing, expertise audits, and escalation design. NOT for…
Choose, compare, and decompose work into the right coordination topology: dag, workflow, manager-driven team, swarm, blackboard, team-builder, or recurring loop. Use when the coordination shape is unclear, when you need topology-native breakdown instructions…
Analyze bonded agent systems, escrow workflows, slashing rules, oracle trust, Sybil cost, and front-running risk in protocols where agents post bonds or stake reputation. Use for collateral sizing, griefing analysis, dispute design, and bonded-agent security…
Analyze hierarchical DAG-like systems by separating undirected substrate from ordering metadata, then classifying diamonds, mixers, shortcuts, and hidden cycle structure. Use for workflow architecture, citation or genealogy DAG comparison, and…
Plan database migrations before executing them: risk assessment, dependency mapping, multi-service sequencing, rollback budgets, and stakeholder communication plans. Use when deciding HOW to migrate, not when writing the actual DDL. NOT for: writing migration…
Apply recognition-primed decision making to agents operating under time pressure, uncertainty, and ambiguous cues. Use for situation assessment, RPD-style action selection, and decision-support design in operational settings. NOT for batch optimization,…
Decompose DAGs into execution chains using width bounds, stratification, virtual nodes, and matching. Use when minimizing workflow lanes in dependency graphs. NOT for cyclic graphs, generic scheduling, or one-off queries with no preprocessing payoff.
Cloudflare Pages and Workers deployment checklist for wrangler deploys, secret audits, D1 migrations, Worker-compatible SDK checks, and browser-auth verification. Use when shipping Cloudflare changes to production. NOT for general CI/CD architecture,…
### 1. The Fault/Error/Failure Hierarchy NOT for unrelated tasks outside this domain.
Design desktop window systems that feel native on macOS and Windows: split views, inspectors, auxiliary windows, tiling, snap-safe sizes, default placement, and chrome density. Use when a Tauri/Electron/WinUI/SwiftUI app feels awkward, overlapping,…
Benchmark multi-agent coordination systems with experiment design, power analysis, human rating protocols, bootstrap confidence intervals, and reproducible reporting. Use for salvage latency, recovery fidelity, coordination overhead, and protocol comparison…
Apply rapport-based elicitation to resistant or semi-cooperative humans and agents. Use when coercive prompting or brittle handoffs damage cooperation. NOT for routine cooperative tasks, pure technical debugging, or already reliable exchanges.
Design dashboards for migrations and runtimes. Use for authority drift, verifier status, burn-down, runtime health, or pain panels. NOT for vanity analytics, ad hoc charts, or duplicate reporting.
Apply practical DAG decomposition, transitive-edge reduction, and reachability indexing to dense dependency graphs. Use when low width and repeated queries justify preprocessing. NOT for cyclic graphs, one-off graph checks, or exact-minimum-chain requirements.
Use for sensemaking, frame revision, anomaly handling, questioning strategy, and ambiguity diagnosis with the Data/Frame model before action is chosen. NOT for deterministic classification, settled execution planning, or situations where the frame is already…
Applies game theory to multi-agent coordination protocols with advisory claims, repeated interactions, daemon-mediated correlation, and deviation penalties. Use for Nash equilibrium checks, folk-theorem cooperation analysis, correlated-equilibrium routing,…
Use for affordances, hierarchical control, nullspace composition, and information-seeking action selection in embodied agents. NOT for pure symbolic planning, generic RL tuning, or domains without sensorimotor grounding.
Use when stuck on a hard problem, decomposition is unclear, a related problem is needed, or explicit looking-back review will improve transfer. NOT for routine execution with a known procedure, rote checklist work, or domain questions that need specialized…
Builds, rehabilitates, audits, and hardens premium production web apps from a durable design-system contract. Use for React, Next.js, or Vite apps, including dirty existing website repos, where token discipline, Radix or Headless UI primitives, visual user…
license: Apache-2.0 NOT for unrelated tasks outside this domain.
Choose what kind of knowledge to transfer between teacher and student models: response, feature, or relational, and decide among offline, online, self, or cross-modal distillation schemes. Best for distillation strategy selection, capacity-gap diagnosis, and…
Design deployment-focused distillation systems that balance model size, accuracy, calibration, and cascade escalation under real resource limits. Best for teacher-student compression, threshold design, and failure-aware deployment. Activate on "model…
license: Apache-2.0 NOT for unrelated tasks outside this domain.
Automate Kubernetes deployment lifecycle: kubectl rollouts, GitOps sync (ArgoCD/Flux), namespace and secret management, rollout monitoring, and failed deployment troubleshooting. Use when deploying manifests to clusters, debugging stuck rollouts, setting up…
license: Apache-2.0 NOT for unrelated tasks outside this domain.
Writes legal-tech advertorials, landing pages, and blog-to-CTA copy for expungement, debt relief, housing rights, and related services. Use when turning educational legal content into honest, trauma-informed conversion copy with clear competitive framing and…
Plan and run manager-led, role-based teams where assignments change by round, roles may be added midstream, and the manager decides when the work is ready to ship. Use when delegation should adapt to emerging evidence rather than a fixed review loop. NOT for…
license: Apache-2.0 NOT for unrelated tasks outside this domain.
Design agent-labor markets with bond pricing, escrow settlement, oracle incentives, cold-start bootstraps, and collusion-resistant marketplace rules. Use for collateralized task contracts, Float Plan bond sizing, settlement design, and incentive analysis for…
license: Apache-2.0 NOT for unrelated tasks outside this domain.
license: Apache-2.0 NOT for unrelated tasks outside this domain.
Marketing strategy and execution for the /next-move prediction pipeline — positioning, messaging, content strategy, distribution channels, demos, and launch tactics. Activate on 'how to market next-move', 'next-move launch', 'next-move content strategy',…
Build ontology logs (ologs) from problem descriptions using categorical foundations. Use when designing problem taxonomies, classifying tasks for routing, building knowledge libraries, establishing formal analogies between domains via functor search, or…
Use operads to formally model hierarchical task decomposition for multi-agent systems. Covers typed composition, wiring diagrams, and the relationship to DAG-of-agents architectures. Use when decomposing complex tasks for multi-agent execution, designing DAG…
Apply Elinor Ostrom's 8 design principles for governing commons to software architecture and AI agent coordination systems. Use when auditing shared-resource systems for governance gaps, designing agent commons, evaluating whether a coordination daemon…
Applies political philosophy frameworks (Hobbes, Locke, Rousseau, Rawls, Sen, Ostrom) to software architecture decisions -- authority models, resource allocation, capability assignment, and commons governance. NOT FOR general philosophy courses, ethics of AI…
Formal protocol verification with ProVerif and Tamarin Prover for multi-agent coordination systems. Use when modeling secrecy properties (escrow opacity, session note confidentiality), replay resistance (token dismissal finality, backup-restore attacks),…
license: Apache-2.0 NOT for unrelated tasks outside this domain.
Compiling formal invariants (TLA+, Alloy, temporal logic) into runtime monitors that continuously audit agent coordination daemons. The Arbiter pattern: a verification agent that smoke-tests live sessions against proven properties and triggers salvage on…
AST-based semantic conflict prediction for multi-agent coding environments. Uses tree-sitter to parse code into ASTs, extract symbol-level claims, build dependency graphs, and predict conflicts BEFORE they happen -- at work-assignment time, not merge time.…