curiositech
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- ▌ Reverse Proxy For Agents · curiositechReverse proxy architecture for AI agent systems — Nginx, Caddy, Traefik, and Cloudflare. Agent-specific patterns: routing to specialist agents, load balancing, TLS termination, rate limiting, WebSocket proxying, header injection for agent identity, and the "agent gateway" pattern. Covers LLM routers (LiteLLM, OpenRouter) as intelligent reverse proxies, service mesh (Envoy/Istio) for agent fleets, and MCP servers behind reverse proxies. Activate on 'reverse proxy', 'nginx proxy', 'caddy', 'traefik', 'agent gateway', 'LLM router', 'LiteLLM proxy', 'WebSocket proxy', 'service mesh agents'. NOT for: tunnels (use tunnels-for-agents), firewall rules (use agentic-zero-trust-security), container orchestration (use devops-automator), DNS configuration (use infrastructure skills).
- ▌ Schema Evolution Manager · curiositechAvro, Protobuf, backward/forward compatibility for schema evolution. Activate on: schema evolution, Avro, Protobuf, backward compatibility, forward compatibility, schema registry, breaking change, schema migration. NOT for: database migrations (use data-migration-specialist), API versioning (use api-versioning-backward-compatibility).
- ▌ Secret Management Expert · curiositechSecret lifecycle management with Vault, AWS Secrets Manager, and rotation automation. Activate on: secret management, HashiCorp Vault, AWS Secrets Manager, secret rotation, SOPS, sealed secrets, credential management, API key storage, least privilege. NOT for: application auth flows (use oauth-oidc-implementer), network security (use security-auditor), encryption at rest (use devops-automator).
- ▌ Swiftui Data Flow Expert · curiositechSwiftUI data flow expert with @Observable, SwiftData, NavigationStack, and structured concurrency. Activate on: SwiftUI state management, @Observable, SwiftData, NavigationStack, Combine, async/await Swift, structured concurrency, MVVM SwiftUI. NOT for: UIKit legacy (use react-native-architect), Core Data migrations (use ios-core-data-architect), Android Compose (use jetpack-compose-navigation-expert).
- ▌ Terraform Module Builder · curiositechReusable Terraform module builder for AWS, GCP, and Azure infrastructure. Activate on: Terraform module, reusable IaC, provider configuration, state management, module registry, workspace management. NOT for: Kubernetes manifests (use kubernetes-manifest-generator), AWS CDK (use aws-cdk-builder), application deployment (use devops-automator).
- ▌ Video Processing Editing · curiositech bundleFFmpeg automation for cutting, trimming, concatenating videos. Audio mixing, timeline editing, transitions, effects. Export optimization for YouTube, social media. Subtitle handling, color grading, batch processing. Use for videogen projects, content creation, automated video production. Activate on "video editing", "FFmpeg", "trim video", "concatenate", "transitions", "export optimization". NOT for real-time video editing UI, 3D compositing, or motion graphics.
- ▌ Win31 Pixel Art Designer · curiositechExpert in Windows 3.1 era pixel art and graphics. Creates icons, banners, splash screens, and UI assets with authentic 16/256-color palettes, dithering patterns, and Program Manager styling. Activate on 'win31 icons', 'pixel art 90s', 'retro icons', '16-color', 'dithering', 'program manager icons', 'VGA palette'. NOT for modern flat icons, vaporwave art, or high-res illustrations.
- ▌ Windows 3 1 Web Designer · curiositech bundleExpert in authentic Windows 3.1 aesthetic for modern web applications. Creates pixel-perfect retro UI with beveled borders, system gray palettes, and program manager styling. Activate on 'windows 3.1', 'retro ui', 'beveled borders', 'win31', 'program manager', '90s aesthetic'. NOT for vaporwave (neon gradients), glassmorphism, macOS/iOS styling, flat design, or material design.
- ▌ 2026 Legal Research Agent · curiositech bundleExpert legal research agent for finding and scraping expungement data state by state. Knows authoritative sources, URL patterns, Firecrawl configuration, and 2026 legal landscape.
- ▌ Agent Interchange Formats · curiositechData structures and serialization formats for agent-to-agent communication. Covers message envelopes, structured output schemas, capability declarations, task handoff payloads, error/retry signaling, and context windows as data structures. Deep comparison of A2A protocol, MCP, OpenAI function calling, and LangChain message types. Teaches when to use rigid schemas vs free-form with validation, typed vs untyped, streaming vs batch. Activate on: "agent message format", "agent communication schema", "agent-to-agent protocol", "A2A protocol", "MCP message format", "structured output for agents", "agent interop", "interchange format", "agent serialization", "task handoff format", "capability declaration". NOT for: what agents say to each other (use agent-conversation-protocols), orchestration topology (use multi-agent-coordination), building agent infrastructure (use agentic-infrastructure-2026).
- ▌ Bordini Hubner 2007 Jason · curiositech bundleJason multi-agent platform implementing AgentSpeak(L) for practical BDI agent programming and deployment
- ▌ Build Verification Expert · curiositechVerifies build output integrity after code changes. Runs builds, validates artifact structure, checks for regressions in bundle size, asset references, and static export completeness. The last line of defense before a bad deploy ships.
- ▌ Cdn Cache Control Headers · curiositechDesigning HTTP cache headers that work correctly across browsers, CDNs, and shared proxies — `Cache-Control` directives per RFC 9111, `stale-while-revalidate` and `stale-if-error` per RFC 5861, the Vary header for varying responses, and surrogate keys for tag-based purging. Grounded in IETF RFCs and Cloudflare/Fastly docs.
- ▌ Claude Ecosystem Promoter · curiositech bundleMarketing and promotion specialist for Claude ecosystem technology - MCP servers, skills, plugins, and agents. Expert in community engagement, registry submissions, content marketing, and developer relations. Activate on 'promote MCP', 'share skill', 'market plugin', 'launch agent', 'developer marketing', 'MCP registry'. NOT for creating MCPs/skills (use agent-creator), general marketing (use content-marketer), or SEO optimization (use seo-visibility-expert).
- ▌ Cost Verification Auditor · curiositech bundleAudit LLM token cost estimates against actual API usage. Activate on 'cost verification', 'token estimate accuracy', 'API cost audit', 'estimation variance'. NOT for pricing lookups, budget planning, or cost optimization strategies.
- ▌ Data Migration Specialist · curiositechLarge-scale data migrations with validation, rollback, and zero-downtime strategies. Activate on: data migration, database migration, zero-downtime migration, dual-write, backfill, cutover, data validation, schema migration. NOT for: schema evolution in streams (use schema-evolution-manager), API versioning (use api-versioning-backward-compatibility).
- ▌ Error Boundary Strategist · curiositechDesign resilient React error handling with Error Boundaries, Sentry integration, recovery UI, retry patterns, and graceful degradation. Activate on: error boundary, crash recovery, Sentry, error fallback UI, retry logic, unhandled exceptions. NOT for: form validation errors (use form-validation-architect), API error codes (use api-architect).
- ▌ Forensic Speech Structure · curiositech bundleStructure persuasive speeches and formal arguments in forensic, legal, policy, and competitive debate styles. Use when the user needs to prepare talks, opening or closing arguments, policy pitches, public explanations, debate speeches, or mentions 'forensic speech', 'formal argument', 'persuasive speech structure', 'debate speech', 'opening statement', 'closing argument'. Turns structured claims into audience-tuned persuasive delivery.
- ▌ Form Validation Architect · curiositech bundleEnd-to-end form handling with react-hook-form, Zod schemas, validation patterns, error messaging, field arrays, and multi-step wizards. Use for complex forms, validation architecture, autosave, field dependencies. Activate on "form validation", "react-hook-form", "Zod", "form error", "multi-step form", "wizard". NOT for simple HTML forms, backend validation only, or non-React frameworks.
- ▌ Grafana Dashboard Builder · curiositechUse when building Grafana dashboards backed by Prometheus, Loki, or Tempo, designing PromQL/LogQL queries, wiring template variables, setting alert rules, building SLO dashboards, or maintaining dashboards as code. Triggers: rate() vs increase() confusion, irate vs rate, label_replace, recording rules, alerting rule expressions, multi-dimensional template variables, ad-hoc filters, dashboard JSON model, provisioning via Terraform/grafonnet, p99 / histogram_quantile usage. NOT for Datadog/New Relic dashboards (vendor-specific), Grafana plugin development, or Loki ingestion pipeline tuning.
- ▌ Interview Loop Strategist · curiositech bundleOrchestrates end-to-end interview preparation for senior ML/AI engineers targeting Anthropic and peer companies. Use for prep timeline generation, story coherence across rounds, mock scheduling, and debrief analysis. Activate on "interview prep", "interview loop", "Anthropic interview", "prep timeline". NOT for resume writing, career narratives, or individual round-type practice.
- ▌ Job Application Optimizer · curiositechStrategic job application planning and Resume SEO optimization. Approaches applications like marketing campaigns with market research, opportunity qualification, and content optimization. Activate on 'optimize resume', 'tailor resume', 'ATS optimization', 'job fit score', 'should I apply'. NOT for initial career narratives (career-biographer), portfolio design (cv-creator), or market positioning (competitive-cartographer).
- ▌ Log Aggregation Architect · curiositechCentralized log pipeline architect with structured logging, Fluentd/Vector, and retention policies. Activate on: log aggregation, structured logging, Fluentd, Vector, Loki, ELK stack, log pipeline, log retention, centralized logging. NOT for: metrics and dashboards (use monitoring-stack-deployer), distributed tracing (use logging-observability), alerting rules (use site-reliability-engineer).
- ▌ Maximalist Wall Decorator · curiositech bundleExpert in maximalist interior wall decoration including bold color choices, freehand paintings, statement wallpapers, eclectic lamp arrangements, gallery walls, and curated chaos. Embraces "more is more" philosophy with sophisticated color theory and composition. Activate on "wall decor", "maximalist design", "bold colors", "gallery wall", "statement wallpaper", "freehand painting", "eclectic style", "accent wall", "lamp collection", "more is more", "silly decor". NOT for minimalist design (different aesthetic), exterior design (use fancy-yard-landscaper), or professional murals (consult mural artists).
- ▌ Model Serving API Builder · curiositechDeploy ML models as production APIs with vLLM, TGI, ONNX Runtime, batching, autoscaling, and GPU optimization. Activate on: model serving, deploy LLM, vLLM setup, inference API, GPU serving. NOT for: model training (ai-engineer), prompt engineering (prompt-engineer).
- ▌ Monitoring Stack Deployer · curiositechProduction monitoring stack deployer with Prometheus, Grafana, and SLO-based alerting. Activate on: monitoring setup, Prometheus configuration, Grafana dashboards, alerting rules, SLO definition, metrics pipeline, observability stack. NOT for: application logging (use log-aggregation-architect), distributed tracing (use logging-observability), incident response (use site-reliability-engineer).
- ▌ Neobrutalist Web Designer · curiositech bundleModern web applications with authentic neobrutalist aesthetic. Bold typography, hard shadows (no blur), thick black borders, high-contrast primary colors, raw visual tension. Extrapolates neobrutalism to SaaS dashboards, e-commerce, landing pages, startup MVPs. Activate on 'neobrutalism', 'neubrutalism', 'brutalist', 'bold borders', 'hard shadows', 'raw aesthetic', 'anti-minimalism', 'gumroad style', 'figma style'. NOT for glassmorphism (use vaporwave-glassomorphic-ui-designer), Windows retro (use windows-3-1-web-designer or windows-95-web-designer), soft shadows, gradients, neumorphism.
- ▌ Operad Task Decomposition · curiositech bundleUse 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 topologies, validating decomposition type-safety, or building compositional agent workflows. NOT for runtime scheduling, individual skill authoring, or generic category-theory tutoring.
- ▌ Ostrom Commons Governance · curiositech bundleApply 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 satisfies self-governance properties, or building graduated-sanction regimes for misbehaving agents. NOT for environmental policy, generic org consulting, or non-shared-resource UX decisions.
- ▌ Postgres Explain Analyzer · curiositechUse when a Postgres query is slow, p99 latency regressed after deploy, EXPLAIN ANALYZE output needs interpretation, the planner is choosing the wrong index, dead tuples are blowing up, autovacuum is falling behind, pg_stat_statements review is needed, or query plans regressed between releases. Triggers: "Seq Scan on big_table", "Rows Removed by Filter: 3M", "could not extend file", parameter-sniffing surprises, missing indexes, prepared-statement plan-cache regressions. NOT for schema design from scratch, replication setup, MySQL/Aurora-specific tuning, or pgvector index tuning — different skill domains.
- ▌ Windags Librarian · curiositech bundleMaintain consistency across all winDAGs documentation surfaces — corpus documents, marketing copy, README files, site content, skill files, API docs, and derivative documents. Enforces the canonical terminology table, voice guidelines, architectural accuracy, and cross-reference integrity. Activate on "windags docs", "documentation consistency", "windags copy", "terminology check", "docs audit", "windags readme", "site copy", "docs sync", "content review", "windags librarian". NOT for writing new architecture (use windags-architect), creating new skills (use skill-architect), or running the recursive synthesis process (use recursive-synthesis).
- ▌ Windags Premortem · curiositech bundleFailure pattern scanning and risk assessment for WinDAGs DAGs. Runs after decomposition but before execution. Performs a lightweight scan on EVERY DAG (BC-PLAN-004), escalating to deep analysis when recognition confidence is low or known failure patterns are found. Activate on "premortem", "failure scan", "risk assessment", "DAG validation", "timing analysis", "failure patterns", "pre-execution check". NOT for post-execution learning (use windags-curator), retrospective analysis (use windags-looking-back), or DAG construction (use windags-architect).
- ▌ Adhd Daily Planner · curiositech bundleTime-blind friendly planning, executive function support, and daily structure for ADHD brains. Specializes in realistic time estimation, dopamine-aware task design, and building systems that actually work for neurodivergent minds.
- ▌ Adhd Design Expert · curiositech bundleDesigns digital experiences for ADHD brains using neuroscience research and UX principles. Expert in reducing cognitive load, time blindness solutions, dopamine-driven engagement, and compassionate design patterns. Activate on 'ADHD design', 'cognitive load', 'accessibility', 'neurodivergent UX', 'time blindness', 'dopamine-driven', 'executive function'. NOT for general accessibility (WCAG only), neurotypical UX design, or simple UI styling without ADHD context.
- ▌ Caching Strategies · curiositech bundleDesign multi-tier caching architectures for web applications — cache-aside vs write-through vs write-behind, TTL design, cache invalidation, Redis patterns, CDN configuration, browser caching, and stampede prevention. Use when choosing a caching pattern, designing cache invalidation strategies, implementing Redis caching, configuring Cache-Control headers, or preventing cache stampedes. Activate on "cache invalidation", "cache-aside", "write-through", "TTL", "Redis cache", "CDN caching", "cache stampede", "stale data", "browser cache". NOT for database query caching within an ORM, memoization of pure functions, or CPU-level caching.
- ▌ CI Cache Optimizer · curiositechCI/CD caching optimizer for dependency caching, Docker layer caching, and build speed improvements. Activate on: CI cache, build speed, dependency caching, Docker layer cache, turbo remote cache, GitHub Actions cache, pnpm store cache. NOT for: CI/CD pipeline creation (use github-actions-pipeline-builder), deployment strategy (use blue-green-deployment-orchestrator), Docker image building (use docker-multi-stage-optimizer).
- ▌ Collage Web Design · curiositechCollage as a web design aesthetic — overlapping elements, mixed media, cut-out shapes, scrapbook layouts, and editorial magazine spreads adapted for the web. CSS techniques for layered compositions using z-index stacking, clip-path, mix-blend-mode, parallax layering, and grid-breaking layouts. Activate on 'collage web', 'editorial layout', 'magazine layout', 'overlapping elements', 'scrapbook', 'cut-out aesthetic', 'mixed media web', 'layered composition', 'grid-breaking', 'editorial web design', 'fashion website layout', 'David Carson'. NOT for photo collage/gallery grids (use collage-layout-expert), maximalist density (use maximalist-web-design), neobrutalism (use neobrutalist-web-designer).
- ▌ Cse Design Process · curiositech bundleCognitive Systems Engineering design methodology for joint cognitive systems and human-centered automation
- ▌ Daemon Development · curiositechBuild daemon/background processes that start on boot, run continuously, and manage their own lifecycle. Covers macOS launchd (plist files, agents vs daemons), Linux systemd (unit files), Windows services, process supervision, logging, health checks, graceful shutdown, auto-restart, and AI-powered daemons that manage LLM API connections and rate limits. Activate on: "daemon", "background process", "launchd", "systemd", "service file", "plist", "launch agent", "launch daemon", "auto-start", "always running", "process supervisor", "pm2", "background service", "boot service", "AI daemon", "long-running process". NOT for: container orchestration (use devops-automator), cron jobs that run and exit (use task-scheduler), web server deployment (use backend-architect).
- ▌ Dag Cycle Analysis · curiositech bundleGraph algorithms for detecting and resolving cycles in directed graphs and workflow definitions
- ▌ Dag Scope Enforcer · curiositechRuntime enforcement of file system boundaries and tool access restrictions. Blocks unauthorized operations and logs violations. Activate on 'enforce scope', 'access control', 'boundary enforcement', 'tool restrictions', 'runtime security'. NOT for validation (use dag-permission-validator) or isolation management (use dag-isolation-manager).
- ▌ Dag Skill Registry · curiositechCentral catalog of available skills with metadata, capabilities, and performance history. Provides skill discovery and lookup services. Activate on 'skill registry', 'list skills', 'skill catalog', 'available skills', 'skill metadata'. NOT for matching skills to tasks (use dag-semantic-matcher) or ranking (use dag-capability-ranker).
- ▌ Dag Skills Matcher · curiositechMatches natural language task descriptions to appropriate skills using semantic similarity, ranks candidates by fit and performance history, and maintains the skill catalog. Use when assigning skills to DAG nodes, searching for the right skill for a task, ranking competing skills, or browsing the skill catalog. Activate on "find skill", "match skill", "which skill", "skill for this task", "skill catalog", "rank skills", "best skill". NOT for executing DAGs (use dag-runtime), creating skills (use skill-architect), or grading skills (use skill-grader).
- ▌ Dag Task Scheduler · curiositechWave-based parallel scheduling for DAG execution. Manages execution order, resource allocation, and parallelism constraints. Activate on 'schedule dag', 'execution waves', 'parallel scheduling', 'task queue', 'resource allocation'. NOT for building DAGs (use dag-graph-builder) or actual execution (use dag-parallel-executor).
- ▌ Diagramming Expert · curiositech bundleMaster of text-based visual communication using ASCII art, Unicode box-drawing, and structured diagram notation. Creates clear, maintainable diagrams for systems, processes, hierarchies, relationships, and psychological structures. Proactively generates diagrams to enhance understanding. Activate on visualization needs, system architecture, process flows, psychological mapping, or when complex concepts would benefit from visual representation. NOT for photo editing, vector graphics, or GUI-based design tools.
- ▌ Drizzle Migrations · curiositechManage database schema with Drizzle ORM and SQLite migrations. Use when adding tables, modifying columns, creating indexes, or running migrations. Activates for database schema changes, migration generation, and Drizzle query patterns.
- ▌ Frontend Architect · curiositech bundleFrontend stack decisions, Cloudflare deployment patterns, component systems, and internal tools architecture. Use for framework selection, deployment strategy, design system bridging, shadcn setup. Activate on "frontend architecture", "tech stack", "Cloudflare Pages", "component library", "internal tools", "shadcn setup". NOT for writing CSS (use frontend-developer), design critique (use design-critic), or backend APIs.
- ▌ Evaluating The Benefits Of A Rapport Bas · curiositech bundleApply 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.
- ▌ Fast And Practical Dag Decomposition Wit · curiositech bundleApply 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.
- ▌ Hierarchical Skills And Skill Based Repr · curiositech bundleUse 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.
- ▌ Knowledge Elicitation Of Recognition Pri · curiositech bundlelicense: Apache-2.0 NOT for unrelated tasks outside this domain.
- ▌ Law Enforcement Decision Making During C · curiositech bundlelicense: Apache-2.0 NOT for unrelated tasks outside this domain.
- ▌ Mastering The Game Of Go With Deep Neura · curiositech bundlelicense: Apache-2.0 NOT for unrelated tasks outside this domain.
- ▌ Nisan Et Al 2007 Algorithmic Game Theory · curiositech bundleComprehensive treatment of algorithmic game theory covering mechanism design, auctions, and equilibrium computation
- ▌ Revisiting Interview Data Analysing Turn · curiositech bundlelicense: Apache-2.0 NOT for unrelated tasks outside this domain.
- ▌ Shoham Leyton Brown 2009 Mas Foundations · curiositech bundle- **Name**: multiagent-systems-shoham-leyton-brown
- ▌ The Belief Desire Intention Model Of Age · curiositech bundlelicense: Apache-2.0 NOT for unrelated tasks outside this domain.
- ▌ The Impact Of Rapport On Intelligence Yi · curiositech bundleUse for rapport, elicitation, transcript audit, interview design, and disclosure-yield analysis by auditing attention, coordination, and typed yield instead of vague warmth or self-report. NOT for coercive extraction, generic tone polishing, or persuasion tasks that do not depend on genuine disclosure.
- ▌ The State Of Cognitive Systems Engineeri · curiositech bundlelicense: Apache-2.0 NOT for unrelated tasks outside this domain.
- ▌ Thinking Inside The Box The Shadowbox Me · curiositech bundlelicense: Apache-2.0 NOT for unrelated tasks outside this domain.
- ▌ Towards A Taxonomy Of Cognitive Task Ana · curiositech bundleUse for cognitive task analysis, CTA method selection, knowledge capture, tacit expertise routing, and representation design by matching elicitation methods to knowledge type. NOT for generic ontology naming, benchmark-only model evaluation, or ML architecture tuning.
- ▌ How To Solve It A New Aspect Polya G 7564 · curiositech bundleUse 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 subject matter expertise instead of heuristic search.
- ▌ Photo Content Recognition Curation Expert · curiositech bundleExpert in photo content recognition, intelligent curation, and quality filtering. Specializes in face/animal/place recognition, perceptual hashing for de-duplication, screenshot/meme detection, burst photo selection, and quick indexing strategies. Activate on 'face recognition', 'face clustering', 'perceptual hash', 'near-duplicate', 'burst photo', 'screenshot detection', 'photo curation', 'photo indexing', 'NSFW detection', 'pet recognition', 'DINOHash', 'HDBSCAN faces'. NOT for GPS-based location clustering (use event-detection-temporal-intelligence-expert), color palette extraction (use color-theory-palette-harmony-expert), semantic image-text matching (use clip-aware-embeddings), or video analysis/frame extraction.
- ▌ Event Detection Temporal Intelligence Expert · curiositech bundleExpert in temporal event detection, spatio-temporal clustering (ST-DBSCAN), and photo context understanding. Use for detecting photo events, clustering by time/location, shareability prediction, place recognition, event significance scoring, and life event detection. Activate on 'event detection', 'temporal clustering', 'ST-DBSCAN', 'spatio-temporal', 'shareability prediction', 'place recognition', 'life events', 'photo events', 'temporal diversity'. NOT for individual photo aesthetic quality (use photo-composition-critic), color palette analysis (use color-theory-palette-harmony-expert), face recognition implementation (use photo-content-recognition-curation-expert), or basic EXIF timestamp extraction.
- ▌ Fischer Lynch Paterson 1985 Flp Impossibility · curiositech bundleFoundational impossibility result proving consensus cannot be guaranteed in asynchronous systems with even one faulty process
- ▌ Rao Georgeff 1991 Modeling Rational Agents Bdi · curiositech bundleFormal framework for modeling intelligent agents through Beliefs, Desires/Goals, and Intentions as distinct mental states with rigorous semantics
- ▌ The Role Of Cognitive Systems Engineerin · curiositech bundlelicense: Apache-2.0 NOT for unrelated tasks outside this domain.
- ▌ Simon And Newell Human Problem Solving Theory 1971 · curiositech bundleFoundational cognitive science theory of human problem-solving through heuristic search in problem spaces
- ▌ Rao Georgeff 1995 Bdi Agents From Theory To Practice · curiositech bundleFoundational framework for modeling intelligent agents through Beliefs, Desires, and Intentions with practical implementation strategies under resource constraints
- ▌ Agentspeak L Bdi Agents Speak Out In A Logical Computable · curiositech bundleDesign AgentSpeak(L)-style BDI agents with context-guarded plans, selection functions, and intention stacks. Use for interruptible autonomy, agent policy, and multi-agent orchestration in dynamic environments. NOT for simple rule engines, static planners, or centralized workflows.
- ▌ AI Wiley Wooldridge An Introduction To Multi Agent Systems · curiositech bundleChoose multi-agent architectures using environment-first analysis, coordination pressure, commitment tuning, and knowledge levels. Use for autonomy design, protocol choice, and coordination failures. NOT for single-agent planning, centralized schedulers, or prompt-only swarms.
- ▌ Designing Data Intensive Applications The Big Ideas Behind · curiositech bundle1. The Fault/Error/Failure Hierarchy NOT for unrelated tasks outside this domain.
- ▌ Bratman Israel Pollack 1988 Plans Resource Bounded Reasoning · curiositech bundleUse for bounded reasoning, partial planning, commitment policy, deliberation cost, and reconsideration-threshold design instead of assuming free deliberation. NOT for exhaustive planning, static optimization, or domains where reconsideration cost is irrelevant.
- ▌ Kubernetes Deployment Automation · curiositechAutomate 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 GitOps pipelines, or managing multi-environment promotion. NOT for: generating K8s manifests (use kubernetes-manifest-generator), blue-green/canary traffic shifting (use blue-green-deployment-orchestrator), cluster provisioning (use terraform-module-builder), CI/CD pipeline config (use github-actions-pipeline-builder).
- ▌ Manager Driven Team Orchestrator · curiositech bundlePlan 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 static approval chains, uncoordinated message swarms, or blackboard-style shared-state diagnosis.
- ▌ Mechanism Design For Agent Labor · curiositech bundleDesign 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 agent work. NOT for general auction theory teaching, DeFi tokenomics, payment gateway integration without marketplace incentives, or generic game theory tutoring.
- ▌ Multi Tenant Architecture Expert · curiositechTenant isolation, row-level security, shared/siloed schema patterns for SaaS platforms. Activate on: multi-tenant, tenant isolation, RLS, shared database, SaaS architecture, tenant context, data isolation. NOT for: connection pooling (use database-connection-pool-manager), API gateway routing (use api-gateway-reverse-proxy-expert).
- ▌ Productive Discourse Facilitator · curiositech bundleFacilitate collaborative, emotionally aware conversations and guide toward productive dialogue. Use when the user wants de-escalation, mutual understanding, structured discussion, conflict resolution, or mentions 'productive discussion', 'collaborative debate', 'dialog vs debate', 'find common ground', 'help us talk about', 'de-escalate'. Includes a couples-in-recovery mode for fragile nervous systems. Can orchestrate other discourse skills in a structured sequence.
- ▌ React Server Components Boundary · curiositechDrawing the `'use client'` boundary correctly in React Server Components apps (Next.js App Router, RSC frameworks) — leaf-pushing, slot composition, serialization rules, and environment poisoning prevention. Grounded in react.dev and Next.js 16 docs.
- ▌ Server Sent Events Vs Websockets · curiositechChoosing between Server-Sent Events and WebSockets for real-time client connections, and implementing whichever you pick correctly — SSE wire format per WHATWG, WebSocket frame format per RFC 6455, automatic reconnection with `Last-Event-ID`, ping/pong heartbeats, the HTTP/1.1 6-connection-per-origin limit, and the proxy-buffering trap that silently breaks SSE. Grounded in WHATWG, RFC 6455, MDN.
- ▌ Smith 1980 Contract Net Protocol · curiositech bundleDistributed task allocation protocol where agents negotiate task assignments through contract bidding
- ▌ Zero Downtime Database Migration · curiositechUse when changing schema on a live production database without dropping traffic, doing expand/contract migrations, backfilling new columns on million-plus-row tables, dual-writing across schemas, renaming a hot column, splitting a table, or adding a foreign key to a big table. Triggers: ALTER TABLE locks the world, "must be removed in a separate deploy", expand-contract-cleanup phases, NOT NULL on populated column, foreign-key add on big table, dropping a column still read by old replicas, lock_timeout choice, gh-ost vs pt-online-schema-change. NOT for greenfield schema design, ORM-managed migration mechanics (Prisma/Drizzle), D1/Supabase CLI quirks, or NoSQL document migrations.
- ▌ Jetpack Compose Navigation Expert · curiositechJetpack Compose navigation expert with type-safe routes, Hilt DI, and MVVM/MVI architecture. Activate on: Jetpack Compose navigation, Compose type-safe routes, Hilt dependency injection, MVVM Android, MVI pattern, Compose state management, NavHost, ViewModel. NOT for: XML layouts (use frontend-architect), iOS SwiftUI (use swiftui-data-flow-expert), React Native (use react-native-architect).
- ▌ Service Mesh Microservices Expert · curiositechIstio, Envoy, circuit breakers, and service discovery for microservices. Activate on: service mesh, Istio, Envoy, sidecar, circuit breaker, service discovery, mTLS, traffic management. NOT for: API gateway edge routing (use api-gateway-reverse-proxy-expert), application-level observability (use observability-apm-expert).
- ▌ Android Background Task Specialist · curiositechAndroid background task specialist for WorkManager, Foreground Services, Doze mode, and battery optimization. Activate on: WorkManager, background task Android, Foreground Service, Doze mode, battery optimization, periodic work, background sync Android, JobScheduler. NOT for: iOS background tasks (use swiftui-data-flow-expert), React Native background (use mobile-offline-sync-architect), UI architecture (use jetpack-compose-navigation-expert).
- ▌ Automatic Stateful Prompt Improver · curiositech bundleAutomatically intercepts and optimizes prompts using the prompt-learning MCP server. Learns from performance over time via embedding-indexed history. Uses APE, OPRO, DSPy patterns. Activate on "optimize prompt", "improve this prompt", "prompt engineering", or ANY complex task request. Requires prompt-learning MCP server. NOT for simple questions (just answer them), NOT for direct commands (just execute them), NOT for conversational responses (no optimization needed).
- ▌ Automotive Dealer Roadside Signage · curiositech bundleDesign roadside signs and large-format ads for businesses, especially automotive dealers. Use for pylon signs, monument signs, lot banners, highway billboards, digital roadside boards, service-lane signage, used-car event signs, lease or finance campaign concepts, and other driver-at-speed messaging where legibility, offer hierarchy, and dealer ad compliance matter. Activate on "road sign", "billboard", "dealership sign", "car dealer ad", "pylon sign", "monument sign", "service lane signage", "automotive billboard", "roadside ad", "dealer lease offer", or "drive-by signage". NOT for fabrication drawings, permitting or local sign-code review, web or social ad campaigns, or full brand identity systems.
- ▌ Blue Green Deployment Orchestrator · curiositechBlue-green and canary deployment orchestrator with traffic shifting and automated rollback. Activate on: blue-green deployment, canary release, rolling deployment, traffic shifting, rollback automation, progressive delivery, Argo Rollouts, Flagger. NOT for: K8s manifest generation (use kubernetes-manifest-generator), CI/CD pipeline setup (use github-actions-pipeline-builder), monitoring (use monitoring-stack-deployer).
- ▌ Cache Strategy Invalidation Expert · curiositechRedis caching patterns, cache-aside, write-through, TTL strategies, and invalidation. Activate on: caching, Redis, cache invalidation, cache-aside, write-through, TTL, CDN cache, stale-while-revalidate. NOT for: CDN/reverse proxy setup (use api-gateway-reverse-proxy-expert), database query optimization (use data-warehouse-optimizer).
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- ▌ Nygard 2018 Release It 2nd Edition · curiositech bundleProduction stability patterns including circuit breakers, bulkheads, and resilience strategies for real-world systems
- ▌ Proverif Tamarin Protocol Modeling · curiositech bundleFormal 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), delegation chain correctness, or append-only log integrity in applied pi calculus. Use when deciding between ProVerif and Tamarin for a given property. Use when extending existing .pv models (e.g., harbor_card_v3_delegation.pv) with new security queries. NOT for general cryptography tutorials, TLS certificate management, key management operations (rotation, storage, HSM integration), or smart contract verification (use Solidity-specific tools).
- ▌ API Rate Limiting Throttling Expert · curiositechToken bucket, sliding window, and Redis-based rate limiting for API protection. Activate on: rate limiting, throttling, token bucket, sliding window, API abuse, DDoS protection, quota management. NOT for: API gateway setup (use api-gateway-reverse-proxy-expert), caching (use cache-strategy-invalidation-expert).
- ▌ Color Theory Palette Harmony Expert · curiositech bundleExpert in color theory, palette harmony, and perceptual color science for computational photo composition. Specializes in earth-mover distance optimization, warm/cool alternation, diversity-aware palette selection, and hue-based photo sequencing. Activate on "color palette", "color harmony", "warm cool", "earth mover distance", "Wasserstein", "LAB space", "hue sorted", "palette matching". NOT for basic RGB manipulation (use standard image processing), single-photo color grading (use native-app-designer), UI color schemes (use vaporwave-glassomorphic-ui-designer), or color blindness simulation (accessibility specialists).
- ▌ Political Philosophy Of Computation · curiositech bundleApplies 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 alignment, trolley problems, or moral philosophy of consciousness.
- ▌ Vaporwave Glassomorphic UI Designer · curiositech bundleVaporwave + glassomorphic UI designer for photo/memory apps. Masters SwiftUI Material effects, neon pastels, frosted glass blur, retro-futuristic design. Expert in 2025 UI trends (glassmorphism, neubrutalism, Y2K), iOS HIG, dark mode, accessibility, Metal shaders. Activate on 'vaporwave', 'glassmorphism', 'SwiftUI design', 'frosted glass', 'neon aesthetic', 'retro-futuristic', 'Y2K design'. NOT for backend/API (use backend-architect), Windows 3.1 retro (use windows-3-1-web-designer), generic web (use web-design-expert), non-photo apps (use native-app-designer).
- ▌ Conway 1968 How Do Committees Invent · curiositech bundleApply Conway's homomorphism principle to multi-agent system design, recognizing that agent coordination structure predetermines system architecture and capability.
- ▌ Fipa 00037 Communicative Act Library · curiositech bundleFIPA standard library of communicative acts (speech acts) for agent-to-agent messaging semantics
- ▌ Taleb Blyth 2011 Black Swan Of Cairo · curiositech bundleAnalysis of how suppressing volatility creates fragile systems vulnerable to black swan events
- ▌ Van Der Aalst 2003 Workflow Patterns · curiositech bundleApply the foundational taxonomy of workflow control patterns to evaluate, design, and debug complex coordination systems. Based on the seminal "Workflow Patterns" research establishing pattern-based expressiveness evaluation.