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curiositech

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• 10 repo stars
• 2 weeks ago last updated

1. ▌
   API Versioning Backward Compatibility · curiositech

   API migration strategies, deprecation workflows, and header/URL/content versioning. Activate on: API versioning, backward compatibility, deprecation, breaking change, API migration, v1 v2, sunset header. NOT for: schema evolution in data (use schema-evolution-manager), gateway routing (use api-gateway-reverse-proxy-expert).
   10 repo stars
2. ▌
   Decomposing Dags Into Disjoint Chains · curiositech bundle

   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.
   10 repo stars
3. ▌
   Mobile Payment Integration Specialist · curiositech

   Mobile payment integration for Stripe, Apple Pay, Google Pay, in-app purchases, and subscription management. Activate on: mobile payments, Stripe SDK, Apple Pay, Google Pay, in-app purchase, StoreKit 2, Google Play Billing, subscription management, payment sheet. NOT for: backend payment processing (use api-architect), general e-commerce (use frontend-architect), financial compliance (use security-auditor).
   10 repo stars
4. ▌
   Backend Authoritative Runtime Refactor · curiositech bundle

   Refactor apps so backend owns runtime truth and UI only projects snapshots. Use when tools have split authority. NOT for cosmetic UI work or new features before drift is removed.
   10 repo stars
5. ▌
   Kephart Chess 2003 Autonomic Computing · curiositech bundle

   IBM's autonomic computing vision for self-managing systems with self-configuration, healing, optimization, and protection
   10 repo stars
6. ▌
   Mediator Expertise Live Interview Meli · curiositech bundle

   license: Apache-2.0 NOT for unrelated tasks outside this domain.
   10 repo stars
7. ▌
   Mobile Accessibility Compliance Expert · curiositech

   Mobile accessibility compliance expert for VoiceOver, TalkBack, Dynamic Type, and WCAG mobile guidelines. Activate on: mobile accessibility, VoiceOver, TalkBack, Dynamic Type, Accessibility Inspector, WCAG mobile, screen reader, accessibility audit, a11y mobile, inclusive design. NOT for: web accessibility (use design-accessibility-auditor), UI design (use native-app-designer), general testing (use test-automation-expert).
   10 repo stars
8. ▌
   Nasa 2017 Systems Engineering Handbook · curiositech bundle

   Apply NASA's battle-tested framework for building complex, mission-critical systems where failure has catastrophic consequences
   10 repo stars
9. ▌
   A Discussion Of Decision Making Applied · curiositech bundle

   Apply crisis decision-making research to agent routing, uncertainty triage, and coordination failure analysis in time-pressured systems. Use when diagnosing handoff failures, analytical paralysis, or expert judgment under incomplete information. NOT for routine coding, simple CRUD design, or static single-agent tasks with complete information.
   10 repo stars
10. ▌
    A Normative Extension For The Bdi Agent · curiositech bundle

    Apply normative BDI reasoning to agents that must detect norms, choose which commitments to internalize, and resolve conflicts by comparing consequences. Use when obligations, prohibitions, or policies collide in autonomous systems. NOT for simple fixed-priority rules, pure constraint satisfaction, or domains where no real normative conflict exists.
    10 repo stars
11. ▌
    Bdi Models And Systems Reducing The Gap · curiositech bundle

    Implement executable BDI reasoning with explicit negation, paraconsistent revision, trigger-based commitment updates, and abduction. Use for runtime agent semantics and conflicting desires. NOT for purely axiomatic modal logic, black-box planners, or classical logic without operational semantics.
    10 repo stars
12. ▌
    Fipa 00025 Interaction Protocol Library · curiositech bundle

    FIPA standard library of agent interaction protocols for structured multi-agent communication
    10 repo stars
13. ▌
    Investigations Of Naturalistic Decision · curiositech bundle

    license: Apache-2.0 NOT for unrelated tasks outside this domain.
    10 repo stars
14. ▌
    Knowledge Distillation In Deep Learning · curiositech bundle

    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 compression", "teacher- student", "distillation score", "cascade model", "edge deployment", or "model calibration". NOT for generic deep-learning overviews, prompt optimization, or training work without a concrete distillation objective.
    10 repo stars
15. ▌
    Mobile Analytics Crash Reporting Expert · curiositech

    Mobile analytics and crash reporting expert for Firebase, Sentry, Mixpanel, custom events, and crash symbolication. Activate on: mobile analytics, crash reporting, Firebase Analytics, Sentry mobile, Mixpanel, event tracking, crash symbolication, dSYM upload, ProGuard mapping, session replay. NOT for: server-side logging (use log-aggregation-architect), web analytics (use frontend-architect), A/B testing (use environment-config-manager).
    10 repo stars
16. ▌
    Stanton 2006 Hierarchical Task Analysis · curiositech bundle

    Hierarchical Task Analysis methodology for decomposing complex tasks into structured subtask hierarchies
    10 repo stars
17. ▌
    Technical Evangelism For Formal Systems · curiositech bundle

    Turn formally verified infrastructure into developer adoption with talks, blog posts, onboarding docs, venue strategy, and community building for TLA+, model checking, mechanism design, and collateralized contracts. Use when audience, depth, medium, and call-to-action must match technical adoption goals. NOT for academic paper writing, non-technical marketing, social media management, or PR.
    10 repo stars
18. ▌
    Xie Et Al 2025 Survey LLM Task Planning · curiositech bundle

    Comprehensive survey of LLM-based task planning methods including decomposition, search, and execution strategies
    10 repo stars
19. ▌
    A Task Analysis Of Pier Side Ship Handli · curiositech bundle

    Apply cognitive task analysis to expert work that depends on perceptual cues, branching judgment, and recurring monitoring loops. Use when decomposing expert capability into agent structure, simulation design, or validation interviews. NOT for ordinary step-by-step SOP capture or simple pipelines with no tacit cue layer.
    10 repo stars
20. ▌
    Applied Cognitive Task Analysis Acta Met · curiositech bundle

    Systematic methodology for eliciting, representing, and operationalizing expert cognitive skills—pattern recognition, situation assessment, mental simulation—from practitioners without requiring research training. Bridges academic rigor and practical usability.
    10 repo stars
21. ▌
    Bdi Agents A Soft Model For Organisation · curiositech bundle

    Model organizations as BDI systems with filtered perception, discourse-shaped desires, accommodations, and abstraction-level hierarchy. Use for socio-technical coordination and organizational modeling. NOT for mechanistic workflows, individual psychology, or non-social domains.
    10 repo stars
22. ▌
    Causal Reasoning Initial Report Of A Nat · curiositech bundle

    Naturalistic causal reasoning for failures and disputed attribution. Use when postmortems or root-cause debates need reframing. NOT for causal inference, fault trees, or fully observed failures.
    10 repo stars
23. ▌
    Conditions For Intuitive Expertise A Fai · curiositech bundle

    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 deterministic implementation tasks, pure syntax debugging, or domains with explicit verifiable answers.
    10 repo stars
24. ▌
    Cycle Analysis Of Directed Acyclic Graph · curiositech bundle

    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 information-flow diagnosis. NOT for ordinary cycle detection in arbitrary graphs, one-node runtime debugging, or systems with no real ordering constraint.
    10 repo stars
25. ▌
    Decision Models Some Lessons From The Fi · curiositech bundle

    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, static planning with full information, or tasks where exhaustive search is cheap and harmless.
    10 repo stars
26. ▌
    Knowledge Distillation Deep · curiositech bundle

    Deep analysis of knowledge distillation techniques for compressing large models into smaller efficient ones
    10 repo stars
27. ▌
    Ongaro Ousterhout 2014 Raft · curiositech bundle

    Apply Raft's design principles for building understandable, reliable distributed and multi-agent systems
    10 repo stars
28. ▌
    Park 2023 Generative Agents · curiositech bundle

    Simulation of believable human behavior using LLM-powered generative agents with memory and social interaction
    10 repo stars
29. ▌
    Postgres Connection Pooling · curiositech

    Choosing a Postgres connection pool mode that matches your workload — pgBouncer session/transaction/statement modes, the prepared-statement story (pgBouncer 1.21+), Supabase Supavisor's port-per-mode pattern (5432 vs 6543), AWS RDS Proxy pinning triggers, and `pg_stat_activity` diagnostics. Grounded in pgbouncer.org, supabase.com, AWS docs, and PostgreSQL docs.
    10 repo stars
30. ▌
    Postgres Row Level Security · curiositech

    Designing Postgres Row-Level Security (RLS) policies for multi-tenant authorization, especially in Supabase / PostgREST stacks — `CREATE POLICY` syntax, USING vs WITH CHECK, PERMISSIVE/RESTRICTIVE merge semantics, the `(SELECT auth.uid())` performance pattern that turns 171ms scans into <1ms, indexes still required, role-based bypass via BYPASSRLS, security-definer escape hatches. Grounded in postgresql.org, Supabase docs, and Gary Austin's RLS-Performance benchmarks.
    10 repo stars
31. ▌
    React Performance Optimizer · curiositech bundle

    Optimize React apps for 60fps performance. Implements memoization, virtualization, code splitting, bundle optimization. Use for slow renders, large lists, bundle bloat. Activate on "React performance", "slow render", "useMemo", "bundle size", "virtualization". NOT for backend optimization, non-React frameworks, or premature optimization.
    10 repo stars
32. ▌
    Swiss Modern Website Design · curiositech bundle

    Design and implement Swiss modern websites using International Typographic Style principles translated for the contemporary web: strict grids, typography-led hierarchy, asymmetrical composition, disciplined whitespace, restrained color, and editorial clarity. Use for SaaS marketing sites, portfolios, product pages, documentation, dashboards, and design systems that need clarity, rigor, and visual authority. NOT for neobrutalism, skeuomorphic UI, glassmorphism, retro desktop aesthetics, maximalist collage systems, or illustration-first playful brands.
    10 repo stars
33. ▌
    Tacit Expertise Elicitation · curiositech bundle

    Techniques for surfacing implicit, hard-to-articulate knowledge that experts use in practice
    10 repo stars
34. ▌
    Tanstack Query Server State · curiositech

    Designing TanStack Query (React Query) v5 for server-state management — query key factories, staleTime vs gcTime, partial-match invalidation, optimistic updates with rollback, prefetching, and Next.js App Router hydration. Grounded in tanstack.com v5 docs.
    10 repo stars
35. ▌
    Tech Presentation Interview · curiositech bundle

    Prepares for "reverse system design" rounds where you present YOUR past technical work. Use for project selection, narrative arc structuring, whiteboard diagrams, depth calibration, and hostile Q&A handling. Activate on "tech presentation", "present your work", "reverse system design", "project deep dive". NOT for designing hypothetical systems, resume writing, or career narrative extraction.
    10 repo stars
36. ▌
    Typescript Narrowing Expert · curiositech

    Use when designing discriminated unions, debugging control-flow analysis, choosing satisfies vs as, building branded types, writing user-defined type guards, or composing conditional types and template literal types. Triggers: "Type X is not assignable to type Y" after a type guard, exhaustiveness checks via never, satisfies vs explicit annotation, infer in conditional types, mapped types with key remapping, distributive conditional types, type-narrowing inside callbacks losing the narrowed type. NOT for runtime validation only (zod/yup), tsc compiler internals, or design-time-only types not used at runtime.
    10 repo stars
37. ▌
    Values Behavioral Interview · curiositech bundle

    Coaches behavioral and values-fit interview preparation with negative framing, deep follow-ups, introspection, and mission alignment. Use for culture-fit rounds, Anthropic behavioral prep, failure stories, and self-awareness drilling. Activate on "behavioral interview", "values interview", "culture fit", "tell me about a failure". NOT for coding interviews, system design, resume writing, or technical deep dives.
    10 repo stars
38. ▌
    Wisdom Accountability Coach · curiositech bundle

    Longitudinal memory tracking, philosophy teaching, and personal accountability with compassion. Expert in pattern recognition, Stoicism/Buddhism, and growth guidance. Activate on 'accountability', 'philosophy', 'Stoicism', 'Buddhism', 'personal growth', 'commitment tracking', 'wisdom teaching'. NOT for therapy or mental health treatment (refer to professionals), crisis intervention, or replacing professional coaching credentials.
    10 repo stars
39. ▌
    Wooldridge Multiagent Intro · curiositech bundle

    Comprehensive introduction to multi-agent systems covering coordination, communication, and distributed AI theory
    10 repo stars
40. ▌
    Zhou Et Al 2026 Formaljudge · curiositech bundle

    Formal verification approach to LLM evaluation ensuring correctness and consistency in automated judging
    10 repo stars
41. ▌
    Agent Conversation Protocols · curiositech

    Conversation patterns and interaction protocols for multi-agent systems. Covers request/response, pub/sub, blackboard, delegation chains, debate, critique, consensus, fan-out/fan-in, supervisor-worker, and peer negotiation. Deep analysis of AutoGen conversation patterns, CrewAI delegation, LangGraph state passing, and FIPA-ACL performatives. Teaches how to design what agents say to each other and in what order. Activate on: "agent conversation", "agent protocol", "multi-agent debate", "agent delegation", "supervisor worker pattern", "agent voting", "consensus protocol", "fan-out fan-in", "agent negotiation", "blackboard pattern", "agent dialogue", "conversation topology", "agent handoff". NOT for: wire format or serialization (use agent-interchange-formats), orchestration infrastructure (use agentic-infrastructure-2026), single agent behavior (use agentic-patterns).
    10 repo stars
42. ▌
    Always On Agent Applications · curiositech

    What you can build and do with an always-on AI agent that has episodic memory. Covers concrete product ideas, workflows, emergent capabilities from persistence plus memory, and real-world examples of deployed persistent agents. Helps you go from "I have the architecture" to "here's what it actually does for me." Activate on: "what can an always-on agent do", "persistent agent use cases", "agent applications", "proactive agent ideas", "what to build with episodic memory", "always-on agent product", "personal AI assistant ideas", "/always-on-agent-applications". NOT for: building the architecture (use always-on-agent-architecture), designing inputs (use always-on-agent-inputs), safety and privacy (use always-on-agent-safety).
    10 repo stars
43. ▌
    Always On Agent Architecture · curiositech

    Architecture and systems design for building always-on AI agents with episodic memory. Covers the memory hierarchy (core/recall/archival), persistence layers, agent server infrastructure, vector stores, and framework selection. Provides concrete deployment patterns for agents that maintain identity and learn across sessions. Activate on: "always-on agent", "persistent agent architecture", "episodic memory system", "agent memory design", "long-running agent", "stateful agent", "agent that remembers", "MemGPT architecture", "Letta deployment", "/always-on-agent-architecture". NOT for: choosing what data to feed the agent (use always-on-agent-inputs), brainstorming applications (use always-on-agent-applications), safety and privacy concerns (use always-on-agent-safety), general agentic patterns (use agentic-patterns).
    10 repo stars
44. ▌
    Audio Transcription Pipeline · curiositech

    Build audio transcription pipelines with Whisper, Deepgram, and AssemblyAI including speaker diarization and real-time streaming. Activate on: transcription, speech-to-text, diarization, audio processing, meeting transcripts. NOT for: text-to-speech synthesis (voice-audio-engineer), music generation (ai-engineer).
    10 repo stars
45. ▌
    Circuit Breakers And Retries · curiositech

    Building resilient distributed systems with circuit breakers, retries with full-jitter exponential backoff, retry budgets (per-request 3-attempt + per-client 10% ratio per Google SRE), deadline propagation, and the cascading-failure math (4 layers × 3 retries = 64x amplification). Grounded in Resilience4j, Microsoft Cloud Patterns, AWS Architecture Blog (Marc Brooker), and Google SRE Book.
    10 repo stars
46. ▌
    Cloudflare Workers Debugging · curiositech

    Use when wrangler deploys silently fail or produce wrong artifacts, secrets upload as empty strings, custom domain DNS is not resolving, route assignment broke after rename, observability/tail logs are needed, D1/KV/R2 bindings are missing, OAuth scope errors block a command, cookies on a redirect are not attaching, or the worker exceeds CPU time. Triggers: "Tenant or user not found", "Authentication error" on wrangler d1 push, secret length is 0 after upload, route returns origin not worker, "compatibility_date too old", 1101 errors, custom_domain assignment lost on script rename. NOT for AWS Lambda / Vercel Edge / Deno Deploy (different runtimes), Cloudflare Zero Trust, or R2-specific tuning.
    10 repo stars
47. ▌
    Component Template Generator · curiositech bundle

    Generates starter component code using design tokens. Creates React/Vue/Svelte components with proper token usage, variants, and accessibility built in.
    10 repo stars
48. ▌
    Design Accessibility Auditor · curiositech

    Audit designs, color palettes, and UI components for WCAG 2.1 accessibility compliance, providing specific fixes for contrast, touch targets, focus indicators, and screen reader support. NOT for color harmony aesthetics or design system creation.
    10 repo stars
49. ▌
    Docker Multi Stage Optimizer · curiositech

    Multi-stage Docker build optimizer for minimal, secure production images. Activate on: Dockerfile optimization, multi-stage build, distroless image, container size reduction, Docker security scanning, BuildKit features. NOT for: container orchestration (use kubernetes-manifest-generator), CI/CD pipelines (use github-actions-pipeline-builder), runtime container config (use environment-config-manager).
    10 repo stars
50. ▌
    Empirical Systems Evaluation · curiositech bundle

    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 studies. NOT for ML model benchmarking, web-product A/B testing, survey design, or general-purpose data science.
    10 repo stars
51. ▌
    Expert Knowledge Elicitation · curiositech bundle

    Structured interview and observation techniques for extracting tacit knowledge from domain experts
    10 repo stars
52. ▌
    Focus A Model Of Sensemaking · curiositech bundle

    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 stable.
    10 repo stars
53. ▌
    Htmx Progressive Enhancement · curiositech

    Use when building server-driven UIs with htmx, designing hx-* attribute compositions, choosing swap strategies (innerHTML/outerHTML/morph), wiring out-of-band updates, integrating with form validation, or migrating from a SPA back to server-rendered HTML. Triggers: hx-get/hx-post setup, hx-target + hx-swap interplay, hx-trigger debouncing, OOB swaps for parts of the page outside the request target, response headers like HX-Trigger and HX-Push-Url, integration with Hyperscript or Alpine.js, accessibility considerations on partial updates. NOT for full SPAs (use React/Vue), framework-specific server libraries (use those skills directly), or non-HTML responses.
    10 repo stars
54. ▌
    Kubernetes Debugging Runbook · curiositech

    Use when triaging CrashLoopBackOff, OOMKilled, ImagePullBackOff, Pending pods, networking failures, ingress 502/504, PVC stuck, HPA not scaling, init-container loops, sidecar startup ordering, or "kubectl describe says nothing useful". Triggers: pod restart counts climbing, "no nodes available to schedule", "back-off restarting failed container", DNS resolution failures inside the cluster, NetworkPolicy denials, livenessProbe killing healthy pods. NOT for cluster setup (kubeadm, kops), cloud-provider-specific managed K8s admin (EKS/GKE/AKS), helm chart authoring, or service mesh internals.
    10 repo stars
55. ▌
    Kubernetes Graceful Shutdown · curiositech

    Shutting down HTTP services in Kubernetes without dropping traffic — the SIGTERM/preStop dance, the EndpointSlice removal race, the `preStop sleep` pattern, terminationGracePeriodSeconds budgeting, and the Node.js + Go server skeletons. Grounded in kubernetes.io and language runtime docs.
    10 repo stars
56. ▌
    Mobile Biometric Auth Expert · curiositech

    Mobile biometric authentication expert for Face ID, Touch ID, BiometricPrompt, Keychain/Keystore, and WebAuthn. Activate on: biometric authentication, Face ID, Touch ID, BiometricPrompt, Keychain, Keystore, WebAuthn, passkeys, FIDO2, device authentication. NOT for: OAuth/OIDC flows (use oauth-oidc-implementer), secret management (use secret-management-expert), general security (use security-auditor).
    10 repo stars
57. ▌
    Naturalistic Decision Making · curiositech bundle

    Field-based research methodology studying expert decision-making in real-world high-stakes environments
    10 repo stars
58. ▌
    Oauth2 And Oidc From Scratch · curiositech

    Use when implementing or reviewing OAuth 2.0 / OAuth 2.1 / OpenID Connect from scratch in a real codebase, choosing a flow (authorization code + PKCE, client credentials, BFF), validating ID tokens, storing tokens safely in browsers, sizing refresh-token rotation, or migrating off implicit / ROPC. Triggers: "should I use a JWT or session cookie", PKCE code_challenge/code_verifier, exact redirect_uri match, state vs nonce confusion, ID-token replay, refresh-token rotation, BFF (backend-for-frontend) pattern, token in localStorage warning. NOT for SAML / WS-Federation, building an authorization server (use a battle-tested IdP), passwordless-only flows (passkeys/WebAuthn), or session-cookie auth without a third-party IdP.
    10 repo stars
59. ▌
    Project Management Guru Adhd · curiositech bundle

    Expert project manager for ADHD engineers managing multiple concurrent projects. Specializes in hyperfocus management, context-switching minimization, and parakeet-style gentle reminders. Activate on 'ADHD project management', 'context switching', 'hyperfocus', 'task prioritization', 'multiple projects', 'productivity for ADHD', 'task chunking', 'deadline management'. NOT for neurotypical project management, rigid waterfall processes, or general productivity advice without ADHD context.
    10 repo stars
60. ▌
    RAG Retrieval Pattern Design · curiositech

    Use when designing or fixing the retrieval side of a RAG system, choosing chunking strategy (fixed-size / recursive / semantic), implementing hybrid search (BM25 + dense) with RRF fusion, adding a cross-encoder reranker, evaluating with RAGAS, or running an index-freshness pipeline. Triggers: "RAG keeps citing the wrong doc", chunk size 512 tokens with overlap, RRF reciprocal rank fusion, dense+sparse hybrid, cross-encoder rerank top-5, RAGAS faithfulness / context precision, voyage-3-large vs text-embedding-3-large, daily / hourly reindex cadence. NOT for fine-tuning vs RAG decision (separate skill), agentic tool-use designs, vector DB operational tuning, or general LLM prompt engineering.
    10 repo stars
61. ▌
    Semantic Conflict Prediction · curiositech bundle

    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. The key insight: git's textual merge is necessary but not sufficient. Two changes can merge cleanly and break the program. This skill covers tree-sitter fundamentals, symbol-level claims, dependency graph construction, conflict prediction algorithms, and integration with Port Daddy or similar coordination daemons. NOT FOR: textual merge conflict resolution (use git skills), linting or formatting (use static analysis tools), runtime verification of invariants (use runtime-verification-for-agents), or general multi-agent orchestration (use multi-agent-coordination).
    10 repo stars
62. ▌
    Shadowbox Expertise Transfer · curiositech bundle

    ShadowBox training method for accelerating expertise transfer through expert decision comparison exercises
    10 repo stars
63. ▌
    Streaming Pipeline Architect · curiositech

    Kafka Streams, Flink, Spark Streaming, and CDC for real-time data pipelines. Activate on: streaming, Kafka Streams, Flink, Spark Streaming, CDC, Debezium, real-time pipeline, event stream processing. NOT for: message broker setup (use event-driven-architecture-expert), batch processing (use batch-processing-optimizer).
    10 repo stars
64. ▌
    Tech Entrepreneur Coach Adhd · curiositech bundle

    Big tech ML engineer to indie founder transition coach. Expert in idea validation, MVP development, marketing, monetization, and sustainable growth for ADHD entrepreneurs. Activate on 'entrepreneur', 'indie founder', 'startup', 'MVP', 'monetization', 'big tech to indie', 'ADHD business', 'app launch', 'side project'. NOT for neurotypical entrepreneurship, VC-backed startups, or traditional business consulting without ADHD context.
    10 repo stars
65. ▌
    Typescript Advanced Patterns · curiositech bundle

    Advanced TypeScript type system patterns for production codebases. [What: branded types for nominal typing, discriminated unions, template literal types, conditional types, the infer keyword, satisfies operator, const assertions, Zod schema inference, type-safe event emitters, exhaustive switch checking] [When: designing domain models, building type-safe APIs, creating reusable generic utilities, eliminating runtime bugs with compile-time guarantees, refactoring any-typed codebases] [Keywords: branded types, discriminated union, template literal types, conditional types, infer, satisfies, const assertion, Zod inference, exhaustive, mapped types, utility types, nominal typing, type narrowing, generic constraints] NOT for basic TypeScript syntax or React component typing (use a React-specific skill).
    10 repo stars
66. ▌
    Very Long Text Summarization · curiositech bundle

    Summarizes very long texts (books, handbooks, biographies, codebases) using hierarchical multi-pass extraction with cheap model armies. Produces structured knowledge maps, not just summaries. Use when processing 50+ page documents, professional handbooks, career biographies, or any text too large for a single context window. Activate on "summarize book", "summarize handbook", "long document", "extract knowledge", "distill text", "professional biography". NOT for short text summarization (&lt;10 pages), real-time chat summarization, or code documentation (use technical-writer).
    10 repo stars
67. ▌
    Vibe Coding Background Agent · curiositech

    Build background AI agents that run alongside developers during vibe coding sessions, proactively helping without being asked. Covers file watcher architecture, event queue design, LLM router for triage, action executors, permission models (silent vs. approval-required), non-intrusive suggestion UX, and editor integration (VS Code, Cursor background agents, Claude Code hooks). Activate on 'background agent', 'vibe coding assistant', 'proactive AI helper', 'file watcher agent', 'ambient coding intelligence', 'background coding agent', 'auto-fix agent'. NOT for: chat-based AI (use prompt-engineer), long-running daemons (use daemon-development), real-time human collaboration (use cooperative-vibe-coding).
    10 repo stars
68. ▌
    Agentic Calendar Coordination · curiositech

    AI-powered calendar management and agent-based scheduling coordination. Covers calendar APIs (Google Calendar, CalDAV/iCal), AI scheduling assistants (Reclaim, Clockwise, Motion, Cal.com), building custom calendar agents with MCP, multi-calendar merging, timezone management, focus block protection, meeting fatigue detection, and agent-to-agent meeting negotiation protocols. Activate on: "calendar agent", "AI scheduling", "calendar coordination", "meeting scheduling", "calendar API", "focus time protection", "calendar optimization", "Google Calendar MCP", "Reclaim", "Clockwise", "Motion", "Cal.com", "smart scheduling", "calendar-aware agent", "timezone scheduling", "agent negotiation meetings". NOT for: manual calendar UI component design (use form-validation-architect), project management scheduling or Gantt charts (use project-management-guru-adhd), general time-tracking or pomodoro apps (use adhd-daily-planner for time-awareness), building the agent itself from scratch (use agent-creator).
    10 repo stars
69. ▌
    Anthropic Technical Deep Dive · curiositech bundle

    Prepare for Anthropic-specific technical interviews covering Constitutional AI, RLHF, interpretability, scaling laws, MCP, agentic systems, and AI safety. Activate on "anthropic interview", "constitutional AI prep", "alignment interview", "safety interview", "RLHF opinion", "interpretability prep", "anthropic technical". NOT for general ML interview prep, system design interviews, coding challenges, or behavioral interview practice.
    10 repo stars
70. ▌
    Clinical Diagnostic Reasoning · curiositech

    Identify and counteract cognitive biases in medical decision-making through systematic error analysis and contextual algorithm application. For diagnostic reasoning, treatment decisions, and clinical judgment improvement. NOT for basic medical knowledge, technical procedures, or non-clinical healthcare domains.
    10 repo stars
71. ▌
    Cqrs Event Sourcing Architect · curiositech

    CQRS pattern, event stores, projections, eventual consistency. Activate on: CQRS, event sourcing, event store, read model, projection, aggregate, domain event, command handler. NOT for: message broker setup (use event-driven-architecture-expert), database optimization (use data-warehouse-optimizer).
    10 repo stars
72. ▌
    Decker Lesser 1995 Gpgp Taems · curiositech bundle

    Generalized Partial Global Planning with TAEMS task structures for multi-agent coordination
    10 repo stars
73. ▌
    GRAPHQL N Plus One Dataloader · curiositech

    Diagnose and eliminate the GraphQL N+1 resolver explosion using Facebook DataLoader's per-request batching, plus the second-order defenses (persisted queries, depth limits, cost analysis). Use when a GraphQL query that returns N items in a list triggers N+1 database round trips, when designing nested resolvers that load associations, when a list query times out under load, or when you need to budget query cost before resolvers run. NOT for REST-style endpoint design (use api-versioning-strategy), generic database query optimization (use database-query-optimizer), or schema design (use graphql-server-architect).
    10 repo stars
74. ▌
    Indie Monetization Strategist · curiositech bundle

    Monetization strategies for indie developers, solopreneurs, and small teams. Covers freemium models, SaaS pricing, sponsorships, donations, email list building, and passive income for developer tools, content sites, and educational apps. Activate on 'monetization', 'make money', 'pricing', 'freemium', 'SaaS', 'sponsorship', 'donations', 'passive income', 'indie hacker'. NOT for enterprise sales, B2B outbound, VC fundraising, or large-scale advertising (use enterprise/marketing skills).
    10 repo stars
75. ▌
    Kieras Goms For Task Analysis · curiositech bundle

    GOMS cognitive modeling methodology for analyzing human-computer interaction task performance
    10 repo stars
76. ▌
    Knowledge Distillation Survey · curiositech bundle

    Comprehensive survey of knowledge distillation methods, architectures, and applications in neural network compression
    10 repo stars
77. ▌
    Kubernetes Manifest Generator · curiositech

    Kubernetes manifest and Helm chart generator for production workloads. Activate on: K8s config, Deployment YAML, HPA autoscaling, PodDisruptionBudget, Ingress rules, NetworkPolicy, Helm chart, Kustomize. NOT for: Docker image building (use docker-multi-stage-optimizer), IaC provisioning of clusters (use terraform-module-builder), CI/CD pipeline config (use github-actions-pipeline-builder).
    10 repo stars
78. ▌
    Large Scale Map Visualization · curiositech

    Master of high-performance web map implementations handling 5,000-100,000+ geographic data points. Specializes in Leaflet.js optimization, Supercluster algorithms, viewport-based loading, canvas rendering, and progressive disclosure UX patterns.
    10 repo stars
79. ▌
    Mobile Offline Sync Architect · curiositech

    Mobile offline-first architecture with local databases, CRDT conflict resolution, and background sync. Activate on: offline sync, offline-first, local database, WatermelonDB, SQLite, CRDT, conflict resolution, background sync, mobile persistence. NOT for: server-side databases (use data-pipeline-engineer), web caching strategies (use pwa-architect), API design (use api-architect).
    10 repo stars
80. ▌
    Opentelemetry Instrumentation · curiositech

    Use when adding distributed tracing, debugging missing spans, fixing W3C traceparent propagation, configuring OTLP exporters (gRPC vs HTTP), choosing sampling strategies, setting resource attributes, or wiring auto-instrumentation libraries. Triggers: spans missing in Datadog/Honeycomb/Jaeger, "service.name = unknown_service", trace assembly broken across services, async work losing context, OTLP collector unreachable, sampling rate decisions, ESM vs CJS auto-instrumentation loader bugs. NOT for vendor-specific SDKs (Datadog APM, New Relic), structured-logging-only setups, or pre-OTel tracers (Jaeger client, Zipkin Brave).
    10 repo stars
81. ▌
    Outbox Pattern Implementation · curiositech

    Use when you need to publish a message to Kafka / RabbitMQ / SNS atomically with a database commit, when fixing the dual-write hazard between DB and broker, deciding between polling-publisher and CDC (Debezium) relay, designing the outbox schema, handling at-least-once / idempotency on the consumer, or pruning a high-volume outbox table. Triggers: dual write, "we updated the DB but the event never published", outbox/inbox pattern, Debezium connector, EventRouter SMT, aggregate_type / aggregate_id, at-least-once with idempotent consumer, outbox table partitioning. NOT for receiver-side webhook handling, sagas/Temporal as orchestration, log-based event sourcing as the source of truth, or Kafka producer tuning generally.
    10 repo stars
82. ▌
    Pixel Art Infographic Creator · curiositech

    Generate pixel art diagrams and infographics for recovery education articles in retro 16-bit game aesthetic
    10 repo stars
83. ▌
    Webapp Paywall Implementation · curiositech

    Implement paywalls, subscription billing, and feature gating in web applications. Covers Stripe/Lemon Squeezy/Paddle integration, subscription lifecycle management, React/Next.js gating patterns, webhook handling, and pricing page design. Activate on 'paywall', 'subscription', 'billing', 'Stripe integration', 'feature gating', 'pricing tier', 'payment', 'monetize', 'charge users', 'Stripe Checkout', 'webhook handler', 'subscription state'. NOT for pricing strategy decisions (use indie-monetization-strategist), not for payment UI design only (use web-design-expert), not for in-app mobile purchases (App Store/Play Store rules are a different beast).
    10 repo stars
84. ▌
    App Store Submission Automator · curiositech

    App Store and Google Play submission automator with Fastlane, screenshot automation, metadata management, and TestFlight/internal testing. Activate on: app store submission, Fastlane, TestFlight, Google Play Console, screenshot automation, metadata management, app review, code signing, provisioning profiles. NOT for: CI/CD pipeline setup (use github-actions-pipeline-builder), app architecture (use react-native-architect), analytics (use mobile-analytics-crash-reporting-expert).
    10 repo stars
85. ▌
    Dockerfile Build Cache Mastery · curiositech

    Use when optimizing Docker builds with BuildKit, designing multi-stage Dockerfiles, leveraging cache mounts, building multi-arch images, choosing distroless vs alpine, or signing images with cosign. Triggers: docker build slow, layer cache not hitting, npm install / pip install reruns, multi-stage final image bloat, glibc vs musl issues, RUN --mount=type=cache, BUILDKIT_INLINE_CACHE, registry cache exporters, qemu emulation for arm64, COPY ordering for cache. NOT for Docker daemon admin, Kubernetes-specific image policies, container security scanning workflows, or Buildpacks (different paradigm).
    10 repo stars
86. ▌
    Github Actions Matrix Patterns · curiositech

    Use when designing matrix builds (OS x version x dimension), composing reusable workflows, gating jobs on conditions, doing OIDC to AWS/GCP/Cloudflare without long-lived secrets, sharding tests across runners, or fixing cache invalidation. Triggers: workflow_call between repos, fail-fast: false tradeoffs, exclude/include matrix surgery, environment protection rules, OIDC trust policy setup, concurrency cancellation on duplicate pushes, artifact reuse across jobs, conditional job matrices computed at runtime. NOT for GitLab CI / CircleCI / Jenkins (different yaml dialects), self-hosted runner administration, or local act dev.
    10 repo stars
87. ▌
    Hand Drawn Infographic Creator · curiositech bundle

    Generate hand-drawn style diagrams and infographics for recovery education articles. Creates anatomist's notebook aesthetic visuals - brain diagrams, timelines, social comparisons, and process flows using continuous line art, semantic color coding, and margin annotations.
    10 repo stars
88. ▌
    LLM Streaming Response Handler · curiositech bundle

    Build production LLM streaming UIs with Server-Sent Events, real-time token display, cancellation, error recovery. Handles OpenAI/Anthropic/Claude streaming APIs. Use for chatbots, AI assistants, real-time text generation. Activate on "LLM streaming", "SSE", "token stream", "chat UI", "real-time AI". NOT for batch processing, non-streaming APIs, or WebSocket bidirectional chat.
    10 repo stars
89. ▌
    Mobile Deep Linking Specialist · curiositech

    Mobile deep linking specialist for Universal Links, App Links, deferred deep links, and attribution. Activate on: deep linking, Universal Links, App Links, deferred deep link, app attribution, URL scheme, branch.io, dynamic links, app clip. NOT for: web routing (use frontend-architect), push notification handling (use mobile-push-notification-expert), API URL design (use api-architect).
    10 repo stars
90. ▌
    Multimodal Embedding Generator · curiositech

    Generate cross-modal embeddings with CLIP, SigLIP, and ImageBind for text-image-audio search. Activate on: multimodal search, text-to-image search, cross-modal embeddings, CLIP embeddings, visual search. NOT for: text-only embeddings (ai-engineer), image classification (computer-vision-pipeline).
    10 repo stars
91. ▌
    Progressive Enhancement Expert · curiositech

    Build offline-first web apps with Service Workers, Workbox, background sync, and progressive enhancement strategies. Activate on: offline support, service worker caching, background sync, app shell, cache strategies, precaching. NOT for: native app packaging (use tauri-expert), general PWA manifest/install (use pwa-expert).
    10 repo stars
92. ▌
    React Server Components Expert · curiositech

    Next.js App Router RSC architecture, Server Actions, streaming SSR, and partial hydration. Activate on: 'use server', 'use client', server components, App Router, streaming, partial hydration, Server Actions. NOT for: Pages Router (use nextjs-pages-router), client-only SPAs (use react-performance-optimizer), API routes without UI (use api-architect).
    10 repo stars
93. ▌
    Reactive Dashboard Performance · curiositech bundle

    Expert in building blazing-fast reactive dashboards with comprehensive testing. Masters React performance patterns, testing strategies for async components, and real-world patterns from Linear, Vercel, Notion. Specializes in sub-100ms dashboard loads, proper test mocking, skeleton states, and optimistic updates.
    10 repo stars
94. ▌
    Real Time Collaboration Engine · curiositech bundle

    Build real-time collaborative editing with WebSockets, OT/CRDT conflict resolution, and presence awareness. Implements cursor tracking, optimistic updates, and offline sync. Use for collaborative editors, whiteboards, video editing. Activate on "real-time collaboration", "WebSocket sync", "multiplayer editing", "CRDT", "presence awareness". NOT for simple chat, request-response APIs, or single-user apps.
    10 repo stars
95. ▌
    Sagas Garcia Molina Salem 1987 · curiositech bundle

    Long-lived transaction pattern using compensation-based rollback for distributed system consistency
    10 repo stars
96. ▌
    Transformers JS Onnx Pipelines · curiositech

    Use when integrating Hugging Face Transformers.js (Xenova/transformers) for in-browser or in-Node inference, debugging quantized model loading, building bi-encoder / cross-encoder / classification pipelines, configuring model cache directories, or bypassing high-level pipelines to read raw logits. Triggers: "model failed to load", cross-encoder scores all 1.0 (softmax-over-1 trap), env.allowLocalModels confusion, cacheDir overrides, ONNX runtime mismatch, ESM vs CJS pipeline imports, browser vs node feature gaps. NOT for full transformers Python (different SDK), TensorFlow.js, ONNX Runtime Web directly without Transformers.js, or model training.
    10 repo stars
97. ▌
    Vector Database Migration Tool · curiositech

    Migrate vector data between Pinecone, Qdrant, Weaviate, pgvector with re-embedding and schema mapping. Activate on: vector DB migration, switch vector database, re-embed collection, migrate embeddings. NOT for: initial ingestion (rag-document-ingestion-pipeline), embedding model training (ai-engineer).
    10 repo stars
98. ▌
    A Naturalistic Study Of Insight · curiositech bundle

    Use for insight, reframing, contradiction, impasse, and anomaly-driven problem solving when execution effort no longer helps. NOT for routine optimization, error correction, or well-specified tasks with known solution paths.
    10 repo stars
99. ▌
    Accessibility Automation Expert · curiositech

    Implement WCAG 2.2 AA/AAA compliance with automated testing, keyboard navigation, screen reader support, and focus management. Activate on: accessibility audit, WCAG compliance, keyboard navigation, screen reader, aria attributes, axe-core, focus trap. NOT for: design-level accessibility review (use design-accessibility-auditor), color contrast only (use css-in-js-architect).
    10 repo stars
100. ▌
     Content Security Policy Headers · curiositech

     Use when designing or fixing a Content Security Policy on a real site, choosing between nonce-based and hash-based CSP, adding strict-dynamic, debugging "Refused to execute inline script" errors, deploying CSP in report-only mode first, configuring report-to / report-uri, or auditing an existing policy for unsafe-inline / unsafe-eval / wildcards. Triggers: "CSP blocks legitimate inline script", strict-dynamic, nonce-{RANDOM}, sha256-{HASH}, object-src none, base-uri none, frame-ancestors, Trusted Types, X-Content-Security-Policy obsolete, report-only vs enforced. NOT for general HTTP security headers (HSTS, COOP/COEP), Trusted Types deep dive, CORS configuration, or building a WAF.
     10 repo stars