Decision-making patterns in incident command and emergency management leadership contexts
原文语言:英语
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Decision-making patterns in incident command and emergency management leadership contexts
原文语言:英语
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…
原文语言:英语
Cross-cultural communication frameworks for understanding discourse patterns across cultures
原文语言:英语
Expert interior designer with deep knowledge of space planning, color theory (Munsell, NCS), lighting design (IES standards), furniture proportions, and AI-assisted visualization. Use for room layout optimization, lighting calculations, color palette…
原文语言:英语
Orchestrates 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…
原文语言:英语
Designs and orchestrates a realistic interview simulation platform with voice AI, whiteboard evaluation, gaze-tracking proctoring, and mobile spaced repetition. Use for building mock interview infrastructure, configuring sessions, and adaptive difficulty.…
原文语言:英语
Makes iOS apps feel premium, polished, and unmistakably native — SF Symbols mastery, SwiftUI spring animations, haptic feedback choreography, blur/vibrancy materials, Dynamic Type, color system design, and the specific spacings and radii Apple uses. This is…
原文语言:英语
iOS Core Data architect for persistent storage, CloudKit sync, schema migrations, and SwiftData migration. Activate on: Core Data, NSManagedObject, CloudKit sync, Core Data migration, NSFetchedResultsController, NSPersistentContainer, SwiftData migration…
原文语言:英语
Comprehensive reference for inter-process communication mechanisms -- every way processes can talk on a computer. Covers sockets (TCP, UDP, Unix domain), WebSockets, SSE, pipes (named/anonymous), shared memory (mmap, shm_open), message queues, signals, D-Bus,…
原文语言:英语
Jetpack 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.…
原文语言:英语
Strategic 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',…
原文语言:英语
Expert in Jungian analytical psychology, depth psychology, shadow work, archetypal analysis, dream interpretation, active imagination, addiction/recovery through Jungian lens, and the individuation process - grounded in primary sources and clinical…
原文语言:英语
Integration of Kahneman's heuristics research with Klein's expertise studies on intuitive decision-making
原文语言:英语
IBM's autonomic computing vision for self-managing systems with self-configuration, healing, optimization, and protection
原文语言:英语
Declarative programming framework for optimizing LLM prompts through compilation and automatic tuning
原文语言:英语
GOMS cognitive modeling methodology for analyzing human-computer interaction task performance
原文语言:英语
Naturalistic decision-making research showing how experts make decisions through recognition-primed processes
原文语言:英语
Comprehensive guide to designing reliable, scalable data systems covering databases, streaming, and consistency
原文语言:英语
Expert in visualizing and explaining braid theory, knot mathematics, and topological concepts for educational purposes. Use for creating interactive visualizations, explainer cards, step-wise animations, and translating abstract algebra into intuitive…
原文语言:英语
Deep analysis of knowledge distillation techniques for compressing large models into smaller efficient ones
原文语言:英语
Comprehensive survey of knowledge distillation methods, architectures, and applications in neural network compression
原文语言:英语
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…
原文语言:英语
Philosophy of science methodology examining how research programs evolve through proofs and refutations
原文语言:英语
Delta Lake, Apache Iceberg, Hudi for ACID transactions on object storage. Activate on: lakehouse, Delta Lake, Iceberg, Hudi, table format, ACID on S3, time travel, data lake, open table format. NOT for: warehouse query tuning (use data-warehouse-optimizer),…
原文语言:英语
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.
原文语言:英语
Web design for legal technology products — trust signals, authority indicators, compliance UI patterns, multi-step wizard flows for legal processes, and accessibility for government/legal contexts. Activate on 'legal website design', 'trust signals', 'legal…
原文语言:英语
Human interface agent that translates ecosystem activity into clear, actionable communication. Creates status briefings, decision requests, celebration reports, concern alerts, and opportunity summaries. Use for 'status update', 'brief me', 'what's…
原文语言:英语
Comprehensive benchmark suite for evaluating LLM agents across diverse interactive environments
原文语言:英语
Using LLMs as automated evaluators for comparing chatbot responses with Chatbot Arena methodology
原文语言:英语
Track and reduce LLM API costs with per-request token tracking, model routing, budget alerts, and prompt compression. Activate on: reduce AI costs, token tracking, model routing, LLM budget, prompt compression. NOT for: general cloud cost optimization…
原文语言:英语
Build automated LLM evaluation pipelines with benchmarks, regression tests, RAGAS, and human eval workflows. Activate on: LLM evaluation, benchmark testing, eval pipeline, RAGAS, model regression tests. NOT for: traditional software testing (testing-expert),…
原文语言:英语
Implement semantic and exact-match caching for LLM responses to reduce cost 40-60% and latency. Activate on: LLM caching, semantic cache, reduce API costs, cache AI responses. NOT for: general web caching (caching-strategies), CDN config…
原文语言:英语
Selects the optimal LLM model and provider for each task based on complexity, cost budget, and capability requirements. Routes cheap tasks to Haiku/GPT-4o-mini and complex tasks to Sonnet/Opus/o1. Use when deciding which model to call, optimizing LLM costs,…
原文语言:英语
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",…
原文语言:英语
Centralized 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…
原文语言:英语
Structured logging, distributed tracing, and metrics for production applications. [What: OpenTelemetry setup, log level strategy, correlation IDs, SLI/SLO alerting thresholds, Grafana dashboard design, PagerDuty integration] [When: setting up production…
原文语言:英语
Identify, label, and explain logical fallacies in arguments and discourse. Use when the user wants to analyze arguments, check reasoning, evaluate debate claims, spot weak arguments, do debate prep, policy writing, or conflict analysis. Triggers on 'fallacy',…
原文语言:英语
Expert 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…
原文语言:英语
Maximalism as a web design philosophy — more is more. Dense information layouts, layered visual elements, mixed typography, bold color clashes, colliding grids, pattern-on-pattern, and the deliberate rejection of minimalist web conventions. Covers Bloomberg…
原文语言:英语
Expert MCP (Model Context Protocol) server developer creating safe, performant, production-ready servers with proper security, error handling, and developer experience. Activate on 'create MCP', 'MCP server', 'build MCP', 'custom tool server', 'MCP…
原文语言:英语