aj-geddes

by aj-geddes

Facilitates structured brainstorming sessions, conducts comprehensive research, and generates creative solutions using proven frameworks. Trigger k...

by aj-geddes

Designs user experiences, creates wireframes, defines user flows, ensures accessibility. Trigger keywords - UX design, wireframe, user flow, access...

by aj-geddes

Designs system architecture, selects tech stacks, defines components and interfaces, addresses non-functional requirements. Trigger words - archite...

by aj-geddes

Product requirements and planning specialist. Creates PRDs and tech specs with functional/non-functional requirements, prioritizes features using M...

by aj-geddes

Implements user stories, writes clean tested code, follows best practices. Trigger keywords implement story, dev story, code, implement, build feat...

by aj-geddes

Creates custom agents, workflows, and templates for BMAD. Extends BMAD functionality with domain-specific components. Trigger keywords - create age...

by aj-geddes

Orchestrates BMAD workflows for structured AI-driven development. Use when initializing BMAD in projects, checking workflow status, or routing betw...

by aj-geddes

Product discovery and requirements analysis specialist. Conducts stakeholder interviews, market research, problem discovery, and creates product br...

by aj-geddes

Design and analyze A/B tests, calculate statistical significance, and determine sample sizes for conversion optimization and experiment validation

by aj-geddes

Implement Role-Based Access Control (RBAC), permissions management, and authorization policies. Use when building secure access control systems wit...

by aj-geddes

Implement WCAG 2.1/2.2 accessibility standards, screen reader compatibility, keyboard navigation, and a11y testing. Use when building inclusive web...

by aj-geddes

Test web applications for WCAG compliance and ensure usability for users with disabilities. Use for accessibility test, a11y, axe, ARIA, keyboard n...

by aj-geddes

Plan and execute effective sprints using Agile methodologies. Define sprint goals, estimate user stories, manage sprint backlog, and facilitate dai...

by aj-geddes

Implement comprehensive alert management with PagerDuty, escalation policies, and incident coordination. Use when setting up alerting systems, mana...

by aj-geddes

Develop native Android apps with Kotlin. Covers MVVM with Jetpack, Compose for modern UI, Retrofit for API calls, Room for local storage, and navig...

by aj-geddes

Design Angular modules using feature modules, lazy loading, and dependency injection. Use when organizing large Angular applications with proper se...

by aj-geddes

Identify unusual patterns, outliers, and anomalies in data using statistical methods, isolation forests, and autoencoders for fraud detection and q...

by aj-geddes

Infrastructure automation and configuration management using Ansible playbooks, roles, and inventory. Use for deploying applications, patching, and...

by aj-geddes

Implement secure API authentication with JWT, OAuth 2.0, API keys, and session management. Use when securing APIs, managing tokens, or implementing...

by aj-geddes

Document API changes, breaking changes, migration guides, and version history for APIs. Use when documenting API versioning, breaking changes, or c...

by aj-geddes

Verify API contracts between services to ensure compatibility and prevent breaking changes. Use for contract testing, Pact, API contract validation...

by aj-geddes

Implement comprehensive API error handling with standardized error responses, logging, monitoring, and user-friendly messages. Use when building re...

by aj-geddes

Implement advanced filtering and sorting capabilities for APIs with query parsing, field validation, and optimization. Use when building search fea...

by aj-geddes

Configure API gateways for routing, authentication, rate limiting, and request/response transformation. Use when deploying microservices, setting u...

by aj-geddes

Implement efficient pagination strategies for large datasets using offset/limit, cursor-based, and keyset pagination. Use when returning collection...

by aj-geddes

Implement API rate limiting strategies using token bucket, sliding window, and fixed window algorithms. Use when protecting APIs from abuse, managi...

by aj-geddes

Create comprehensive API reference documentation with OpenAPI/Swagger specs, REST endpoints, authentication, examples, and SDKs. Use when documenti...

by aj-geddes

Optimize API response times through caching, compression, and efficient payloads. Improve backend performance and reduce network traffic.

by aj-geddes

Secure REST APIs with authentication, rate limiting, CORS, input validation, and security middleware. Use when building or hardening API endpoints ...

by aj-geddes

Implement API versioning strategies including URL versioning, header versioning, backward compatibility, deprecation strategies, and migration guid...

by aj-geddes

Deploy iOS and Android apps to App Store and Google Play. Covers signing, versioning, build configuration, submission process, and release management.

by aj-geddes

Implement structured logging across applications with log aggregation and centralized analysis. Use when setting up application logging, implementi...

by aj-geddes

Create system architecture diagrams using Mermaid, PlantUML, C4 model, flowcharts, and sequence diagrams. Use when documenting architecture, system...

by aj-geddes

Manage build artifacts, Docker images, and package registries. Configure artifact repositories, versioning, and distribution strategies.

by aj-geddes

Configure autoscaling for Kubernetes, VMs, and serverless workloads based on metrics, schedules, and custom indicators.

by aj-geddes

Distribute content globally using CloudFront with caching, security headers, WAF integration, and origin configuration. Use for low-latency content...

by aj-geddes

Launch and configure EC2 instances with security groups, IAM roles, key pairs, AMIs, and auto-scaling. Use for virtual servers and managed infrastr...

by aj-geddes

Create and deploy serverless functions using AWS Lambda with event sources, permissions, layers, and environment configuration. Use for event-drive...

by aj-geddes

Deploy and manage relational databases using RDS with Multi-AZ, read replicas, backups, and encryption. Use for PostgreSQL, MySQL, MariaDB, and Ora...

by aj-geddes

Manage S3 buckets with versioning, encryption, access control, lifecycle policies, and replication. Use for object storage, static sites, and data ...

by aj-geddes

Deploy and manage web apps using Azure App Service with auto-scaling, deployment slots, SSL/TLS, and monitoring. Use for hosting web applications o...

by aj-geddes

Create serverless functions on Azure with triggers, bindings, authentication, and monitoring. Use for event-driven computing without managing infra...

by aj-geddes

Implement background job processing systems with task queues, workers, scheduling, and retry mechanisms. Use when handling long-running tasks, send...

by aj-geddes

Implement backup strategies, disaster recovery plans, and data restoration procedures for protecting critical infrastructure and data.

by aj-geddes

Implement robust batch processing systems with job queues, schedulers, background tasks, and distributed workers. Use when processing large dataset...

by aj-geddes

Implement blue-green deployment strategies for zero-downtime releases with instant rollback capability and traffic switching between environments.

by aj-geddes

Debug client-side issues using browser developer tools. Identify JavaScript errors, styling issues, and performance problems in the browser.

by aj-geddes

Reduce JavaScript and CSS bundle sizes through code splitting, tree shaking, and optimization techniques. Improve load times and overall applicatio...

by aj-geddes

Build compelling business cases to justify investments and secure funding. Quantify benefits, assess costs, manage risks, and present compelling RO...

by aj-geddes

Implement efficient caching strategies using Redis, Memcached, CDN, and cache invalidation patterns. Use when optimizing application performance, r...

by aj-geddes

Implement canary deployment strategies to gradually roll out new versions to subset of users with automatic rollback based on metrics.

by aj-geddes

Analyze team capacity, plan resource allocation, and balance workload across projects. Forecast staffing needs and optimize team utilization while ...

by aj-geddes

Determine cause-and-effect relationships using propensity scoring, instrumental variables, and causal graphs for policy evaluation and treatment ef...

by aj-geddes

Maintain comprehensive changelogs and release notes following Keep a Changelog format. Use when documenting version history, release notes, or trac...

by aj-geddes

Design and implement CI/CD pipelines with GitHub Actions, GitLab CI, Jenkins, or CircleCI. Use for automated testing, building, and deployment work...

by aj-geddes

Implement circuit breaker patterns for fault tolerance, automatic failure detection, and fallback mechanisms. Use when calling external services, h...

by aj-geddes

Build binary and multiclass classification models using logistic regression, decision trees, and ensemble methods for categorical prediction and cl...

by aj-geddes

Optimize and manage cloud costs across AWS, Azure, and GCP using reserved instances, spot pricing, and cost monitoring tools.

by aj-geddes

Plan and execute cloud migrations with assessment, database migration, application refactoring, and cutover strategies across AWS, Azure, and GCP.

by aj-geddes

Implement comprehensive cloud security across AWS, Azure, and GCP with IAM, encryption, network security, compliance, and threat detection.

by aj-geddes

Optimize cloud storage across AWS S3, Azure Blob, and GCP Cloud Storage with compression, partitioning, lifecycle policies, and cost management.

by aj-geddes

Identify groups and patterns in data using k-means, hierarchical clustering, and DBSCAN for cluster discovery, customer segmentation, and unsupervi...

by aj-geddes

Write comprehensive code documentation including JSDoc, Python docstrings, inline comments, function documentation, and API comments. Use when docu...

by aj-geddes

Generate code from templates and patterns including scaffolding, boilerplate generation, AST-based code generation, and template engines. Use when ...

by aj-geddes

Analyze code complexity, cyclomatic complexity, maintainability index, and code churn using metrics tools. Use when assessing code quality, identif...

by aj-geddes

Perform comprehensive code reviews with best practices, security checks, and constructive feedback. Use when reviewing pull requests, analyzing cod...

by aj-geddes

Track and analyze user cohorts over time, calculate retention rates, and identify behavioral patterns for customer lifecycle and retention analysis

by aj-geddes

Design color palettes that are accessible to all users including those with color blindness. Ensure sufficient contrast, meaningful use of color, a...

by aj-geddes

Analyze competitive landscape to identify strengths, weaknesses, opportunities, and threats. Inform product strategy and positioning based on marke...

by aj-geddes

Implement computer vision tasks including image classification, object detection, segmentation, and pose estimation using PyTorch and TensorFlow

by aj-geddes

Implement thread-safe code, mutexes, semaphores, async/await patterns, and concurrent data structures. Use when handling parallel operations, race ...

by aj-geddes

Manage application configuration including environment variables, settings management, configuration hierarchies, secret management, feature flags,...

by aj-geddes

Debug Docker containers and containerized applications. Diagnose deployment issues, container lifecycle problems, and resource constraints.

by aj-geddes

Manage container registries (Docker Hub, ECR, GCR) with image scanning, retention policies, and access control.

by aj-geddes

Integrate automated testing into CI/CD pipelines for continuous quality feedback. Use for continuous testing, CI testing, automated testing pipelin...

by aj-geddes

Measure relationships between variables using correlation coefficients, correlation matrices, and association tests for correlation measurement, re...

by aj-geddes

Implement distributed tracing with correlation IDs, trace propagation, and span tracking across microservices. Use when debugging distributed syste...

by aj-geddes

Profile CPU usage to identify hot spots and bottlenecks. Optimize code paths consuming most CPU time for better performance and resource efficiency.

by aj-geddes

Handle cross-platform compatibility including file paths, environment detection, platform-specific dependencies, and testing across Windows, macOS,...

by aj-geddes

Implement Cross-Site Request Forgery (CSRF) protection using tokens, SameSite cookies, and origin validation. Use when building forms and state-cha...

by aj-geddes

Organize CSS using BEM, SMACSS, and CSS-in-JS patterns. Use when building scalable, maintainable styling systems with proper naming conventions.

by aj-geddes

Build robust processes for data cleaning, missing value imputation, outlier handling, and data transformation for data preprocessing, data quality,...

by aj-geddes

Implement strong encryption using AES, RSA, TLS, and proper key management. Use when securing data at rest, in transit, or implementing end-to-end ...

by aj-geddes

Create safe, reversible database migration scripts with rollback capabilities, data validation, and zero-downtime deployments. Use when changing da...

by aj-geddes

Set up database replication for high availability and disaster recovery. Use when configuring master-slave replication, multi-master setups, or rep...

by aj-geddes

Create effective visualizations using matplotlib and seaborn for exploratory analysis, presenting insights, and communicating findings with busines...

by aj-geddes

Implement backup and restore strategies for disaster recovery. Use when creating backup plans, testing restore procedures, or setting up automated ...

by aj-geddes

Design and implement database indexing strategies. Use when creating indexes, choosing index types, or optimizing index performance in PostgreSQL a...

by aj-geddes

Manage database migrations and schema versioning. Use when planning migrations, version control, rollback strategies, or data transformations in Po...

by aj-geddes

Monitor database performance and health. Use when setting up monitoring, analyzing metrics, or troubleshooting database issues.

by aj-geddes

Debug database performance issues through query analysis, index optimization, and execution plan review. Identify and fix slow queries.

by aj-geddes

Improve database query performance through indexing, query optimization, and execution plan analysis. Reduce response times and database load.

by aj-geddes

Design database schemas with normalization, relationships, and constraints. Use when creating new database schemas, designing tables, or planning d...

by aj-geddes

Document database schemas, ERD diagrams, table relationships, indexes, and constraints. Use when documenting database schema, creating ERD diagrams...

by aj-geddes

Implement database sharding for horizontal scalability. Use when scaling large databases, distributing data across multiple servers, or designing s...

by aj-geddes

Manage project dependencies across languages including npm install, package versioning, dependency conflicts, security scanning, and lock files. Us...

by aj-geddes

Map, track, and manage project dependencies across teams, systems, and organizations. Identify critical path items and prevent blocking issues thro...

by aj-geddes

Automate deployments across environments using Helm, Terraform, and ArgoCD. Implement blue-green deployments, canary releases, and rollback strateg...

by aj-geddes

Document deployment processes, infrastructure setup, CI/CD pipelines, and configuration management. Use when creating deployment guides, infrastruc...

by aj-geddes

Prepare designs for development handoff. Document specifications, interactions, and assets to enable efficient development and maintain design qual...

by aj-geddes

Apply appropriate design patterns (Singleton, Factory, Observer, Strategy, etc.) to solve architectural problems. Use when refactoring code archite...

by aj-geddes

Build comprehensive design systems with components, patterns, and guidelines. Enable consistent design, faster development, and better collaboratio...

by aj-geddes

Create comprehensive developer onboarding documentation including setup guides, README files, contributing guidelines, and getting started tutorial...

by aj-geddes

Reduce feature dimensionality using PCA, t-SNE, and feature selection for feature reduction, visualization, and computational efficiency

by aj-geddes

Execute comprehensive disaster recovery tests, validate recovery procedures, and document lessons learned from DR exercises.

by aj-geddes

Implement distributed tracing with Jaeger and Zipkin for tracking requests across microservices. Use when debugging distributed systems, tracking r...

by aj-geddes

Develop production-grade Django applications with models, views, ORM queries, authentication, and admin interfaces. Use when building web applicati...

by aj-geddes

Manage DNS records, routing policies, and failover configurations for high availability and disaster recovery.

by aj-geddes

Create optimized Docker containers with multi-stage builds, security best practices, and minimal image sizes. Use when containerizing applications,...

by aj-geddes

Set up documentation websites using Docusaurus, MkDocs, VitePress, GitBook, or static site generators. Use when creating docs sites, setting up doc...

by aj-geddes

Build end-to-end automated tests that simulate real user interactions across the full application stack. Use for E2E test, Selenium, Cypress, Playw...

by aj-geddes

Integrate email services with backends using SMTP, third-party providers, templates, and asynchronous sending. Use when implementing email function...

by aj-geddes

Implement error tracking with Sentry for automatic exception monitoring, release tracking, and performance issues. Use when setting up error monito...

by aj-geddes

Implement event sourcing and CQRS patterns using event stores, aggregates, and projections. Use when building audit trails, temporal queries, or sy...

by aj-geddes

Discover patterns, distributions, and relationships in data through visualization, summary statistics, and hypothesis generation for exploratory da...

by aj-geddes

Build high-performance FastAPI applications with async routes, validation, dependency injection, security, and automatic API documentation. Use whe...

by aj-geddes

Create and transform features using encoding, scaling, polynomial features, and domain-specific transformations for improved model performance and ...

by aj-geddes

Implement feature flags (toggles) for controlled feature rollouts, A/B testing, canary deployments, and kill switches. Use when deploying new featu...

by aj-geddes

Implement secure file upload handling with validation, virus scanning, storage management, and serving files efficiently. Use when building file up...

by aj-geddes

Develop lightweight Flask APIs with routing, blueprints, database integration, authentication, and request/response handling. Use when building RES...

by aj-geddes

Build beautiful cross-platform mobile apps with Flutter and Dart. Covers widgets, state management with Provider/BLoC, navigation, API integration,...

by aj-geddes

Implement form validation using React Hook Form, Formik, Vee-Validate, and custom validators. Use when building robust form handling with real-time...

by aj-geddes

Implement WCAG compliance using semantic HTML, ARIA, keyboard navigation, and screen reader support. Use when building inclusive applications for a...

by aj-geddes

Implement client-side routing using React Router, Vue Router, and Angular Router. Use when building multi-page applications with navigation and rou...

by aj-geddes

Manage application state using Redux, MobX, Zustand, and Context API. Use when centralizing state for complex applications with multiple components.

by aj-geddes

Implement comprehensive frontend testing using Jest, Vitest, React Testing Library, and Cypress. Use when building robust test suites for UI and in...

by aj-geddes

Analyze user conversion funnels, identify drop-off points, and optimize conversion rates for conversion optimization and user flow analysis

by aj-geddes

Identify differences between current state and desired future state. Analyze gaps in capabilities, processes, skills, and technology to plan improv...

by aj-geddes

Deploy serverless functions on Google Cloud Platform with triggers, IAM roles, environment variables, and monitoring. Use for event-driven computin...

by aj-geddes

Deploy containerized applications on Google Cloud Run with automatic scaling, traffic management, and service mesh integration. Use for container-b...

by aj-geddes

Implement Git hooks using Husky, pre-commit, and custom scripts. Enforce code quality, linting, and testing before commits and pushes.

by aj-geddes

Master Git workflows including GitFlow, GitHub Flow, Trunk-Based Development. Configure branches, merge strategies, and collaboration patterns for ...

by aj-geddes

Build comprehensive GitHub Actions workflows for CI/CD, testing, security, and deployment. Master workflows, jobs, steps, and conditional execution.

by aj-geddes

Design and implement GitLab CI/CD pipelines with stages, jobs, artifacts, and caching. Configure runners, Docker integration, and deployment strate...

by aj-geddes

Implement graceful shutdown procedures to handle SIGTERM signals, drain connections, complete in-flight requests, and clean up resources properly. ...

by aj-geddes

Create professional Grafana dashboards with visualizations, templating, and alerts. Use when building monitoring dashboards, creating data visualiz...

by aj-geddes

Design and implement GraphQL APIs with schema design, resolvers, queries, mutations, subscriptions, and best practices. Use when building GraphQL s...

by aj-geddes

Build high-performance gRPC services with Protocol Buffers, bidirectional streaming, and microservice communication. Use when building gRPC servers...

by aj-geddes

Implement comprehensive health check endpoints for liveness, readiness, and dependency monitoring. Use when deploying to Kubernetes, implementing l...

by aj-geddes

Implement idempotency keys and handling to ensure operations can be safely retried without duplicate effects. Use when building payment systems, AP...

by aj-geddes

Optimize images for web to reduce file size without sacrificing quality. Use compression, modern formats, and responsive techniques for faster load...

by aj-geddes

Create and execute incident response procedures for security breaches, data leaks, and cyber attacks. Use when handling security incidents, creatin...

by aj-geddes

Organize and structure information for clarity and discoverability. Design navigation systems, hierarchies, and mental models that match user needs.

by aj-geddes

Optimize cloud infrastructure costs through resource rightsizing, reserved instances, spot instances, and waste reduction strategies.

by aj-geddes

Set up comprehensive infrastructure monitoring with Prometheus, Grafana, and alerting systems for metrics, health checks, and performance tracking.

by aj-geddes

Design and implement integration tests that verify component interactions, API endpoints, database operations, and external service communication. ...

by aj-geddes

Design meaningful interactions and microinteractions. Create delightful user experiences through thoughtful animation, feedback, and responsive int...

by aj-geddes

Debug issues that occur sporadically and are hard to reproduce. Use monitoring and systematic investigation to identify root causes of flaky behavior.

by aj-geddes

Implement internationalization (i18n) and localization including message extraction, translation catalogs, pluralization rules, date/time/number fo...

by aj-geddes

Develop native iOS apps with Swift. Covers MVVM architecture, SwiftUI, URLSession for networking, Combine for reactive programming, and Core Data p...

by aj-geddes

Build Jenkins declarative and scripted pipelines with stages, agents, parameters, and plugins. Implement multi-branch pipelines and deployment auto...

by aj-geddes

Design and build dashboards that track key performance indicators. Select relevant metrics, visualize data effectively, and communicate insights to...

by aj-geddes

Deploy, manage, and scale containerized applications on Kubernetes clusters with best practices for production workloads, resource management, and ...

by aj-geddes

Configure and deploy load balancers (HAProxy, AWS ELB/ALB/NLB) for distributing traffic, session management, and high availability.

by aj-geddes

Implement centralized logging with ELK Stack, Loki, or Splunk for log collection, parsing, storage, and analysis across infrastructure.

by aj-geddes

Analyze application and system logs to identify errors, patterns, and root causes. Use log aggregation tools and structured logging for effective d...

by aj-geddes

Implement structured logging with JSON formats, log levels (DEBUG, INFO, WARN, ERROR), contextual logging, PII handling, and centralized logging. U...

by aj-geddes

Master markdown formatting, GitHub Flavored Markdown, README files, and documentation formatting. Use when writing markdown docs, READMEs, or forma...

by aj-geddes

Detect and fix memory leaks using heap snapshots, memory profiling, and leak detection tools. Use when investigating memory growth, OOM errors, or ...

by aj-geddes

Profile and optimize application memory usage. Identify memory leaks, reduce memory footprint, and improve efficiency for better performance and re...

by aj-geddes

Design and implement microservices architecture including service boundaries, communication patterns, API gateways, service mesh, service discovery...

by aj-geddes

Interpret machine learning models using SHAP, LIME, feature importance, partial dependence, and attention visualization for explainability

by aj-geddes

Build and train machine learning models using scikit-learn, PyTorch, and TensorFlow for classification, regression, and clustering tasks

by aj-geddes

Build end-to-end ML pipelines with automated data processing, training, validation, and deployment using Airflow, Kubeflow, and Jenkins

by aj-geddes

Debug issues specific to mobile applications including platform-specific problems, device constraints, and connectivity issues.

by aj-geddes

Comprehensive mobile app testing strategies for iOS and Android. Covers unit tests, UI tests, integration tests, performance testing, and test auto...

by aj-geddes

Design for mobile devices first, then scale up to larger screens. Create responsive interfaces that work seamlessly across all device sizes.

by aj-geddes

Implement offline-first mobile apps with local storage, sync strategies, and conflict resolution. Covers AsyncStorage, Realm, SQLite, and backgroun...

by aj-geddes

Create and manage mocks, stubs, spies, and test doubles for isolating unit tests from external dependencies. Use for mock, stub, spy, test double, ...

by aj-geddes

Deploy machine learning models to production using Flask, FastAPI, Docker, cloud platforms (AWS, GCP, Azure), and model serving frameworks

by aj-geddes

Optimize hyperparameters using grid search, random search, Bayesian optimization, and automated ML frameworks like Optuna and Hyperopt

by aj-geddes

Monitor model performance, detect data drift, concept drift, and anomalies in production using Prometheus, Grafana, and MLflow

by aj-geddes

Manage monorepo architectures using Lerna, Turborepo, and Nx. Configure workspaces, dependency versioning, and cross-package testing.

by aj-geddes

Design and implement multi-cloud strategies spanning AWS, Azure, and GCP with vendor lock-in avoidance, hybrid deployments, and federation.

by aj-geddes

Evaluate test suite quality by introducing code mutations and verifying tests catch them. Use for mutation testing, test quality, mutant detection,...

by aj-geddes

Build NLP applications using transformers library, BERT, GPT, text classification, named entity recognition, and sentiment analysis

by aj-geddes

Analyze network structures, identify communities, measure centrality, and visualize relationships for social networks and organizational structures

by aj-geddes

Debug network issues using browser tools and network analysis. Diagnose connection problems, latency, and data transmission issues.

by aj-geddes

Configure network security groups and firewall rules to control inbound/outbound traffic and implement network segmentation.

by aj-geddes

Design and architect neural networks with various architectures including CNNs, RNNs, Transformers, and attention mechanisms using PyTorch and Tens...

by aj-geddes

Configure Nginx web server for high-performance reverse proxy, load balancing, SSL/TLS, caching, and API gateway functionality.

by aj-geddes

Build production-ready Express.js servers with middleware, authentication, routing, and database integration. Use when creating REST APIs, managing...

by aj-geddes

Design NoSQL database schemas for MongoDB and DynamoDB. Use when modeling document structures, designing collections, or planning NoSQL data archit...

by aj-geddes

Implement secure OAuth 2.0, OpenID Connect (OIDC), JWT authentication, and SSO integration. Use when building secure authentication systems for web...

by aj-geddes

Integrate payment gateways like Stripe, PayPal, and Square with backends for payment processing, subscription management, and webhook handling. Use...

by aj-geddes

Ethical hacking and security testing methodologies using penetration testing tools, exploit frameworks, and manual security validation. Use when as...

by aj-geddes

Identify and debug performance regressions from code changes. Use comparison and profiling to locate what degraded performance and restore baseline...

by aj-geddes

Design and execute performance tests to measure response times, throughput, and resource utilization. Use for performance test, load test, JMeter, ...

by aj-geddes

Integrate multiple programming languages using FFI, native bindings, gRPC, or language bridges. Use when combining strengths of different languages...

by aj-geddes

Visualize and document current and future business processes. Identify inefficiencies, dependencies, and improvement opportunities through detailed...

by aj-geddes

Profile application performance, identify bottlenecks, and optimize hot paths using CPU profiling, flame graphs, and benchmarking. Use when investi...

by aj-geddes

Build progressive web apps using service workers, web manifest, offline support, and installability. Use when creating app-like web experiences.

by aj-geddes

Estimate project scope, timeline, and resource requirements using multiple estimation techniques including bottom-up, top-down, and analogous estim...

by aj-geddes

Set up Prometheus monitoring for applications with custom metrics, scraping configurations, and service discovery. Use when implementing time-serie...

by aj-geddes

Design property-based tests that verify code properties hold for all inputs using automatic test case generation. Use for property-based, QuickChec...

by aj-geddes

Automate pull request workflows with templates, checklists, auto-merge rules, and review assignments. Reduce manual overhead and improve consistency.

by aj-geddes

Implement push notifications for iOS and Android. Covers Firebase Cloud Messaging, Apple Push Notification service, handling notifications, and bac...

by aj-geddes

Implement query caching strategies to improve performance. Use when setting up caching layers, configuring Redis, or optimizing database query resp...

by aj-geddes

Implement rate limiting, throttling, API quotas, and backpressure mechanisms to protect services from abuse and ensure fair resource usage. Use whe...

by aj-geddes

Design scalable React components using functional components, hooks, composition patterns, and TypeScript. Use when building reusable component lib...

by aj-geddes

Build cross-platform mobile apps with React Native. Covers navigation with React Navigation, state management with Redux/Context API, API integrati...

by aj-geddes

Implement reactive programming patterns using RxJS, streams, observables, and backpressure handling. Use when building event-driven UIs, handling a...

by aj-geddes

Implement real-time functionality using WebSockets, Server-Sent Events (SSE), or long polling. Use when building chat applications, live dashboards...

by aj-geddes

Build recommendation systems using collaborative filtering, content-based filtering, matrix factorization, and neural network approaches

by aj-geddes

Build collaborative and content-based recommendation engines for product recommendations, personalization, and improving user engagement

by aj-geddes

Modernize and improve legacy codebases while maintaining functionality. Use when you need to refactor old code, reduce technical debt, modernize de...

by aj-geddes

Build predictive models using linear regression, polynomial regression, and regularized regression for continuous prediction, trend forecasting, an...

by aj-geddes

Plan, coordinate, and execute software releases across environments. Manage versioning, rollout strategies, rollback procedures, and stakeholder co...

by aj-geddes

Systematically collect, document, and validate requirements from stakeholders. Ensure clarity, completeness, and agreement before development begin...

by aj-geddes

Create responsive layouts using CSS Grid, Flexbox, media queries, and mobile-first design. Use when building adaptive interfaces that work across a...

by aj-geddes

Design RESTful APIs following best practices for resource modeling, HTTP methods, status codes, versioning, and documentation. Use when creating ne...

by aj-geddes

Facilitate effective retrospectives to capture lessons learned, celebrate successes, and identify actionable improvements for future iterations.

by aj-geddes

Identify, analyze, and prioritize project risks using qualitative and quantitative methods. Develop mitigation strategies to minimize impact and ma...

by aj-geddes

Conduct systematic root cause analysis to identify underlying problems. Use structured methodologies to prevent recurring issues and drive improvem...

by aj-geddes

Develop Ruby on Rails applications with models, controllers, views, Active Record ORM, authentication, and RESTful routes. Use when building Rails ...

by aj-geddes

Create operational runbooks, playbooks, standard operating procedures (SOPs), and incident response guides. Use when documenting operational proced...

by aj-geddes

Implement secrets management with HashiCorp Vault, AWS Secrets Manager, or Kubernetes Secrets for secure credential storage and rotation.

by aj-geddes

Implement automated secrets rotation for API keys, credentials, certificates, and encryption keys. Use when managing secrets lifecycle, compliance ...

by aj-geddes

Implement comprehensive security audit logging for compliance, forensics, and SIEM integration. Use when building audit trails, compliance logging,...

by aj-geddes

Conduct comprehensive security compliance audits for SOC 2, GDPR, HIPAA, PCI-DSS, and ISO 27001. Use when preparing for certification, annual audit...

by aj-geddes

Create security policies, guidelines, compliance documentation, and security best practices. Use when documenting security policies, compliance req...

by aj-geddes

Configure HTTP security headers including CSP, HSTS, X-Frame-Options, and XSS protection. Use when hardening web applications against common attacks.

by aj-geddes

Identify security vulnerabilities through SAST, DAST, penetration testing, and dependency scanning. Use for security test, vulnerability scanning, ...

by aj-geddes

Implement semantic versioning (SemVer) with automated release management. Use conventional commits, semantic-release, and version bumping strategies.

by aj-geddes

Classify text sentiment using NLP techniques, lexicon-based analysis, and machine learning for opinion mining, brand monitoring, and customer feedb...

by aj-geddes

Implement server-side rendering with template engines, view layers, and dynamic content generation. Use when building server-rendered applications,...

by aj-geddes

Design and implement serverless applications using AWS Lambda, Azure Functions, and GCP Cloud Functions with event-driven patterns and orchestration.

by aj-geddes

Implement service mesh (Istio, Linkerd) for service-to-service communication, traffic management, security, and observability.

by aj-geddes

Implement secure session management systems with JWT tokens, session storage, token refresh, logout handling, and CSRF protection. Use when managin...

by aj-geddes

Build enterprise Spring Boot applications with annotations, dependency injection, data persistence, REST controllers, and security. Use when develo...

by aj-geddes

Prevent SQL injection attacks using prepared statements, parameterized queries, and input validation. Use when building database-driven application...

by aj-geddes

Analyze and optimize SQL queries for performance. Use when improving slow queries, reducing execution time, or analyzing query performance in Postg...

by aj-geddes

Manage SSL/TLS certificates with automated provisioning, renewal, and monitoring using Let's Encrypt, ACM, or Vault.

by aj-geddes

Manage stakeholder expectations and engagement through targeted communication, regular updates, and relationship building. Tailor messaging for dif...

by aj-geddes

Implement static code analysis with linters, formatters, and security scanners to catch bugs early. Use when enforcing code standards, detecting se...

by aj-geddes

Conduct statistical tests including t-tests, chi-square, ANOVA, and p-value analysis for statistical significance, hypothesis validation, and A/B t...

by aj-geddes

Implement stored procedures and functions for database logic. Use when creating reusable database routines, complex queries, or server-side calcula...

by aj-geddes

Test system behavior under extreme load conditions to identify breaking points, capacity limits, and failure modes. Use for stress test, capacity t...

by aj-geddes

Analyze time-to-event data, calculate survival probabilities, and compare groups using Kaplan-Meier and Cox proportional hazards models

by aj-geddes

Implement synthetic monitoring and automated testing to simulate user behavior and detect issues before users. Use when creating end-to-end test sc...

by aj-geddes

Assess, quantify, and prioritize technical debt using code analysis, metrics, and impact analysis. Use when planning refactoring, evaluating codeba...

by aj-geddes

Create comprehensive technical roadmaps aligned with business goals. Plan technology investments, architecture evolution, and infrastructure improv...

by aj-geddes

Create detailed technical specifications, requirements documents, design documents, and system architecture specs. Use when writing technical specs...

by aj-geddes

Infrastructure as Code using Terraform with modular components, state management, and multi-cloud deployments. Use for provisioning and managing cl...

by aj-geddes

Design and implement scalable test automation frameworks with Page Object Model, fixtures, and reporting. Use for test framework, page object patte...

by aj-geddes

Generate realistic, consistent test data using factories, fixtures, and fake data libraries. Use for test data, fixtures, mock data, faker, test bu...

by aj-geddes

Integrate external APIs and services with error handling, retry logic, and data transformation. Use when connecting to payment processors, messagin...

by aj-geddes

Analyze temporal data patterns including trends, seasonality, autocorrelation, and forecasting for time series decomposition, trend analysis, and f...

by aj-geddes

Manage database transactions for data consistency. Use when implementing ACID compliance, handling concurrency, or managing transaction isolation l...

by aj-geddes

Create comprehensive troubleshooting guides, FAQ documents, known issues lists, and debug guides. Use when documenting common problems, error messa...

by aj-geddes

Write comprehensive unit tests with high coverage using testing frameworks like Jest, pytest, JUnit, or RSpec. Use when writing tests for functions...

by aj-geddes

Implement uptime monitoring and status page systems for tracking service availability. Use when monitoring application uptime, creating status page...

by aj-geddes

Create comprehensive user guides, tutorials, how-to documentation, and step-by-step instructions with screenshots and examples. Use when writing us...

by aj-geddes

Create detailed user personas based on research and data. Develop realistic representations of target users to guide product decisions and ensure u...

by aj-geddes

Analyze user research data to uncover insights, identify patterns, and inform design decisions. Synthesize qualitative and quantitative research in...

by aj-geddes

Write effective user stories that capture requirements from the user's perspective. Create clear stories with detailed acceptance criteria to guide...

by aj-geddes

Detect unintended visual changes in UI by comparing screenshots across versions. Use for visual regression, screenshot diff, Percy, Chromatic, UI t...

by aj-geddes

Structure Vue 3 applications using Composition API, component organization, and TypeScript. Use when building scalable Vue applications with proper...

by aj-geddes

Automated vulnerability detection using OWASP tools, CVE databases, and security scanners. Use when performing security audits, compliance checks, ...

by aj-geddes

Conduct comprehensive web performance audits. Measure page speed, identify bottlenecks, and recommend optimizations to improve user experience and ...

by aj-geddes

Optimize web application performance using code splitting, lazy loading, caching, compression, and monitoring. Use when improving Core Web Vitals a...

by aj-geddes

Implement webhook systems for event-driven integration with retry logic, signature verification, and delivery guarantees. Use when creating event n...

by aj-geddes

Implement secure webhook systems for event-driven integrations, including signature verification, retry logic, and delivery guarantees. Use when bu...

by aj-geddes

Implement real-time bidirectional communication with WebSockets including connection management, message routing, and scaling. Use when building re...

by aj-geddes

Create wireframes and interactive prototypes to visualize user interfaces and gather feedback early. Use tools and techniques to communicate design...

by aj-geddes

Prevent Cross-Site Scripting (XSS) attacks through input sanitization, output encoding, and Content Security Policy. Use when handling user-generat...

by aj-geddes

Implement Zero Trust security model with identity verification, microsegmentation, least privilege access, and continuous monitoring. Use when buil...

by aj-geddes

Sprint planning and agile workflow specialist

by aj-geddes

Core BMAD Method orchestrator and workflow manager

by aj-geddes

System architecture and technical design specialist

by aj-geddes

Product requirements and planning specialist

by aj-geddes

Product discovery and requirements analysis specialist