
# Lab Knowledge Handoff ## Overview Packages a departing team member's knowledge — their reading history, annotations, notes, and expertise — into a structured handoff document that the lab retains permanently. Prevents institutional knowledge loss when students graduate, postdocs move on, or collaborators leave. ## When to Use - A lab member is graduating, leaving, or transitioning off a project - Lab wants to archive what a departing member knew before they go - New member is onboarding to a
# Living Review ## Overview Maintains a continuously updated, structured literature review for a research team. Ingests papers from multiple sources, synthesizes findings across the team's collective reading, and produces a living document that evolves as new work is published. ## When to Use - User asks to "update our literature review" or "add this paper to the review" - User wants a summary of what their team has read on a topic - User asks "what do we know about X based on our papers?" - O
# Contradiction Detection ## Overview Scans a corpus of papers for conflicting empirical claims, methodological disagreements, or opposing conclusions on the same topic. Surfaces genuine scientific contradictions that the team needs to be aware of — before they cite conflicting work or build on a shaky premise. ## When to Use - User asks "do any of our papers disagree with each other?" - User is writing a discussion section and needs to address conflicting findings - User wants to know if a cl
Code review specialist focused on patterns, bugs, security, and performance
Confluence wiki expert for page structure, spaces, macros, and content organization
API testing expert for curl, REST, GraphQL, authentication, and debugging
AWS cloud services expert for EC2, S3, Lambda, IAM, and AWS CLI
Playwright-based browser automation patterns for autonomous web interaction
CI/CD pipeline expert for GitHub Actions, GitLab CI, Jenkins, and deployment automation
Expert knowledge for AI video clipping — yt-dlp downloading, whisper transcription, SRT generation, and ffmpeg processing
Compliance expert for SOC 2, GDPR, HIPAA, PCI-DSS, and security frameworks
Data pipeline expert for ETL, Apache Spark, Airflow, dbt, and data quality
CSS expert for flexbox, grid, animations, responsive design, and modern layout techniques
Professional email writing expert for tone, structure, clarity, and business communication
Google Cloud Platform expert for gcloud CLI, GKE, Cloud Run, and managed services
Helm chart expert for Kubernetes package management, templating, and dependency management
Jira project management expert for issues, sprints, workflows, and reporting
Linux networking expert for iptables, nftables, routing, DNS, and network troubleshooting
Next.js expert for App Router, SSR/SSG, API routes, middleware, and deployment
Notion workspace management and content creation specialist
OAuth 2.0 and OpenID Connect expert for authorization flows, PKCE, and token management
Expert knowledge for AI forecasting — superforecasting principles, signal taxonomy, confidence calibration, reasoning chains, and accuracy tracking
PDF content extraction and analysis specialist
PostgreSQL expert for query optimization, indexing, extensions, and database administration
Prometheus monitoring expert for PromQL, alerting rules, Grafana dashboards, and observability
Prompt engineering expert for chain-of-thought, few-shot learning, evaluation, and LLM optimization
React expert for hooks, state management, Server Components, and performance optimization
Regular expression expert for crafting, debugging, and explaining patterns
Rust programming expert for ownership, lifetimes, async/await, traits, and unsafe code
Security audit expert for OWASP Top 10, CVE analysis, code review, and penetration testing methodology
SQLite expert for WAL mode, query optimization, embedded patterns, and advanced features
TypeScript expert for type system, generics, utility types, and strict mode patterns
Web search and research specialist for finding and synthesizing information
Expert knowledge for AI lead generation — web research, enrichment, scoring, deduplication, and report generation
Expert knowledge for AI Twitter/X management — API v2 reference, content strategy, engagement playbook, safety, and performance tracking
Data analysis expert for statistics, visualization, pandas, and exploration
Figma design expert for components, auto-layout, design systems, and developer handoff
Git operations expert for branching, rebasing, conflicts, and workflows
GitHub operations expert for PRs, issues, code review, Actions, and gh CLI
Go programming expert for goroutines, channels, interfaces, modules, and concurrency patterns
Technical interview preparation expert for algorithms, system design, and behavioral questions
Linear project management expert for issues, cycles, projects, and workflow automation
MongoDB operations expert for queries, aggregation pipelines, indexes, and schema design
Presentation expert for slide structure, storytelling, visual design, and audience engagement
Redis expert for data structures, caching patterns, Lua scripting, and cluster operations
Sentry error tracking and debugging specialist
System administration expert for Linux, macOS, Windows, services, and monitoring
Terraform IaC expert for providers, modules, state management, and planning
Writing improvement specialist for grammar, style, clarity, and structure
Shell scripting expert for Bash, POSIX compliance, error handling, and automation
Project management expert for Agile, estimation, risk management, and stakeholder communication
Microsoft Azure expert for az CLI, AKS, App Service, and cloud infrastructure
Python expert for stdlib, packaging, type hints, async/await, and performance optimization
Cryptography expert for TLS, symmetric/asymmetric encryption, hashing, and key management
OpenAPI/Swagger expert for API specification design, validation, and code generation
SQL query expert for optimization, schema design, and data analysis
GraphQL expert for schema design, resolvers, subscriptions, and performance optimization
Ansible automation expert for playbooks, roles, inventories, and infrastructure management
Technical writing expert for API docs, READMEs, ADRs, and developer documentation
Nginx configuration expert for reverse proxy, load balancing, TLS, and performance tuning
Kubernetes operations expert for kubectl, pods, deployments, and debugging
Vector database expert for embeddings, similarity search, RAG patterns, and indexing strategies
Expert knowledge for AI deep research — methodology, source evaluation, search optimization, cross-referencing, synthesis, and citation formats
Expert knowledge for AI intelligence collection — OSINT methodology, entity extraction, knowledge graphs, change detection, and sentiment analysis
WebAssembly expert for WASI, component model, Rust/C compilation, and browser integration
Docker expert for containers, Compose, Dockerfiles, and debugging
Elasticsearch expert for queries, mappings, aggregations, index management, and cluster operations
LLM fine-tuning expert for LoRA, QLoRA, dataset preparation, and training optimization
Machine learning engineer expert for PyTorch, scikit-learn, model evaluation, and MLOps
Slack workspace management and automation specialist