深度學習

Generate comprehensive multi-tenant security and operational reports from LimaCharlie. Provides billing summaries, usage roll-ups, detection trends, sensor health monitoring, and configuration audits across multiple organizations. Supports both per-tenant detailed breakdowns and cross-tenant aggregated roll-ups. Built with strict data accuracy guardrails to prevent fabricated metrics. Supports partial report generation when some organizations fail, with transparent error documentation. Time windows always displayed, detection limits clearly flagged, zero cost calculations.

Comprehensive architectural reference for AIDB core and MCP integration. Covers 6-layer architecture (MCP, Service, Session, Adapter, DAP Client, Protocol), component organization, data flow patterns, and design decisions. Use when explaining overall system design or understanding how layers interact.

Refactor bloated skill.md files using progressive disclosure pattern. Moves detailed content to references/ while keeping skill.md focused and discoverable. Use when a skill is approaching 500 lines or needs better organization.

Create compelling investor one-pagers and email briefs that capture attention and get meetings. Distill your pitch into scannable, high-impact documents with traction-focused cold emails and distribution strategy.

Frontend development guidelines for React/TypeScript applications. Modern patterns including Suspense, lazy loading, useSuspenseQuery, file organization with features directory, MUI v7 styling, TanStack Router, performance optimization, and TypeScript best practices. Use when creating components, pages, features, fetching data, styling, routing, or working with frontend code.

Migrate monolithic Zustand stores to domain-specific stores using GOAP planning, hive-mind coordination, and neural pattern learning. Use when refactoring god objects, decomposing state management, or improving architecture grades.

State management is the **cornerstone of modern Flutter development**. It's the difference between a chaotic, unmaintainable codebase and an elegant, scalable architecture that grows with your busines

Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Includes Decision Transformer, Q-Learning, SARSA, Actor-Critic, and more. Use when building self-learning agents, implementing RL, or optimizing agent behavior through experience.

Feature module pattern organizing domain logic into queries, mutations, and actions. Use when implementing data fetching with filters, API mutations with loading states, business logic with UI feedback, or organizing domain-specific code.

Evaluate threat reports, breach analyses, and IOC reports to search for compromise indicators across LimaCharlie organizations. Extract IOCs (hashes, domains, IPs, file paths), perform IOC searches, identify malicious behaviors, generate LCQL queries, create D&R rules and lookups. Use when investigating threats, APT reports, malware analysis, breach postmortems, or threat intelligence feeds. Emphasizes working ONLY with data from the report and organization, never making assumptions.

Generate, validate, and refine Mermaid diagrams (flowcharts, sequence diagrams, class diagrams, state diagrams, Gantt charts, ERD, component diagrams). Use when creating visualizations, documenting workflows, system architectures, or data flows. Includes syntax validation and best practices guidance.

Use when Jesse dumps a stream of thoughts, tasks, ideas - I listen, organize, and capture to Linear/knowledge base

Generate Terraform infrastructure as code - read design documents and implement them as Terraform configurations including resources, variables, outputs, and provider configurations. Creates modular, maintainable Terraform code following best practices with proper resource naming, tagging, and organization.

Use when developing new features, refactoring existing code, or making significant code changes. Enforces SOLID principles, code readability, maintainability, and pragmatic design decisions. Ensures proper use of constants, logical code organization, and avoidance of common anti-patterns.

This skill should be used whenever users request personal assistance tasks such as schedule management, task tracking, reminder setting, habit monitoring, productivity advice, time management, or any query requiring personalized responses based on user preferences and context. On first use, collects comprehensive user information including schedule, working habits, preferences, goals, and routines. Maintains an intelligent database that automatically organizes and prioritizes information, keeping relevant data and discarding outdated context.

Comprehensive SEO content strategy including keyword research, content cluster architecture, technical SEO audit, on-page optimization guidelines, 90-day content calendar, link building strategy, and success metrics for sustainable organic growth

World-class creation of valid, beautiful, and accessible Mermaid diagrams. Use when users request diagrams, flowcharts, sequence diagrams, entity relationship diagrams, state machines, Gantt charts, class diagrams, or any visual representation that can be expressed in Mermaid syntax. Handles all Mermaid diagram types with expert knowledge of syntax, styling, and best practices.

Provides comprehensive project folder structure design guidelines and best practices. Defines standard directory organizations for diverse project types including monorepos, web frameworks, backend services, libraries, and extensions. Ensures scalable, maintainable architecture through consistent file organization patterns. Specializes in separation of concerns, modular architecture, and tooling integration.Use when: designing new project structures, organizing monorepo workspaces with tools like Turborepo/Nx, structuring NestJS backend projects, organizing React/Next.js frontend applications, designing Go service architectures, creating NPM package structures, organizing VSCode extension projects, structuring Chrome extension codebases, planning directory hierarchies, migrating legacy project structures, or establishing code organization conventions for teams.

Manage stacked Git branches and create multiple pull requests using git-spice (gs). Use when organizing feature branches into stacks, rebasing changes across branches, creating PR chains, navigating branch stacks, or managing dependent branches on GitHub/GitLab. Handles stacked PRs, branch restacking, and stack submission workflows.

Complete guide to implementing Service Objects in Ruby on Rails applications. Use this skill when creating business logic services, organizing service namespaces, handling service results, and designing service interfaces for complex operations. Trigger keywords: service objects, business logic, use cases, operations, command pattern, interactors, PORO, application services