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Plan and implement user login and access permissions using sessions, JWT tokens, or OAuth2. Apply role-based permissions, protect APIs, and review common weaknesses in password handling, cookies, token expiration, and server-side checks.

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• Implementing user login and logout
• Adding social login or enterprise SSO
• Controlling access by user role

Follow Conductor's development plans using test-driven development: write a failing test, implement the change, then improve the code. Manage phase verification, progress updates, and focused git commits as tasks move toward completion.

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• Implementing tasks from plan.md
• Following the test-driven development cycle
• Verifying completion at phase checkpoints

Build and train Mixture of Experts models, which activate selected specialist networks for each input. Use DeepSpeed or HuggingFace workflows to configure routing, balance workloads, distribute experts across GPUs, and optimize inference.

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• Designing MoE models for a limited compute budget
• Implementing Mixtral-style expert routing
• Adjusting expert workloads and training stability

Guide server-side Zoom integrations using Zoom Rivet SDK in JavaScript or TypeScript. Consult patterns for authentication, incoming event notifications, typed API calls, multiple modules, and webhook processing on AWS Lambda.

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• Implementing Zoom authentication and token handling
• Building a Team Chat bot with API integration
• Combining multiple Zoom modules in one server

Implement Zoom webhooks, HTTP notifications sent when events occur, such as meetings starting or recordings becoming available. Use reference guidance for event selection, subscriptions, signature verification, endpoint validation, delivery handling, and retries.

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• Receiving notifications when cloud recordings are ready
• Choosing meeting and participant events to subscribe to
• Implementing webhook signature verification

Implement pending tasks from an OpenSpec change, a planned set of development work. The skill reads relevant specifications and design files, makes focused code changes, and updates task completion as work progresses.

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• Start implementing a planned change
• Resume partially completed implementation
• Work through pending tasks and track progress

Turn a plan, specification, or concrete development request into implemented changes with local verification. Run it independently for a review and delivery handoff, or return implementation results to a calling workflow.

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• Implementing a feature from a plan document
• Building changes from a specification
• Returning verified implementation results to another workflow

Helps extend how much text a language model can process at once. Covers choosing RoPE, YaRN, ALiBi, or position interpolation, implementing position information, fine-tuning on longer documents, and managing memory during inference.

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• Extend an existing model to handle longer documents
• Compare context extension methods
• Implement position information in attention layers

Implement application security controls, including login, access permissions, password hashing, and input validation. The skill provides code, configuration requirements, and testing guidance for checking protections against unauthorized access, malicious input, and sensitive data exposure.

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• Implementing login with password hashing and rate limits
• Adding JWT validation and session protection
• Preventing SQL injection and malicious script execution

Build Laravel applications with authenticated APIs, interactive interfaces, and background jobs. The skill guides database relationships, query optimization, and feature tests, using tools such as Sanctum for authentication and Livewire for interfaces.

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• Build an authenticated Laravel API
• Optimize database queries and relationships
• Set up background jobs with Horizon

Develop microcontroller firmware for STM32 or ESP32, including peripheral drivers and FreeRTOS tasks. The skill guides interrupt handling, memory and power optimization, and checks that time-sensitive operations meet their deadlines.

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• Implementing peripheral control on STM32 or ESP32
• Designing periodic tasks and synchronization with FreeRTOS
• Reducing firmware memory use and power consumption

Build game systems in Unity or Unreal Engine, including physics, AI, and multiplayer networking. The skill guides architecture, implementation, profiling, and testing to work toward frame rate targets and reduce memory use.

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• Implementing game mechanics in Unity or Unreal Engine
• Reducing frame drops and memory use
• Building multiplayer networking with lag compensation

Develop features and fix bugs by writing a behavior test first, observing its expected failure, and adding the minimum code needed to pass. Then clean up the code while keeping tests passing, applying this process where regression risk warrants it.

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• Developing a feature from a failing behavior test
• Reproducing a bug before implementing its fix
• Refactoring while keeping behavior tests passing

Implement and debug data fetching in Expo and React Native apps. Get guidance on API requests, caching, error handling, authentication tokens, offline behavior, and environment configuration, with fetch, React Query, and SWR options.

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• Implementing API requests in an app
• Choosing React Query or SWR for caching
• Investigating network errors and retries

Implement, debug, or review Nexent frontend pages and React components using existing architecture and UI guidance. Cover API connections, shared data and types, styling, and localization, with checks for loading states, errors, and affected behavior.

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• Implementing or fixing Nexent screens
• Reviewing React components and hooks
• Checking API connections and shared types

Implement pending tasks from an OpenSpec change, a planned set of development work. The skill reads relevant specifications and design files, makes focused code changes, and updates task completion as work progresses.

中文简介正在准备中。当前显示英语简介。

• Start implementing a planned change
• Resume partially completed implementation
• Work through pending tasks and track progress

Build scrollable lists and grids in .NET MAUI using CollectionView. The guidance covers item layouts, selection, grouping, refresh gestures, incremental loading, swipe actions, and empty states, with examples and checks for common implementation mistakes.

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• Building scrollable lists or grids in .NET MAUI
• Adding item selection and grouped displays
• Implementing pull-to-refresh and incremental loading

Create or review Blazor components, reusable parts of a web interface. Covers passing data and events between parent and child components, content templates, asynchronous work, display states, and resource cleanup when components are removed.

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• Creating reusable Blazor interface components
• Reviewing data and event flow between parent and child components
• Implementing debounced actions and periodic updates

Advance one development task by managing an existing pull request, fixing a build failure or bug, or implementing a queued idea. Record the work and integrate changes into auto-dev only after automated checks pass.

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• Implementing one queued idea
• Continuing work on an open pull request
• Fixing failed checks or reported bugs

Create beautiful, accessible user interfaces with shadcn/ui components (built on Radix UI + Tailwind), Tailwind CSS utility-first styling, and canvas-based visual designs. Use when building user interfaces, implementing design systems, creating responsive layouts, adding accessible components (dialogs, dropdowns, forms, tables), customizing themes and colors, implementing dark mode, generating visual designs and posters, or establishing consistent styling patterns across applications.

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Build standalone Angular components with Signals inputs, OnPush change detection, Control Flow, and Smart/Dumb patterns. Use when building standalone Angular components, implementing @if/@for control flow, applying OnPush change detection, or implementing Signals in Angular components.

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Full-stack backend architecture and frontend-backend integration guide. TRIGGER when: building a full-stack app, creating REST API with frontend, scaffolding backend service, building todo app, building CRUD app, building real-time app, building chat app, Express + React, Next.js API, Node.js backend, Python backend, Go backend, designing service layers, implementing error handling, managing config/auth, setting up API clients, implementing auth flows, handling file uploads, adding real-time features (SSE/WebSocket), hardening for production. DO NOT TRIGGER when: pure frontend UI work, pure CSS/styling, database schema only.

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Implements search and filter interfaces for both frontend (React/TypeScript) and backend (Python) with debouncing, query management, and database integration. Use when adding search functionality, building filter UIs, implementing faceted search, or optimizing search performance.

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Implement and maintain compliance with SOC 2, HIPAA, PCI-DSS, and GDPR using unified control mapping, policy-as-code enforcement, and automated evidence collection. Use when building systems requiring regulatory compliance, implementing security controls across multiple frameworks, or automating audit preparation.

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