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Plan and coordinate Strix security assessments across source code, running applications, APIs, and continuous integration pipelines. Combine findings into one prioritized remediation plan based on demonstrated impact, removing duplicates and documenting gaps in test coverage.

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• Choosing suitable security tests for a product
• Planning a security assessment before launch
• Combining findings into a prioritized remediation plan

Test agent features across local and remote execution environments using integration tests, which check components working together. Covers Docker and Wine setups, test helpers, and configuration-specific skips for the app-server and exec-server split.

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• Run core integration tests with a Docker remote executor
• Test a Windows exec-server under Wine
• Adapt app-server tests for remote execution

Publish updated Chrome binaries to Remotion Lambda’s test region, update layer references and version documentation, and verify rendering with Docker before rolling the update out to all supported regions.

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• Test a Chrome update before regional rollout
• Update Lambda layer references and Chrome version documentation
• Verify rendering with Docker across platforms

Create a new app that extends a running Twenty instance. Guide project naming and instance selection, then use the scaffolder to install dependencies, authenticate, initialize Git, and complete the initial sync and installation.

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• Start a new Twenty app project
• Scaffold a CRM extension or integration
• Create an app connected to an existing Twenty instance

Compare job requirements with your current skills and experience to identify learning priorities. Get a report with ranked gaps, study resources found through web searches, estimated learning time, and a recommended study sequence.

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• Identify skill gaps across tracked jobs
• Build a learning plan for one job posting
• Choose study resources and a learning sequence

Organize research sources in self-hosted Open Notebook, then search them, ask questions with citations, create notes, transform text, or generate podcasts with multiple speakers. Supports REST API automation and configuration of local or cloud AI providers.

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• Collect PDFs and web sources in a research notebook
• Ask questions about selected sources with citations
• Apply custom summaries and text transformations

Build and operate bioinformatics workflows on Latch using Python, Nextflow, or Snakemake. Configure computing resources and input forms, move data, connect Registry records, and register, debug, launch, and monitor analysis runs.

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• Create and register Python analysis workflows
• Package Nextflow or Snakemake pipelines for Latch
• Connect Latch Data and Registry records

Generate candidate positions and orientations for small molecules binding to proteins with DiffDock and DiffDock-L. Prepare single or batch docking runs, organize predicted poses by model confidence, and review validation needs without treating confidence as binding affinity.

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• Predicting binding poses for a protein and small molecule
• Preparing and validating batch docking inputs
• Comparing poses across receptor conformations

Analyze a project’s code and existing settings to recommend useful Claude Code automations. Receive tailored suggestions for event-triggered actions, specialist agents, skills, plugins, and external tool connections, with reasons and setup locations.

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• Choosing Claude Code features for a new project
• Finding ways to automate formatting and checks
• Selecting external tool connections for the project

Deploy container applications on AWS using ECS and Fargate, which runs containers without managing servers. Covers image publishing, task configuration, load balancing, automatic scaling, deployment updates, and troubleshooting failed or unhealthy containers.

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• Deploy Docker applications on Fargate
• Configure load balancing and automatic scaling
• Investigate failed tasks and health checks

Build and manage Linux containers on Apple silicon Macs with Apple's container CLI. Run each container in its own lightweight virtual machine, and get guidance on images, networking, storage, and translating familiar Docker workflows to this tool.

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• Building container images from a Dockerfile
• Running Linux containers on an Apple silicon Mac
• Managing persistent volumes and container networks

Convert existing scripts, CLI tools, or Crawlee projects into reusable Apify Actors, programs packaged as Docker images. Define JSON inputs and outputs, integrate the SDK, test locally, and deploy to Apify.

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• Turning an existing script or CLI tool into an Actor
• Migrating a Crawlee project to Apify
• Defining JSON inputs and structured outputs

Define security controls for AI coding agents used by a team. Covers command and file permissions, secret scanning, isolated execution environments, code review gates, and audit trails, with configuration examples to adapt.

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• Set team rules before introducing AI coding agents
• Restrict access to credentials and infrastructure files
• Design an isolated environment for agent execution

Design layered protections for AI agents against malicious instructions, tool misuse, and data leakage. Provides guidance and code examples for input checks, isolated tool execution, permission limits, and audit logging to help review and strengthen agent security.

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• Review defenses against malicious instructions
• Isolate tool execution and restrict permissions
• Assess data leakage risks between tenants

Adapt a resume to one specific job posting by mapping requirements to evidence from real experience. Identify gaps, revise emphasis and wording, check readability for applicant tracking systems, and optionally draft a cover letter.

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• Tailoring a resume to a specific job posting
• Mapping job requirements to relevant experience
• Checking wording and readability for hiring systems

Analyze a project's code and configuration to recommend useful Claude Code automations. Get tailored suggestions for event-triggered actions, specialist agents, reusable skills, plugins, and external tool connections, with reasons for each recommendation.

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• Set up Claude Code for a new project
• Find useful formatting and testing automations
• Choose external tool connections for a project's stack

Coordinate authorized penetration testing with tools for port discovery, vulnerability scanning, web testing, and password hash recovery. Use MCP servers to connect agents to security tools, record reproducible evidence, and support reporting within the approved scope.

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• Identifying open ports, services, and subdomains
• Scanning authorized targets for known vulnerabilities
• Validating web application security findings

Set up Python projects with uv, manage required packages, and create isolated environments for each project. Covers Python versions, dependency updates, migration from existing tools, and lockfiles that record package versions for repeatable installations.

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• Set up a new Python project
• Migrate existing package management to uv
• Manage Python versions and isolated environments

Design or refactor backend services with clear layers and dependency rules. Using Clean Architecture, Hexagonal Architecture, and Domain-Driven Design, it separates business logic from databases and frameworks and defines interfaces that support testing without external services.

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• Designing the structure of a new backend service
• Separating business logic from database and HTTP code
• Resolving circular dependencies between layers

Create GitHub Actions workflows to automate testing, builds, and deployments. Includes patterns for Docker image publishing, Kubernetes deployment, security scans, and testing across multiple environments, plus reusable workflows and approval steps for production releases.

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• Automating tests for pushes and pull requests
• Building and publishing Docker images
• Deploying to Kubernetes with production approvals

Turn an OpenAPI specification, a document describing an API, into an application using the chosen framework. Generate request handlers, data models, authentication, validation, tests, and setup instructions, with database access code where applicable.

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• Build an API application from an existing specification
• Generate data models and request handlers together
• Prepare tests and setup documentation for a new project

Design and review infrastructure and release workflows with checks tailored to the environment. Covers automated build and deployment pipelines, containers, health checks, rollback plans, feature flags, and mobile releases to help assess readiness before deployment.

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• Reviewing deployment and rollback plans
• Designing automated build and deployment pipelines
• Checking Docker and Kubernetes configurations

Create a Spring Boot Java project skeleton with Maven, database connection settings, and Docker Compose services. Adds dependencies for API documentation and architecture tests, then checks the generated project with a Maven test command.

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• Start a Java 21 Spring Boot project
• Prepare local PostgreSQL, Redis, and MongoDB services
• Add API documentation and architecture test dependencies

Create a Kotlin Spring Boot project with database connections, API documentation, and local services managed through Docker Compose. Set up dependencies and configuration files, then run Gradle tests to check the initial project.

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• Starting a Kotlin Spring Boot project
• Setting up local Redis, PostgreSQL, and MongoDB services
• Adding API documentation and architecture test dependencies