'toolkit' 검색 결과

Analyze recorded GPU frames from RenderDoc through command-line tools. Inspect drawing operations, textures, and shaders, compare rendering settings between events or captures, and export images and inspection bundles for reviewing graphics problems.

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• Investigating drawing operations in a captured frame
• Exporting textures and shader code
• Comparing rendering settings between events

Turn recurring GUI workflows into macros that agents can call from the command line with parameters. Define and inspect macros, simulate runs before making changes, and review structured results and execution history.

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• Repeat export tasks with different output paths
• Check macro parameters before making changes
• Create a YAML macro for a recurring workflow

Debug programs with LLDB while keeping session state across commands. Set breakpoints, inspect variables and memory, and examine core dumps, with JSON results for agents and a debug adapter interface for editor clients.

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• Inspect variables where a program stops
• Investigate a crash using a core dump
• Debug a running process

Analyze biological sequences and microbial communities in Python. Process and align DNA, RNA, or proteins, build evolutionary trees, calculate diversity, visualize sample differences, test group differences, and convert common biological file formats.

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• Calculate and compare microbiome diversity
• Align DNA, RNA, or protein sequences
• Build and compare evolutionary trees

Read, analyze, modify, and visualize molecular structures with RDKit in Python. Calculate molecular properties, search for similar structures or specific structural patterns, apply reaction rules, and generate 2D or 3D coordinates with detailed control over processing.

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• Calculating properties for a collection of molecules
• Searching for molecules with similar structures
• Filtering molecules by specific structural patterns

Build and operate genomics workloads on DNAnexus using its command-line tools and Python SDK. The skill covers data transfers, app configuration checks, workflow imports, execution monitoring, and explicit cost controls for reproducible analysis workflows.

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• Transfer and organize genomics data on DNAnexus
• Validate app configuration and build applets
• Import WDL, CWL, or Nextflow workflows

Process molecular datasets in Python through a simpler interface to RDKit, a chemistry toolkit. Convert and standardize structures, calculate molecular properties, compare and cluster compounds, generate 3D conformations, and visualize results for drug discovery workflows.

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• Load and standardize molecular datasets
• Calculate molecular properties and similarities
• Cluster compounds and select diverse subsets

Analyze existing evolutionary trees and other hierarchical trees with ETE 4. Edit branches, add annotations, compare branching structures, explore large trees interactively, and render figures for publication using the appropriate optional visualization components.

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• Prune selected species and change a tree's root
• Compare branching structures between two trees
• Add NCBI or GTDB taxonomy information

Analyze time series with aeon, a Python toolkit for data that changes over time. Supports classification, regression, clustering, forecasting, anomaly detection, and pattern search, with guidance on preprocessing, algorithm selection, and evaluation.

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• Classify time series and predict continuous outcomes
• Group time series with similar patterns
• Forecast future values

Process next-generation sequencing data with deepTools: convert alignment files into coverage tracks, normalize signals, compare samples, and check quality. Create heatmaps and profiles around genes or peak regions for ChIP-seq, RNA-seq, and ATAC-seq experiments.

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• Converting BAM files to normalized bigWig tracks
• Checking sequencing quality and replicate agreement
• Plotting heatmaps around transcription start sites

Build and refactor AWS infrastructure with TypeScript or Python using AWS CDK, a toolkit for defining cloud resources in code. Get guidance on resource selection, Lambda packaging, stack organization, and checks before deployment.

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• Creating AWS CDK stacks and reusable components
• Refactoring existing infrastructure code
• Adding Lambda functions to a CDK application

Guide cross-platform app development with Avalonia UI and Zafiro using consistent architecture and coding conventions. Keep screen logic separate from UI dependencies, handle errors explicitly, and reuse existing helpers with ReactiveUI and DynamicData.

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• Align design conventions for an Avalonia UI app
• Keep ViewModels independent of Avalonia
• Review error handling with Result types

Improve mobile app listings on Apple App Store and Google Play Store through keyword research, competitor and review analysis, and listing revisions. Produce metadata suggestions, visual asset guidance, A/B test plans, and launch checklists.

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• Researching app keywords and competitors
• Revising store titles and descriptions
• Extracting complaints and feature requests from reviews

Plan AI application work across six areas: prompt evaluation, context allocation, retrieval-based answer generation, agent security, evaluation pipelines, and product strategy. This overview explains the approaches; the individual workflow packages, test cases, and CI templates are not included.

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• Planning prompt evaluation before deployment
• Allocating context capacity and designing retrieval-based answers
• Planning an authorized AI agent security assessment

Analyze firmware from routers, cameras, and other IoT devices, from extracting internal files to running services in an emulator. Follow a staged workflow to investigate vulnerabilities and reproduce findings with firmware analysis and testing tools.

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• Auditing router or camera firmware
• Inspecting firmware update packages
• Running firmware without physical hardware

Design and implement native Android interfaces using Material Design 3 and Jetpack Compose, Android's UI toolkit. The skill covers layouts for different screen sizes, navigation, theming, accessibility, and state handling for reusable components.

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• Build Android screens with Jetpack Compose
• Adapt layouts for phones, tablets, and foldables
• Set up dynamic colors and dark mode

Check a Rust project for compilation errors with cargo check, examine errors and warnings, and fix the issues found. An included command example also covers checking all project targets.

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• Checking for compilation errors after code changes
• Reviewing and fixing compiler warnings
• Checking all project targets

Set up a Python project with AWS CDK, a toolkit for defining cloud infrastructure in code. Follow guidance on prerequisites, AWS credentials, virtual environments, dependencies, template generation, deployment preparation, and reviewing changes before deployment.

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• Setting up a new Python project for AWS CDK
• Preparing a virtual environment and dependencies
• Generating templates and reviewing deployment changes

Investigate SGLang runs that freeze across multiple GPUs. It uses stack traces, communication logs, GPU memory dumps, and comparisons between processes to locate state differences, trace their causes, and guide fixes.

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• Locate where a multi-GPU inference run freezes
• Compare logs from distributed processes
• Trace the first difference in process state

Research stock and cryptocurrency strategies through historical testing, factor analysis, and options pricing. Analyze trading journals, extract rules from profitable trades, and generate reports comparing simulated results with actual trading outcomes.

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• Testing strategies on historical market data
• Comparing predefined predictive factors
• Reviewing trading habits from broker CSV exports

Plan and run authorized security tests that simulate deceptive emails, calls, text messages, and in-person approaches. Measure employee responses, compare results across test methods, and report gaps in security awareness training and access controls.

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• Planning an authorized social engineering assessment
• Measuring responses to simulated phishing
• Evaluating phone and physical access checks

Assess Microsoft Entra ID with AADInternals during authorized security testing. Examine publicly exposed tenant information, API access, and federation weaknesses, including Golden SAML, a token forgery technique, then document evidence and recommendations for stronger identity protection.

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• Mapping publicly exposed Entra ID tenant information
• Checking API access available through acquired tokens
• Validating AD FS signing certificate protection

Apply consistent architecture and coding conventions when building cross-platform apps with Avalonia UI and Zafiro. The skill guides separation of interface and logic, reactive data handling, explicit error results, and reuse of existing helpers.

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• Standardizing Avalonia UI and Zafiro implementation
• Keeping ViewModels independent of Avalonia
• Reviewing error handling with Result types

Apply coordinated colors and fonts to slides, documents, reports, and HTML landing pages. Choose from ten preset themes or create a custom theme from a description, review it, and apply consistent styling across the artifact.

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• Unifying colors and fonts across a slide deck
• Choosing a visual style for documents and reports
• Applying a theme to an HTML landing page