“frameworks”的搜索结果

Design and improve prompts for language models, then test their accuracy and consistency. Create reusable templates, JSON output schemas that define response structure, evaluation criteria, and test cases while considering token use and model differences.

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• Designing prompts for a new AI application
• Improving inconsistent model responses
• Defining JSON response formats

Plan and implement gradual upgrades of legacy systems while preserving existing business behavior. Map dependencies and risks, create migration stages and routing code, and prepare tests, monitoring, and rollback procedures to validate each step.

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• Planning a gradual replacement of a legacy system
• Splitting services out of a monolith
• Upgrading a framework or language

Prepare an AI-SPEC.md design agreement for an AI development phase. The skill coordinates framework selection, documentation and domain research, and evaluation planning so the phase has a defined technical direction and assessment strategy.

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• Define the design agreement for an AI development phase
• Research frameworks, documentation, and the application domain
• Plan how to evaluate an AI system

Evaluate how well existing tests catch code changes, then combine the results with function relationships. Get a report separating harmless findings, missing unit tests, and targets for fuzzing, which tests many generated inputs.

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• Triage code changes that existing tests failed to catch
• Prioritize missing unit tests
• Find functions suited to fuzzing

Turn product management notes, frameworks, or rough ideas into a complete SKILL.md draft. Guided questions help choose the skill type, narrow its purpose, and organize instructions, examples, and common mistakes into the required structure.

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• Turning workshop notes into an agent skill
• Choosing the right structure for a new skill
• Formalizing a product management framework

Design key performance indicators for business or product decisions, including definitions, calculations, targets, and measurement plans. Select supporting metrics that explain progress and guardrails that track unwanted effects on quality, cost, or other outcomes.

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• Define success metrics for a product launch
• Choose growth metrics and supporting drivers
• Set an experiment's success metric and guardrails

Review Python, JavaScript/TypeScript, and Go code against security guidance for the languages and frameworks in use. Identify important weaknesses, suggest improvements, and produce prioritized reports with code references, or apply secure defaults when writing new code.

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• Review existing code for security weaknesses
• Create a security report organized by severity
• Write new code with secure defaults

Design workflows for completing business lead records, verifying contact details, and ranking prospects against an ideal customer profile. Plan provider sequences in Clay, scoring rules, and data quality checks around lead volume, existing tools, and budget.

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• Designing a workflow to fill missing lead data
• Defining lead scores against an ideal customer profile
• Reviewing email verification when bounce rates rise

Analyze TypeScript and JavaScript code for reusable design structures known as GoF patterns. Get detection reports, quality scores, and prioritized refactoring suggestions that account for the frameworks and libraries already used in the project.

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• Find existing design patterns in a codebase
• Plan refactoring for complex conditionals
• Evaluate the quality of a pattern implementation

Plan and carry out agent deployments on Google Cloud using agents-cli. The guide covers deployment targets, permissions, secrets, automated build and deployment pipelines, verification, and recovery procedures for agents built with supported frameworks.

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• Comparing Agent Runtime, Cloud Run, and GKE
• Setting up automated build and deployment pipelines
• Configuring secrets and service account permissions

Provide language-specific reference files for test analysis skills. The catalog helps agents recognize test methods, assertions, skipped tests, waiting patterns, setup and cleanup hooks, external dependencies, and tagging capabilities across different frameworks.

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• Looking up assertion syntax for a test framework
• Checking skip annotations and setup or cleanup hooks
• Supporting test analysis across multiple languages

Prepare .NET projects for Native AOT, compilation before execution, and trimming, which removes unused code. Use build warnings to guide type annotations, reflection changes, and source-generated JSON serialization, then check all target frameworks.

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• Preparing a .NET project for Native AOT
• Resolving IL warnings from trimming analysis
• Adding annotations to reflection code

Correct and improve existing MSTest tests using APIs supported by the installed version. Refine assertions and failure messages, update data-driven tests, fix setup and cleanup, and address MSTest diagnostics while preserving the project's established conventions.

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• Making assertion failures easier to understand
• Correcting expected and actual argument order
• Improving existing data-driven tests

Refactor C#/.NET code through renaming, extraction, consolidation, and other structural changes while preserving behavior. Check compatibility beyond code references, including public APIs and serialized names, then validate with builds and relevant tests.

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• Rename C# members and update their references
• Extract shared logic from duplicate code
• Reorganize code while preserving public API compatibility

Configure dependency injection in .NET MAUI, a way to supply objects with the services they need. Covers service registration, instance lifetimes, page and ViewModel constructors, Shell navigation, platform implementations, and test substitutions.

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• Register services, Pages, and ViewModels
• Choose shared or freshly created service instances
• Connect Shell navigation with constructor injection

Investigate MSBuild failures caused by projects or build configurations writing to the same output folders. Compare build logs, output paths, and project settings to identify collisions behind overwritten files, restore errors, or failures that disappear on retry.

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• Investigate file access errors during parallel builds
• Find shared intermediate folders causing NuGet restore errors
• Check output paths when building for multiple frameworks

Configure and troubleshoot custom build logic in MSBuild. Check hooks, import order, control properties, and NuGet package layouts to explain why extension files are missing, skipped, or replaced, including paths for specific target frameworks.

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• Investigating MSBuild extensions that fail to load
• Controlling the order of imported extension files
• Checking NuGet build extension package layouts

Turn ideas, experiences, and messages into structured stories for pitches, brand narratives, speeches, and creative writing. Choose a narrative framework, identify missing story beats, and refine tension and pacing while keeping factual claims separate from invention.

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• Structuring a founder or brand origin story
• Turning a product pitch into a story
• Refining the dramatic flow of a speech

Helps build a research framework by comparing theories, mapping relationships between variables, and deriving testable hypotheses. Explores less conventional options, examines weaknesses and competing explanations, and produces diagrams with anticipated reviewer objections.

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• Comparing theories for a research question
• Deriving hypotheses from relationships between variables
• Examining weaknesses and anticipated reviewer objections

Prepare benefits and costs tables for a project before a cost-benefit analysis. Each item includes importance, sponsor cash flow, a measurement approach, and a monetary valuation method, using one of five supported appraisal frameworks.

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• Listing benefits and costs before project appraisal
• Organizing social benefits beyond cash flows
• Checking for double counting and sunk costs

Guide implementation, upgrades, and debugging by checking official documentation and local specifications first. Identify the relevant version, confirm supported behavior, and use those findings to produce an implementation or answer with appropriate validation.

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• Integrate an external API using official documentation
• Check breaking changes before upgrading a library
• Investigate errors caused by API changes

Review scientific manuscripts and grant proposals using structured checklists. Assess methods, statistics, reproducibility, ethics, and reporting completeness, then organize findings into a balanced report with major concerns, minor comments, and specific suggestions for revision.

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• Drafting a structured journal peer review
• Reviewing methods in a grant proposal
• Checking a manuscript before revision

Routes problems to appropriate mathematical frameworks using expert heuristics

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Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, and pain management. Includes SMART goal frameworks, evidence-based interventions with minimal text citations, regulatory compliance (HIPAA), and professional formatting. Prioritizes brevity and clinical actionability.

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