'frameworks' 검색 결과

Convert feature requirements and implementation plans into a test strategy, task checklist, and quality assurance plan for GitHub projects. Define test coverage, priorities, dependencies, estimates, and quality checkpoints using established testing and software quality frameworks.

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• Plan testing from feature requirements and implementation documents
• Break testing work into tasks for GitHub issue management
• Prioritize performance, security, and accessibility checks

Review AI prompts for harmful output risks, bias, privacy concerns, security weaknesses, and clarity. Receive an assessment, a revised prompt, and suggested tests with explanations of the principles behind each improvement.

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• Review a prompt before putting it into use
• Check wording for stereotypes and bias
• Assess data exposure and prompt injection risks

Generate coding agent instruction files from a project's actual code using AgentRC. Capture detected languages, frameworks, and conventions in one shared file or split rules by topic and project area, with a preview before writing.

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• Create project instructions for VS Code Copilot
• Refresh agent rules after project changes
• Split monorepo instructions by project area

Review an AI agent codebase against ten OWASP ASI security risk areas. Examine tool permissions, input validation, identity checks, audit logs, and other controls, then summarize coverage, gaps, and recommended improvements in a report.

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• Reviewing agent security before production deployment
• Mapping existing controls to ten security risk areas
• Preparing findings for a security review or audit

Helps integrate CopilotKit into an app by consulting current documentation and source code. Covers chat interfaces, agent connections, shared state, and troubleshooting, with guidance on checking configuration and avoiding incompatible API versions.

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• Adding a CopilotKit chat interface to an app
• Connecting an agent framework
• Diagnosing runtime connection problems

Compare Chinese A-share sectors using business conditions, price trends, valuation, and fund flows. The skill provides scoring and ranking frameworks to organize sector allocation proposals and trace how demand or cost changes affect connected industries.

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• Compare business conditions across Chinese A-share sectors
• Rank sectors by price trends, earnings changes, and fund flows
• Trace cost and demand changes through industry supply chains

Use investor psychology to examine trading signals and risk controls, especially in China A-shares. The skill provides sentiment measures, checklists for biased decisions, and frameworks for assessing momentum, which follows trends, and reversal strategies.

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• Reviewing market optimism and fear
• Examining momentum and reversal strategies
• Checking investment decisions for cognitive biases

Analyze convertible bonds in China's A-share market through bond value, stock conversion value, and option value. Review conversion-price resets and redemption clauses, then compare candidates using low-price, low-premium screening and periodic portfolio rotation frameworks.

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• Compare bond, stock conversion, and option values
• Review conversion-price resets and early redemption risks
• Screen bonds for low prices and low conversion premiums

Analyze Donald Trump’s negotiations, public messaging, and decisions using frameworks drawn from public records. Compare possible next moves with probabilities, confidence levels, and unknown factors, or switch to roleplay to simulate his responses in a given situation.

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• Interpreting negotiation demands and threats
• Comparing possible next moves with confidence levels
• Examining public statements and media messaging

Review investment and business decisions using frameworks drawn from Charlie Munger’s public work. Examine failure paths, thinking biases, and incentives, compare opposing evidence, and identify questions that fall outside the available knowledge.

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• Reviewing how a business decision could fail
• Checking for interacting thinking biases
• Examining management incentives and risk

Explore career choices, business opportunities, and competing goals using frameworks drawn from Naval Ravikant’s public work. Examine how software or content can multiply effort, identify distinctive knowledge, and clarify what wealth and freedom mean for a decision.

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• Evaluating whether a job can multiply the value of effort
• Exploring distinctive knowledge built through experience
• Sorting competing goals and desires

Compare education and career choices using frameworks drawn from 张雪峰’s public statements. The skill considers family finances, academic results, employment rates, and median salaries to work backward from typical graduate outcomes toward practical options.

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• Comparing majors through typical graduate outcomes
• Choosing schools with family finances in mind
• Evaluating postgraduate study against employment options

Examine startup ideas, product demand, writing, and career choices through frameworks drawn from Paul Graham’s essays and interviews. Reframe unclear questions, consider user needs and growth, and use writing and iteration to uncover better directions.

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• Testing startup directions against real user needs
• Reviewing a company through its founders, product, and growth
• Using writing to clarify an unfinished idea

Analyze product, organization, international expansion, and hiring decisions through frameworks drawn from 张一鸣’s public statements. Examine information flow, user needs, and long-term tradeoffs to identify underlying problems and opportunities for small-scale validation.

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• Reviewing product ideas against underlying user needs
• Examining information flow and reporting layers
• Planning small tests before international expansion

Examine AI product reliability, learning methods, and model limitations through frameworks drawn from Andrej Karpathy’s public statements. Assess the gap between demonstrations and real use, uneven capabilities, and where people should retain control.

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• Assessing AI product reliability beyond a demo
• Planning hands-on study of neural networks
• Examining LLM strengths and failure patterns

Test whether you understand a concept and whether evidence supports a decision using frameworks drawn from Richard Feynman’s work. Explore concrete examples, simple demonstrations, counterevidence, and the limits of analogies to expose gaps in reasoning.

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• Checking understanding beyond memorized terminology
• Finding counterevidence to a favored conclusion
• Reviewing processes that prioritize form over results

Explore marketing, publicity, and crisis communication through frameworks derived from Justin Sun’s public statements and actions. The skill examines attention, timing, and messaging, then responds in a forceful persona using verified figures and recognizable events.

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• Analyzing how publicity attracts attention
• Examining crisis communication narratives
• Considering when to join trending topics

Assess cybersecurity risks using NIST SP 800-30 Rev 1 by examining threats, weaknesses, likelihood, and business impact. Produce a ranked risk register, a structured record of risks and recommended responses, with a summary for leadership.

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• Preparing documented risk analysis for compliance frameworks
• Assessing a new system before launch
• Reporting the highest risks to leadership

Turn user data and interviews into research-backed personas, or representative user profiles. The toolkit also supports mapping user journeys, planning usability tests, and combining research findings to guide and validate design decisions.

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• Creating personas from user data and interviews
• Mapping the steps of a customer journey
• Planning usability tests to validate a design

Helps B2B SaaS teams define target customers, explain product value, and plan market launches. Includes positioning frameworks, competitor comparison sheets for sales, win/loss analysis, and guidance for international expansion.

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• Define ideal customers and buyer roles
• Clarify product positioning and messaging
• Prepare competitor comparison sheets for sales

Prioritize product features, analyze customer interviews, and draft product requirements documents. Scoring scripts and document templates help turn customer problems, expected impact, and development effort into a roadmap with clear scope and success measures.

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• Prioritizing features within team capacity
• Extracting customer problems from interviews
• Drafting requirements for a new feature

Structure executive decisions, compare business scenarios, and prepare board or investor communications. Provides strategy and financial analysis scripts, decision checklists, and templates for organizing company priorities, leadership routines, and organizational culture initiatives.

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• Develop a strategy and prioritize initiatives
• Compare financial scenarios for business plans
• Prepare board materials and investor updates

Create blog posts and social media content with a consistent brand voice, meaning a recognizable writing style. Includes tools for analyzing existing text and suggesting search optimization improvements, plus templates for adapting content and planning publication calendars.

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• Define a consistent brand writing style
• Improve blog posts for search
• Adapt articles into social media posts

Design and implement machine learning systems for production use. Cover data preparation, training, prediction services, model comparisons, monitoring, and retraining, with attention to reliability, response time, resource costs, and both technical and business evaluation metrics.

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• Designing a real-time recommendation service
• Comparing model versions with A/B testing
• Detecting changes in data and model performance