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 and review interfaces against WCAG 2.2 accessibility guidelines. Covers keyboard navigation, screen readers that read interface content aloud, accessible forms, mobile support, and display preferences, helping identify and fix barriers to using a website or app.
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Capture and analyze network traffic to understand custom protocols, including message boundaries and field meanings. Use the findings to document formats, investigate communication problems, and validate behavior through replay and tests with unusual inputs.
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Help agents continue work in projects using Superself. Read current goals and decisions, attach work to tracked units, record progress with supporting evidence, and preserve confirmed decisions so later sessions can resume with context.
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Publish and schedule content across social platforms through the SocialClaw API. Supports adapting copy for each channel, attaching reusable images or videos, coordinating campaigns, and retrieving engagement metrics such as impressions, clicks, and reactions.
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Estimate a venture’s market size using industry reports, customer counts and pricing, or willingness to pay. Organize results into total, serviceable, and realistically obtainable revenue opportunities to support business planning and investor presentations.
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Identify security threats in system designs using STRIDE, a method covering six threat categories. Use structured questions to review components, prioritize threats by impact, and document findings and possible safeguards.
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Build three- to five-year financial projections for early-stage startups, linking revenue, expenses, hiring, and cash balances. Compare conservative, base, and optimistic scenarios, estimate how long cash will last, and model fundraising amounts and ownership dilution.
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Compare competitors, pricing, and market positions to identify differentiation options. Use structured analysis and positioning maps, which compare businesses on key customer priorities, to assess market entry choices and whether competitive advantages can last.
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Map security threats into attack trees, branching diagrams that connect an attacker’s goal to possible steps. Assess cost, time, expertise, and detection likelihood to identify defense gaps, prioritize mitigations, and explain risks to stakeholders.
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Learn how to check Claude Code tool calls against a policy and create digitally signed execution records. This walkthrough covers setup, offline verification, tamper demonstrations, and CI/CD integration before adopting the protect-mcp runtime plugin.
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Design backtests that evaluate trading strategies against historical data. Account for trading costs, avoid using future information or excluding delisted securities, and compare strategies using separate development and evaluation periods.
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Structure Python code to release files and database connections reliably, including when errors occur. Covers context managers, which handle setup and cleanup, asynchronous resources, nested cleanup, and streaming responses that retain accumulated state.
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Organize Python projects with clear file responsibilities, directory layouts, and public interfaces—the functions and classes intended for other code to use. Covers new projects, existing code reorganization, test placement, package exports, and dependency direction.
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Export an approved fine-tuned model into a format suited to its hardware and runtime. Choose weight packaging and quantization, which reduces numerical precision, then compare outputs before and after export to check for regressions.
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Build Stripe payment flows for one-time purchases and subscriptions. The skill covers checkout options, customer payment methods, refunds, and webhooks, which notify an application about payment events, with examples for testing payment behavior.
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Prepare and review LoRA or QLoRA settings for adapting language models using example responses. Choose trainable layers, adapter capacity, learning rate, and memory-related options, then produce configuration values for a downstream training script.
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Move Python application settings out of code and into environment variables. Use pydantic-settings to check value types and required fields at startup, organize development and production settings, and keep secrets out of version control.
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Design machine learning workflows from data preparation through training, validation, deployment, and monitoring. Use templates and guidance to connect stages, track versions and experiments, handle failures, and plan gradual releases with rollback options.
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Design recommendation and ranking systems that select the best items for a user or situation. Organize retrieval, enrichment, filtering, scoring, selection, and background actions into six stages, then generate a runnable scaffold for your chosen stack.
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Build Grafana dashboards that show application and infrastructure health through request rates, errors, response times, and resource usage. Organize metrics into useful panels, add filters and alerts, and manage dashboard definitions as code.
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Help secure payment systems using PCI DSS, the payment card data security standard. Covers encryption, log masking, access controls, and tokenization, which replaces card details with substitute values to reduce direct handling of sensitive data.
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Add retries and timeouts to Python service calls, with increasing and randomized waits between attempts. Use examples to distinguish temporary failures from permanent errors, limit retry duration, and record retries in logs.
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Design and refactor Python components with clear responsibilities and simple structure. Assess when to split large classes, combine objects instead of extending them, and extract shared code without introducing unnecessary abstractions.
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