“using”的搜索结果

Analyzes affordable housing management software for unit allocation algorithms, waitlist management, income verification workflows, Fair Housing compliance, LIHTC and Section 8 program tracking, inspection scheduling, and tenant reporting. USE THIS SKILL WHEN: - You are reviewing housing management software or tenant management systems - Someone asks about Section 8, LIHTC, or public housing program compliance - You need to audit unit allocation algorithms for fairness or bias - A project involves waitlist management, income verification, or rent calculations - You are evaluating HUD compliance (50058, EIV, PIC submissions) - Someone mentions Fair Housing, reasonable accommodation, or protected class handling - You need to review HQS/NSPIRE inspection tracking or abatement workflows - A codebase handles tenant eligibility, subsidy calculations, or housing vouchers TRIGGER PHRASES: "affordable housing", "Section 8", "LIHTC", "public housing", "waitlist management", "income verification", "Fair Housing", "HUD compliance", "rent calculation", "housing voucher", "tenant management", "HQS inspection", "unit allocation", "housing authority"

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Screen Chinese A-shares, Hong Kong stocks, and US stocks using valuation ratios, profitability, and financial statement data. Set criteria to identify value or growth candidates, with market-specific guidance on using the results in historical strategy tests.

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• Find value stocks using valuation and profitability criteria
• Filter Chinese A-shares using published financial statements
• Build a US or Hong Kong stock universe for strategy testing

Look up Amazon products using an ASIN, Amazon's unique product identifier. Retrieve structured details such as title, current price, ratings, brand, description, and material to enrich product catalogs or support price and rating comparisons.

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• Enriching product catalogs using ASINs
• Comparing Amazon prices with other retailers
• Checking changes in average ratings and rating counts

Improve LLM prompts using Arize production traces, evaluation results, and human feedback. Extract current instructions, identify recurring failures, revise the prompt, and compare experiments to measure changes in output quality and catch regressions.

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• Improve a prompt using failed production traces
• Fix responses that use the wrong output format
• Review unsupported answers in retrieval-based responses

Deploy and manage Vercel projects using access tokens instead of interactive login. Covers selecting the right project and team, preview deployments, environment variables, domains, and checking deployment status and logs.

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• Deploy a preview using an access token
• Add or retrieve environment variables
• Check deployment status and build logs

Analyze Excel data using custom categories, count distributions, and compare groups with charts. Score text using its length, technical terms, numbers, and selected complex concepts, then visualize difficulty levels and the relationship between text length and scores.

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• Summarize Excel records using custom categories
• Compare category distributions across groups
• Score and grade text using adjustable rules

Predict protein structures by connecting MSA-Search with OpenFold3. It finds related sequences, aligns them to provide evolutionary context, and saves predicted structures with confidence scores. It also supports comparing predictions with and without that context.

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• Predict protein structures using related sequences
• Save alignments, structures, and confidence scores
• Compare predictions with and without alignment context

Implements Riverpod (v3.3.x) compile-safe state management for Flutter apps. Use when implementing @riverpod code generation providers, handling AsyncValue loading/error/data states, using ref.watch/ref.read/ref.listen, setting up ProviderScope, writing Notifier/AsyncNotifier classes, using FutureProvider/StreamProvider, applying autoDispose and family modifiers, combining providers, testing providers in isolation, scoping rebuilds with Consumer instead of ConsumerWidget, using ref.watch with select() for field-level precision, migrating from StateNotifierProvider or Riverpod 2.x patterns, handling Notifier resource lifecycle with ref.onDispose, or using experimental Mutation and offline persistence APIs.

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Legacy compatibility entry for prompts or documentation that explicitly name `using-superpowers`. Route new skill-discovery workflows to `using-skills`; do not activate both entrypoints for the same task.

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Rust 製ローカルファースト vector 特化クエリ DB fandhe-db (PostgreSQL wire protocol v3 互換) の fandhe-db-engine / fandhe-db-wire-server リファレンス。 USING PLAN / USING OPERATION_ID 構文、DDL / JOIN / CTE / window 関数、 拡張クエリ・COPY・トランザクション、TLS 1.3 / SCRAM-SHA-256、 NoSQL HTTP 表層、precision・recall モード、HNSW / BM25 / RRF hybrid / rerank、 redb 永続化、tenant・RLS、SIMD / wgpu、wire_code エラー契約。

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为PDF解析、文本提取和图像分析设计基于文件内容的缓存。移动或重命名文件后仍可复用结果，内容改变时重新处理，并将损坏的缓存视为未保存。

• 复用PDF文本提取结果
• 移动文件后继续复用结果
• 为现有处理函数添加缓存

使用TRL指导语言模型进一步训练，使回答更符合指令或人的偏好。涵盖数据准备、训练方式选择、奖励模型训练与评估，以及内存不足和训练不稳定时的调整。

• 用回答示例训练模型遵循指令
• 用DPO学习回答偏好
• 构建使用奖励模型的RLHF流程

使用p5.js，通过粒子运动和数学规则创作原创生成艺术。作品配有交互界面，可调整数值、比较变化，使用种子复现相同条件下的画面，并保存为PNG。

• 用代码创作原创艺术
• 尝试粒子与流动效果
• 调整种子和参数比较变化

根据代码或文字说明创建、更新Figma界面，使用设计系统的组件，以及颜色、间距等共享视觉设置，将应用页面转换为Figma设计。

• 将应用代码转换为Figma设计
• 根据文字说明创建界面
• 使用共享组件更新界面

Create or update GitHub pull requests using the project's required template. Organize changes and test results, preserve every template section, and check target branches and release notes against the documented workflow.

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• Create a pull request using the required template
• Organize changes and test results for a draft pull request
• Check hotfix and backport requirements

Send crypto payments through Binance Pay using QR codes or payment links, then check payment status. Generate links and QR codes to receive payments, with support for C2C payments and automatic detection of PIX QR codes.

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• Pay using a Binance Pay QR code
• Pay using a PIX QR code
• Generate a link to receive crypto

Work with PDF files using PDFtk Server commands to merge documents, extract or rotate pages, fill forms, add watermarks, and manage password protection. Includes practical command examples and guidance for troubleshooting common problems.

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• Merge multiple PDFs into one document
• Extract selected pages or remove unwanted pages
• Fill PDF forms from FDF data

Write JavaScript and TypeScript tests with Jest using consistent structure, dependency mocking, and checks for asynchronous code. Includes guidance for snapshots and React components, focusing on user interactions, accessibility, and choosing appropriate assertions for expected results.

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• Organize Jest test files and test names
• Replace API or database dependencies with mocks
• Test asynchronous results and errors

Turn a specification file into a GitHub feature request issue. The skill extracts requirements, checks existing issues, and creates or updates one issue covering the specification, using a template to organize the problem, solution, and context.

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• Turn a specification into a feature request issue
• Check existing issues before registering a request
• Update an existing issue with specification requirements

Create threat detection rules in Sigma, a shared format for security log searches, and convert them for Splunk, Elastic, or Microsoft Sentinel. Validate syntax, test expected matches and false positives, and map coverage to MITRE ATT&CK.

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• Turning threat reports into detection rules
• Reusing detection logic across SIEM platforms
• Testing rule matches and reducing false positives

Build a recurring vulnerability scanning process with Nessus, Qualys, or OpenVAS. Prioritize findings using asset importance and known exploitation, then organize remediation deadlines, monitoring dashboards, and automatic tickets for urgent issues.

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• Establish recurring infrastructure vulnerability scans
• Prioritize fixes using asset importance and exploitation data
• Track remediation deadlines and overdue findings

Assess exposure of Windows secrets protected by DPAPI, the operating system’s data protection service, during authorized security tests. Guide examination and decryption of saved credentials and browser data using available user sessions, credentials, or backup keys.

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• Assessing saved credential exposure in authorized tests
• Examining collected DPAPI files offline
• Reviewing protected browser and RDP credentials

Guide language model training with TRL, from learning to follow instructions to matching human preferences. Covers method selection, training data, reward models that score responses, evaluation, and adjustments for memory limits or unstable training.

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• Train a model on instruction and response examples
• Align responses using preferred and rejected answer pairs
• Build a training pipeline using human feedback

Configure Claude Code and improve how you assign coding tasks. This guide provides a CLAUDE.md template, practical prompting examples, debugging approaches using logs, and a workflow for making and checking small changes.

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• Set up project guidelines in CLAUDE.md
• Write clearer requests for coding tasks
• Investigate unexpected agent behavior using logs