Use when designing, reviewing, or debugging Batch Apex contracts, scope sizing, stateful behavior, chaining, and AsyncApexJob monitoring.
How to route non-interactive workloads (evaluations, mass refactoring audits, dataset generation) through Anthropic and OpenAI Asynchronous Batch APIs to cut token bills 50%.
Generate N analysis scripts from a single methodology template × multiple exposure/outcome combinations. The "80-person team" pattern — same validated method, swap variables only.
Validate production batch execution - trigger daily runs and analyze traces for architecture completeness and result quality
Expert-level Windows batch file (.bat/.cmd) skill for writing, debugging, and maintaining CMD scripts.
Batch Inference Pipeline - Auto-activating skill for ML Deployment. Triggers on: batch inference pipeline, batch inference pipeline Part of the ML Deployment skill category.
When the user needs to perform the same operation across multiple files, components, or entities. Use when the user says "do this to all," "batch," "bulk update," "across all…
Decompose large-scale changes into independent units and spawn parallel agents in isolated worktrees.
Cascade the same edit pattern across N files safely. Use when applying the same refactor to multiple files (e.g.
Bash Automated Testing System (BATS) for TDD-style testing of shell scripts. Use when: (1) Writing unit or integration tests for Bash scripts, (2) Testing CLI tools or shell…
Master Bash Automated Testing System (Bats) for comprehensive shell script testing. Use when writing tests for shell scripts, CI/CD pipelines, or requiring test-driven de — from…
Master Bash Automated Testing System (Bats) for comprehensive shell script testing. Use when writing tests for shell scripts, CI/CD pipelines, or requiring test-driven de — from…
Master Bash Automated Testing System (Bats) for comprehensive shell script testing. Use when writing tests for shell scripts, CI/CD pipelines, or requiring test-driven de — from…
Spezialfall Contractual Trust Arrangement CTA: doppelseitige Treuhand, Insolvenzschutz durch Verpfaendung an Arbeitnehmer, IFRS-Status Trust Assets, deutsche HGB-Bilanzierung.
Applies Bayesian reasoning to systematically update probability estimates with new evidence, helping make better forecasts and avoid overconfidence.
Bazel build system skill for C/C++ projects. Use when writing BUILD files with cc_library and cc_binary rules, registering toolchains, configuring remote execution, debugging…
从粗略 idea 设计芯片或功能模块架构，输出专业架构文档到 spec_arch 目录。Trigger: 芯片架构设计, IC架构, 电路模块设计, 硬件架构. Generate IC/Chip architecture specification from rough ideas.
生成芯片功能模块微架构文档（MAS、FSM、数据通路、验证计划、DFT）。Generate microarchitecture specification for chiplet modules. Trigger: /bb-mas, 微架构文档, MAS, FSM, datapath, verification plan, DFT
Batch-balanced k-nearest neighbors for single-cell data integration. Fast and simple Python implementation for batch correction.
Create, improve, convert, validate, run, and integrate bbt scenarios for black-box CLI testing. Use when the user mentions bbt, behaviour scenarios in Markdown, executable…
Use the BigCommerce GraphQL Storefront API — queries, mutations, authentication tokens, customer impersonation, cart operations, and schema exploration.
Authoritative design system, standalone HTML template, and automated GitHub Pages live hosting workflow for creating neutral, enterprise-grade developer documentation and user…
Generate executable BDD test files from Given/When/Then acceptance criteria using pytest-bdd (Python) or Cucumber.js (JavaScript). Bridges the gap between.
Guide developers through Behavior-Driven Development workflow. Use when: writing BDD scenarios, using Gherkin syntax, Given-When-Then format, feature files, Three Amigos…
Python 環境における BDD（Gherkin + behave）自動テスト実装を専門的に支援する コーディングエージェント向けスキル定義。 spec-weaver の trace 機能を前提とし、仕様・設計・実装を逆引きしながら 「あるべき振る舞い」をテストとして固定化する。 テストが現在の実装と乖離して失敗することは設計上正常であり歓迎される。…
Behavior-Driven Development skill using Cucumber, covering feature files, step definitions, Gherkin best practices, data tables, scenario outlines, and hooks.
Use before writing Gherkin when exploring a story's behaviour, rules, examples, questions, scope, or readiness with stakeholders
Use when writing or reviewing Gherkin scenarios, especially after discovering examples or edge cases that reveal a business rule
Use when: writing Gherkin BDD scenarios for PHR/payroll workflows, creating feature files for lpbunified or WCS modules, building Xray traceability, or translating business…
Behavior-Driven Development with Gherkin syntax, step definitions, scenario outlines, data tables, and living documentation generation.
BDD orchestrator for feature-level work. Use when user says 'add', 'implement', 'build', 'feature', 'iteration', 'story', 'phase', 'resume', 'continue', or references a…
Writes behavior specifications in Gherkin format. Use when defining features from user perspective or creating acceptance tests.
QA assistant for Behavior-Driven Development. Use to write Gherkin feature files, run BDD tests, and ensure specification adherence.
Behavior-Driven Development (BDD) で振る舞いを定義・シナリオ化するためのガイド。Given-When-Then と Gherkin で受け入れ条件やエッジケースを整理し、失敗パターンや小さく始める導入ステップを含めて、業務言語で明確なシナリオを書くときに使う。 — from engineering/testing
Behavior-Driven Development (BDD) で振る舞いを定義・シナリオ化するためのガイド。Given-When-Then と Gherkin で受け入れ条件やエッジケースを整理し、失敗パターンや小さく始める導入ステップを含めて、業務言語で明確なシナリオを書くときに使う。 — from…
Writing Given/When/Then specifications in Behavior-Driven Development. Covers feature files, scenario outlines, data tables, and mapping specs to implementations.
Implementing BDD specifications in TypeScript with Vitest and Effect. Covers step definitions, hooks, context sharing, and Effect-based test patterns.
Mengajarkan Ceobe untuk generate dan menjalankan Gherkin scenarios (BDD) dari BRD acceptance criteria.
Complete Behavior-Driven Development workflow coordinating SCENARIO → STEP DEFINITIONS → IMPLEMENT → REFACTOR cycle with Given/When/Then scenarios.
Rules and checklists for writing high-quality BDD specifications and converting approved BDD specs into executable tests.
Browser debugging and telemetry via Chrome DevTools Protocol. Use when testing the Astro dev server, inspecting network requests, debugging console errors, capturing scre — from…
Browser debugging and telemetry via Chrome DevTools Protocol. Use when testing the Astro dev server, inspecting network requests, debugging console errors, capturing scre — from…
BDI (Beliefs-Desires-Intentions) agency framework for designing autonomous agents with mental state architectures
Integration of BDI agent architecture with soft systems methodology for complex organizational problem-solving
Summarize BEACH numerical methods, physical assumptions, algorithms, architecture, and model limitations for papers, reports, README, or presentations.
Turn recorded agent sessions (Beacon traces from Claude Code, Cursor, Codex, OpenCode, and other harnesses) into reviewed, reusable project memory.
Debug failed/issue tasks from Beam.ai using Langfuse traces. Load when user says "debug issue tasks", "check failed tasks", "why did task fail", "task errors", "debug agent", or…
Design and refactor beam tracking ML/RL pipelines (CSI teacher vs RSRP student), enforce shape contracts, and produce inference-safe models.
Gerar apresentações Beamer LaTeX no padrão UNESP dark mode. Usar quando o usuário pedir para criar slides, apresentações, ou palestras em Beamer/LaTeX.
Gerar apresentações Beamer LaTeX no padrão UNESP dark mode. Usar quando o usuário pedir para criar slides, apresentações, ou palestras em Beamer/LaTeX.
Robust deployment patterns for Elastic Beanstalk with GitHub Actions, Pulumi, and edge case handling
Periodic task scheduling patterns with Celery Beat (crontab, interval, solar). Use when configuring periodic tasks, setting up task schedules, implementing recurring jobs,…
Expert guidance for HTML/XML parsing using BeautifulSoup in Python with best practices for DOM navigation, data extraction, and efficient scraping workflows.
Beauty Contest Scoring: steuert Kanzleien nach Erfahrung, Team, Budget, Chemistry, Konflikten und Umsetzungskraft bewerten zwischen Kanzlei, Mandant und Rechtsabteilung mit…
Write Python code in the style of David Beazley, author of Python Cookbook. Emphasizes generators, coroutines, metaprogramming, and understanding Python's internals.
Develop software in the style of Kent Beck, creator of Test-Driven Development and Extreme Programming.
Step-by-step guide for migrating from Honeycomb Beelines (End of Life) to OpenTelemetry instrumentation.
Use when considering, evaluating, or performing a refactor, restructure, cross-file rename, or cleanup
PHP BDD testing with Behat framework using Gherkin feature files, Mink browser extension, context classes, and Symfony integration for behavior-driven acceptance testing.
Generates Behat BDD tests for PHP with Gherkin feature files and MinkContext for browser testing. Use when user mentions "Behat", "PHP BDD", "Mink", "behat.yml".