A consolidated Markdown guide based on the provided Whitespace documentation (including the OCR'd PDFs) and the public Swagger UI, focusing on the workflow for an insurance carrier to:
Risky
Risky this week
Grades D and F from recent scans. Read the reasons before you touch these.
The release process has TWO separate phases with a mandatory human review between them:
TEST ONLY
Modern frontend development standards for accessibility, testing, TypeScript, and Tailwind CSS.
This document serves as the comprehensive API reference for the OSINT Blog headless API system. It's designed to be used by: - Frontend developers integrating with the blog API - Backend developers maintaining or extending the API - Third-party integrators building external applications - QA engineers testing API functionality - Technical writers creating derived documentation The API documentation should be consulted when: - Implementing client applications that consume the blog API - Developi…
Правила форматів для .github/workflows
Правила форматів для .github/workflows
Source: https://modelcontextprotocol.io/clients
These rules define what this repository is (and is not), how to work within it, and what must never be committed. They distill the intent of QUICK_START.md and README into enforceable, actionable guidance.
From: DCSwap project agent To: Datachain Rope AI Agent — you must execute the commands below Date: 2026-03-02T16:15Z Priority: CRITICAL
ubs --only=rust crates/terraphimautomata/src/lib.rs # Rust files only ubs --only=python test.py # Python files only ubs --only=js desktop/src/lib/*.ts # JavaScript/TypeScript files only ubs --only=js,python src/ # Multiple languages
ubs --only=rust crates/terraphimautomata/src/lib.rs # Rust files only ubs --only=python test.py # Python files only ubs --only=js desktop/src/lib/*.ts # JavaScript/TypeScript files only ubs --only=js,python src/ # Multiple languages
Monorepo (plain git, no workspace tooling) for Ciudadan, a Spanish-language civic/community platform. Two subprojects, each with its own package.json and .env:
This package contains everything other site agents need to integrate with the Multi-Site Hub API.
OpenClaw 在 2026-09-08 处于高吞吐但未发布状态。过去 24 小时内，仓库记录了 449 个更新的 issue（229 个仍开放，220 个已关闭）和 500 个更新的 pull request（286 个开放，214 个已合并/关闭），综合关闭率接近 46%，但没有发布任何新版本。活动重点集中在 Telegram 通道的持久化、多智能体会话稳定性、Gateway 事件循环上的 SQLite/事务争用，以及升级后的恢复路径。多版本（2026.8.1、2026.8.2、2026.9.1、2026.9.2）中持续存在多个未修复的反复出现的 bug，最新版本上还有数个"钻石龙虾"级别的回归问题尚未合并修复。整体项目健康度：活跃且响应迅速，但发布节奏低于 bug 引入速度。
These rules apply to every coding agent working in this repository, whatever host it runs in. CLAUDE.md imports this file; Codex reads it directly.
Version 1.0.0 Redis, Inc. January 2026
This repo is GLB (Glacier Boys), formerly grid-lord: a local-first Solana SOL/USDC grid + DCA trading bot with an optional Jupiter Perps sleeve and pump.fun meme slots. It runs on the owner's Mac under launchd (com.buzzkillb.glb), serves a local dashboard, and — critically — it can trade real funds. Read this file fully before changing anything.
Every commit on main that changes a production file must include a semver bump in pyproject.toml in the same commit. Do not merge or push prod changes without updating the version.
Self-hosted cloud agents for omp on vibemon (vmon) microVMs. docs/.md and CHANGELOG.md are the reference and change in the same commit as the code: design reasons and known limitations go in docs/architecture.md, the contract in docs/api.md, trust boundaries in docs/security.md. Verified facts about omp, vmon and the rest of the stack that the code relies on are in this file or in the comment of the code that depends on them. Owner-specific host notes go in the untracked AGENTS.local.md. Read d…
This file is the single entry point for every coding agent (Cursor, Claude Code, Codex, and similar). Humans use README.md for a short product introduction.
An Agent Pool represents a group of Agents, often related to one another by sharing a common network segment or purpose. A workspace may be configured to use one of the organization's agent pools to run remote operations with isolated, private, or on-premises infrastructure.
This file is the entry point for any agent (opencode, future coding agents, or human contributors) working on the PP Namias portfolio. It captures the repo's working agreements, the available skills, and the most common workflows.
Complete guide to development tools, MCP servers, and AI agent configuration for the Riddle Rush monorepo.
IMPORTANT: Always test installation scripts in containers, never on the host system.
The working contract for this Knowledge System of Record. CLAUDE.md points here; every coding agent reads this file first.
Operon is a desktop IDE for researchers, built with Tauri 2 (Rust backend + React/TypeScript frontend). It wraps Codex into a professional multi-panel developer environment with an integrated terminal, file browser, Monaco code editor, and AI chat interface. Designed for scientists who work on HPC compute clusters — it runs Codex agents directly on remote compute nodes via SSH and tmux, with sessions that persist across app restarts.
Navegação: ← Core Engine | Database →
This is a LiveKit Agents project. LiveKit Agents is a Python SDK for building voice AI agents. This project is intended to be used with LiveKit Cloud. See @README.md for more about the rest of the LiveKit ecosystem.
This is a LiveKit Agents project. LiveKit Agents is a Python SDK for building voice AI agents. This project is intended to be used with LiveKit Cloud. See @README.md for more about the rest of the LiveKit ecosystem.
This is a LiveKit Agents project. LiveKit Agents is a Python SDK for building voice AI agents. This project is intended to be used with LiveKit Cloud. See @README.md for more about the rest of the LiveKit ecosystem.
A Sollo.ai-style faceless YouTube maker, driven from Discord AI sessions and built on Drew's Blotato account. This folder is the plugin: every Discord session (Claude, Codex or DSH) that starts here reads this file and the skills in .agents/skills/ (Claude sees them through .claude/skills, a symlink).
Any AI program can ask AgathOS "is this text safe to read?", "is this file safe?" and "may I do this step?", and, with the AgathOS app running, "what is wrong on this PC?". There are three ways in. All of them only read and ask: none can pause, resume, approve, release or change anything. That stays with you, in the AgathOS window.
This repository is a Copilot CLI extension, not a plugin.
Guidance for AI agents and contributors working on the cinc-otel gem.
コーディングエージェントと開発者向けの、このリポジトリの作業ルール。
This is a LiveKit Agents project. LiveKit Agents is a Python SDK for building voice AI agents. This project is intended to be used with LiveKit Cloud. See @README.md for more about the rest of the LiveKit ecosystem.
These instructions are designed for AI coding agents to follow directly. If you are an AI agent and a user asks you to "set up Observatory", follow the steps below for the CLI you are running in.
Joomjoo gives an agent three things it did not have: its own cards with a limit the person sets, the ability to clear the bank's security check (3DS) on its own, and its own browser with its own merchant logins so it can check out alone. Everything below runs against the live Joomjoo API with one API key.
This file provides guidance to Codex (Codex.ai/code) when working with code in this repository.
An open publication platform where AI agents write research papers, peer review each other's work, and build a citation graph. Registration and submission are autonomous — there is no human approval step and no waiting queue. Published content is CC BY 4.0.
This repo bootstraps a development environment on macOS or Linux, with special support for shared Docker/headless setups where each container has a different $HOME.
Every commit on main that changes a production file must include a semver bump in pyproject.toml in the same commit. Do not merge or push prod changes without updating the version.
Praat-aligned speech analysis engine (intensity / pitch / formants) in pure MoonBit, compiled to Wasm-GC. No external dependencies; all DSP is implemented from scratch under src/.
This version has breaking changes — APIs, conventions, and file structure may all differ from your training data. Read the relevant guide in nodemodules/next/dist/docs/ (resolved from this file's directory; in monorepos the next` package may not be visible from the repo root) before writing any code. Heed deprecation notices.
This repository contains a Laravel application. Complete the following setup before working on the user's request.
Fastify + TypeScript API with PostgreSQL. Database managed via Docker Compose. Uses Kysely for queries, Zod for validation.
This file contains essential information for AI coding agents working on the Agent Shepherd project.
Use when managing development tools, project environments, or task commands with mise. Prefer reproducible mise.toml workflows and safe, non-interactive agent execution.
Installs and checks everything cooked. needs on Mac, Windows or Linux (Python, ffmpeg, Node, git, the Python packages, the free transcription model and the Remotion renderer): on a first run it opens the editor's window first, then installs in the background. Then saves the user's style once. Also walks through the optional API keys (Gemini for reading a creator's look, ElevenLabs for verbatim transcripts), the optional CrisperWhisper model, cloud renders on Modal ($30 free credit a month), the…
Configure Cloudflare DDoS protection with managed rulesets, rate limiting,
Use when working with Bitbucket Pipelines in Azure/Microsoft environments, or when comparing Bitbucket vs GitHub Actions vs Azure DevOps for CI/CD. Triggers on any Bitbucket Pipelines question, especially regarding Azure authentication, OIDC, deployment environments, or pricing.
학생이 쓴 글(손글씨 스캔·디지털)로 교과세특 초안을 반 단위로 만드는 도구 — 사전 인터뷰부터 검수 엑셀까지. 트리거 — '세특 파이프라인', '수행평가로 세특', '활동지 스캔해서 세특', '반 전체 세특 초안'.
Activate VS MCP debugging mode for C# development. Use when asked to debug, set breakpoints, inspect variables, step through code, attach to a process, or investigate crashes/exceptions in a .NET app connected to a running VS MCP Server.
Build Solana applications with Helius infrastructure. Covers transaction sending (Sender), asset/NFT queries (DAS API), real-time streaming (WebSockets, Laserstream), event pipelines (webhooks), priority fees, wallet analysis, and agent onboarding.
Assessing GraphQL API endpoints for introspection leaks, injection attacks,
Use when a merchant wants to run instant discounts, cashbacks, bank-specific offers, or no-cost EMI at checkout — creating offers via API and having Cashfree validate eligibility and apply the discount automatically. Triggers: offers, discount, cashback, bank offer, SBI offer, HDFC offer, no-cost EMI, no cost EMI, instant discount, BIN offer, issuer offer, POST /pg/offers, offer_id, offer_code, offer_status, offer_meta, offer_details, offer_type DISCOUNT CASHBACK DISCOUNT_AND_CASHBACK NO_COST_E…
Two-stage protocol: (1) automated WCAG 2.2 baseline with axe-core + pa11y catches ~30-40% of issues; (2) user research with participants with disabilities using their own assistive tech surfaces the rest — including lived-experience friction tools can't detect. Recruit via Fable (default), AccessWorks, or Knowbility.
Fast headless browser for QA testing and site dogfooding. Navigate any URL, interact with elements, verify page state, diff before/after actions, take annotated screenshots, check responsive layouts, test forms and uploads, handle dialogs, and assert element states. ~100ms per command. Use when you need to test a feature, verify a deployment, dogfood a user flow, or file a bug with evidence. gstack also includes development workflow skills. When you notice the user is at these stages, suggest t…
"AI-powered web search and content extraction via Tavily API. Search the web, get AI answers, extract content from URLs.\n TRIGGER: \"search the web\", \"web search\", \"tavily\", \"find online\"\
Searches and reads biomedical papers, FDA/PMDA/EMA documents, clinical trials, and protein records with the GXL Paperclip CLI and Python SDK. Supports source-scoped search, full-text grep, metadata SQL, map/reduce extraction, figure analysis, optional repositories and claim verification, and line-pinned citations. Use when a task names GXL paperclip, asks to install or authenticate it, or requests literature retrieval and evidence extraction through Paperclip.
Eng manager-mode plan review. Lock in the execution plan — architecture, data flow, diagrams, edge cases, test coverage, performance. Walks through issues interactively with opinionated recommendations. Use when asked to "review the architecture", "engineering review", or "lock in the plan". Proactively suggest when the user has a plan or design doc and is about to start coding — to catch architecture issues before implementation.
This skill should be used when the user asks to "pentest WordPress sites", "scan WordPress for vulnerabilities", "enumerate WordPress users, themes, or plugins", "exploit WordPress vulnerabilities", or "use WPScan". It provides comprehensive WordPress security assessment methodologies.
Operate Railway infrastructure: create projects, provision services and databases, manage object storage buckets, deploy code, configure environments and variables, manage domains, troubleshoot failures, check status and metrics, and query Railway docs. Use this skill whenever the user mentions Railway, deployments, services, environments, buckets, object storage, build failures, or infrastructure operations, even if they don't say "Railway" explicitly.
Eng manager-mode plan review. Lock in the execution plan — architecture, data flow, diagrams, edge cases, test coverage, performance. Walks through issues interactively with opinionated recommendations. Use when asked to "review the architecture", "engineering review", or "lock in the plan". Proactively suggest when the user has a plan or design doc and is about to start coding — to catch architecture issues before implementation.
Eng manager-mode plan review. Lock in the execution plan — architecture, data flow, diagrams, edge cases, test coverage, performance. Walks through issues interactively with opinionated recommendations. Use when asked to "review the architecture", "engineering review", or "lock in the plan". Proactively suggest when the user has a plan or design doc and is about to start coding — to catch architecture issues before implementation.
Eng manager-mode plan review. Lock in the execution plan — architecture, data flow, diagrams, edge cases, test coverage, performance. Walks through issues interactively with opinionated recommendations. Use when asked to "review the architecture", "engineering review", or "lock in the plan". Proactively suggest when the user has a plan or design doc and is about to start coding — to catch architecture issues before implementation.
Eng manager-mode plan review. Lock in the execution plan — architecture, data flow, diagrams, edge cases, test coverage, performance. Walks through issues interactively with opinionated recommendations. Use when asked to "review the architecture", "engineering review", or "lock in the plan". Proactively suggest when the user has a plan or design doc and is about to start coding — to catch architecture issues before implementation.
Guide to setting up third-party authentication for a Notion Worker. Covers brokered credentials for external-service API keys / personal access tokens, OAuth, and plaintext environment secrets only when worker code needs the value. Use when the worker needs credentials for a non-Notion API, not for Notion API tokens or `ntn login`.
Use the Hugging Face Hub CLI (`hf`) to download, upload, and manage models, datasets, and Spaces.
Use the Hugging Face Hub CLI (`hf`) to download, upload, and manage models, datasets, and Spaces.
'Implements privileged session monitoring and recording using PAM
Create server functions in TanStack Start for server-side logic callable from anywhere. Use for database access, API calls with secrets, mutations, or any server-only code that needs to be called from components or loaders.
'Deploys DNS, HTTP, and AWS API key canary tokens across network infrastructure to detect unauthorized access
'Deploys DNS, HTTP, and AWS API key canary tokens across network infrastructure to detect unauthorized access
'Deploys DNS, HTTP, and AWS API key canary tokens across network infrastructure to detect unauthorized access
Querying Stellar chain data via Stellar RPC (preferred) and Horizon (legacy). Covers RPC JSON-RPC methods, Horizon REST endpoints, streaming, pagination, historical queries, Hubble/Galexie for deep history, and the RPC/Horizon migration story. Use when reading balances, transactions, operations, ledgers, contract events, or building any indexer/analytics workflow.
Personal productivity system for task and capacity management. Create and organize tasks with rich attributes (priority, effort, complexity, tags), track time and streaks, manage capacity across projects and contexts, view Eisenhower Matrix prioritization, sync calendar subscriptions, handle delegation and follow-ups, and get AI-powered insights. Supports batch operations, multi-project workflows, and real-time capacity planning to prevent overcommitment.
Reference for Manus's built-in LLM catalog and how to call it correctly. Read this BEFORE writing any script that calls LLMs in bulk (summarization, translation, classification, extraction, deep analysis, judging/evaluation, map/parallel fan-out) on a Manus computer — the Sandbox, the user's local computer, or a Cloud Computer — AND before using the built-in LLM in a webdev project (invokeLLM / listLLMModels). Use it to discover which models exist, each model's price/capabilities, how to pick o…
Execute systematic privilege escalation assessments on Linux systems to identify and exploit misconfigurations, vulnerable services, and security weaknesses that allow elevation from low-privilege user access to root-level control.
Super QA canonical workflow for functional bug-bash, evidence capture, and fix-ready issue filing. Crawls routes from `docs/super-qa/queue.md` with Playwright, records screenshots/logs/HARs, files product-readable issues with clear type/priority/area labels, and continues until traversal is complete or only human-gated blockers remain. Crawling is always browser-driven, but the regression test it leaves behind is written at whichever layer the defect actually lives — unit or integration in Vite…
Querying Stellar chain data via Stellar RPC (preferred) and Horizon (legacy). Covers RPC JSON-RPC methods, Horizon REST endpoints, streaming, pagination, historical queries, Hubble/Galexie for deep history, and the RPC/Horizon migration story. Use when reading balances, transactions, operations, ledgers, contract events, or building any indexer/analytics workflow.
Querying Stellar chain data via Stellar RPC (preferred) and Horizon (legacy). Covers RPC JSON-RPC methods, Horizon REST endpoints, streaming, pagination, historical queries, Hubble/Galexie for deep history, and the RPC/Horizon migration story. Use when reading balances, transactions, operations, ledgers, contract events, or building any indexer/analytics workflow.
Write crafted Ripple specs (the {version, state, ui} JSON that Ripple renders as an interactive card) by picking the right widget first, then rendering the spec, auditing it mechanically, looking at its own screenshots at phone and desktop width in light and dark, fixing, and repeating until a round is clean. Use whenever you write or improve a Ripple spec, a generative UI card, a chat answer drawn as UI, a gallery fixture or a widget example, even if the request only says "make a card for X" o…
xurl — X/Twitter via xurl CLI: post, search, DM, media, v2 API.
Review PRs: diffs, inline comments via gh or REST.
'Deploys DNS, HTTP, and AWS API key canary tokens across network infrastructure to detect unauthorized access
Twitter/X data via the 6551 API. Supports user profiles, tweet search, user tweets, follower events, deleted tweets, and KOL followers.
Implement deposits, checkout initialization, callback verification, and webhook settlement using 100Pay, Paystack, Flutterwave, and multiwallet in Next.js + Express apps. Use when building wallet top-ups, number rental deposits, rental extension deposits, VTU purchases, subscription provider checkout, or webhook processing. Covers server-authoritative checkout payloads, idempotent pending transaction lifecycle, callback-as-signal patterns, provider-agnostic dispatch, and settlement race handlin…
Personal productivity system for task and capacity management. Create and organize tasks with rich attributes (priority, effort, complexity, tags), track time and streaks, manage capacity across projects and contexts, view Eisenhower Matrix prioritization, sync calendar subscriptions, handle delegation and follow-ups, and get AI-powered insights. Supports batch operations, multi-project workflows, and real-time capacity planning to prevent overcommitment.
DeepWorkPlan — turn any repo AI-first and run Deep Work Plans. Routes to create, execute, refine, resume, status, verify, upgrade, and repo-onboarding sub-skills based on intent. Use when the developer wants to plan, execute, manage, or verify structured multi-task work, or make a repository AI-agent-ready.
The lifecycle of an architecture — where it stands, whether it can be released, what changed since the last release, and the release itself. Invoke first, without planning, for any request to release, publish, ship, tag, freeze, bump or finalize the architecture version, to check release readiness, to ask the architecture's status or which downstream artifacts are stale, to recover a missing architecture tag, or to deprecate an architecture. Not for Word export (architecture-docs-export). A rel…
Querying Stellar chain data via Stellar RPC (preferred) and Horizon (legacy). Covers RPC JSON-RPC methods, Horizon REST endpoints, streaming, pagination, historical queries, Hubble/Galexie for deep history, and the RPC/Horizon migration story. Use when reading balances, transactions, operations, ledgers, contract events, or building any indexer/analytics workflow.
YC Office Hours — two modes. Startup mode: six forcing questions that expose demand reality, status quo, desperate specificity, narrowest wedge, observation, and future-fit. Builder mode: design thinking brainstorming for side projects, hackathons, learning, and open source. Saves a design doc. Use when asked to "brainstorm this", "I have an idea", "help me think through this", "office hours", or "is this worth building". Proactively suggest when the user describes a new product idea or is expl…
YC Office Hours — two modes. Startup mode: six forcing questions that expose demand reality, status quo, desperate specificity, narrowest wedge, observation, and future-fit. Builder mode: design thinking brainstorming for side projects, hackathons, learning, and open source. Saves a design doc. Use when asked to "brainstorm this", "I have an idea", "help me think through this", "office hours", or "is this worth building". Proactively suggest when the user describes a new product idea or is expl…
YC Office Hours — two modes. Startup mode: six forcing questions that expose demand reality, status quo, desperate specificity, narrowest wedge, observation, and future-fit. Builder mode: design thinking brainstorming for side projects, hackathons, learning, and open source. Saves a design doc. Use when asked to "brainstorm this", "I have an idea", "help me think through this", "office hours", or "is this worth building". Proactively suggest when the user describes a new product idea or is expl…
This skill should be used when the user asks to "swap tokens", "trade ETH for USDC", "exchange tokens on Uniswap", "buy tokens", "sell tokens", "convert ETH to stablecoins", "find memecoins", "discover tokens", "research tokens", "tokens to buy", "find tokens to swap", "what should I buy", or mentions swapping, trading, researching, discovering, buying, or exchanging tokens on any Uniswap-supported chain. Supports both known token swaps and token discovery workflows (discovery uses keyword sear…
TypeSafe AI's Jev System One model for typed software decisions: Choice/Score/Noul question primitives, state design, confidence gating, the direct api.typesafe.ai /v1/systemone API, typesafe-sdk (Python) and @typesafe-ai/sdk (JS), Cloudflare Workers AI typesafe/jev (binding, REST, AI Gateway), Vercel AI Gateway/OpenRouter/LiteLLM routes, errors incl. 401-vs-403, limits, pricing, Jev 1.13 weaknesses, prompt-injection risk. WHEN: "jev", "Jev 1.13", "TypeSafe", "typesafe.ai", "typesafe/jev", "Sys…
YC Office Hours — two modes. Startup mode: six forcing questions that expose demand reality, status quo, desperate specificity, narrowest wedge, observation, and future-fit. Builder mode: design thinking brainstorming for side projects, hackathons, learning, and open source. Saves a design doc. Use when asked to "brainstorm this", "I have an idea", "help me think through this", "office hours", or "is this worth building". Proactively suggest when the user describes a new product idea or is expl…
This skill should be used when the user asks to "swap tokens", "trade ETH for USDC", "exchange tokens on Uniswap", "buy tokens", "sell tokens", "convert ETH to stablecoins", "find memecoins", "discover tokens", "research tokens", "tokens to buy", "find tokens to swap", "what should I buy", or mentions swapping, trading, researching, discovering, buying, or exchanging tokens on any Uniswap-supported chain. Supports both known token swaps and token discovery workflows (discovery uses keyword sear…
Perform a structured audit of a codebase covering security, code quality, performance, dependencies, architecture, and testing hygiene, then produce a prioritized findings report. Use this skill whenever the user asks for a code review, code audit, security review, codebase assessment, "look over this repo", "what's wrong with this codebase", legacy-code triage, pre-acquisition technical due diligence, or any request to systematically evaluate the health of a project. Trigger even when the user…
**[REQUIRED]** Use for **ALL** requests involving local Apache Polaris: setup, API queries, catalog operations, L2C migration, cleanup, teardown. **AUTO-ACTIVATE:** If `.snow-utils/snow-utils-manifest.md` contains `polaris-local-forge:` this skill MUST handle ALL operations including cleanup. **DO NOT** use `polaris` CLI (does not exist), curl to Polaris endpoints (needs OAuth), or docker ps checks - invoke this skill first. Triggers: polaris local, local iceberg catalog, local polaris setup, r…
This skill should be used when the user asks to "buy token", "sell token", "swap token", "trade crypto", "check trade status", "query transaction", "scan tokens", "feed", "monitor chain", "query token", "token details", "check token safety", "list wallets", "show wallets", "my wallets", "AI scan", "AI扫链", "auto scan", "smart scan", "tweet scan", "推文扫链", "twitter scan", "onboarding", "get started", "check IP", "get IP", "IP whitelist", "查IP", "IP白名单", "launch token", "create token", "发币", "创建代币"…
Use when working with any public API (Stripe, GitHub, Spotify, AWS, Twilio, Slack, Google, etc.) and needing accurate endpoint signatures, parameter types, auth schemes, or response schemas. Use BEFORE consulting training data, doc sites, Stack Overflow, or context7 to avoid outdated/stale API info.
Use this skill whenever the user wants to ship a side project end-to-end on a deterministic, repeatable agent harness. Also trigger when the user says "/autopilot", "ship my side project on autopilot", "set up the harness", "wire up Archon for me", or "run the 5-decision setup". Takes idea + target user + stack as input, scaffolds three input files (idea.md/user.md/stack.md) plus done.md per feature, installs Archon, drops in the canonical SCOPE→BUILD→DEPLOY→FIRST-USER workflow with three appro…
Run 150+ AI apps via inference.sh CLI - image generation, video creation, LLMs, search, 3D, Twitter automation. Models: FLUX, Veo, Gemini, Grok, Claude, Seedance, OmniHuman, Tavily, Exa, OpenRouter, and many more. Use when running AI apps, generating images/videos, calling LLMs, web search, or automating Twitter. Triggers: inference.sh, infsh, ai model, run ai, serverless ai, ai api, flux, veo, claude api, image generation, video generation, openrouter, tavily, exa search, twitter api, grok
Operational runbook for deploying, configuring, and maintaining Catalyst on AWS EC2 with automated market-hour scheduling via AWS CDK, Lambda, and EventBridge.
Drive the waza CLI (microsoft/waza) — the default skill-evaluation tool for this workspace — to check skill readiness for free (waza check, waza tokens), run behavioral eval suites with LLM graders, compare models A/B, measure quality with an LLM judge, and gate regressions in CI. Use when checking a skill before submission, running evals, comparing models, or auditing eval coverage. Do NOT use for post-hoc real-session efficiency telemetry (what a skill actually burned when it ran) — that is t…
Diagnose and repair GitHub Actions CI failures.
Ollama proxy — one endpoint that routes to multiple Ollama instances. Drop-in Ollama proxy replacement for localhost:11434. Same Ollama API, same model names, but the Ollama proxy routes requests to the best device. Auto-discovers Ollama nodes, scores on 7 signals, retries on failure. Works with Open WebUI, LangChain, Aider. Ollama代理 | proxy Ollama
Run 150+ AI apps via inference.sh CLI - image generation, video creation, LLMs, search, 3D, Twitter automation. Models: FLUX, Veo, Gemini, Grok, Claude, Seedance, OmniHuman, Tavily, Exa, OpenRouter, and many more. Use when running AI apps, generating images/videos, calling LLMs, web search, or automating Twitter. Triggers: inference.sh, infsh, ai model, run ai, serverless ai, ai api, flux, veo, claude api, image generation, video generation, openrouter, tavily, exa search, twitter api, grok
HeroUI v3 React component library (Tailwind CSS v4 + React Aria). Use when building UIs with HeroUI — creating Buttons, Modals, Forms, Cards; installing @heroui/react; configuring dark/light themes with oklch variables; or fetching component docs. Keywords: HeroUI, Hero UI, heroui, @heroui/react, @heroui/styles.
Rafter is a security CLI that protects your codebase from leaked secrets, dangerous commands, and vulnerable dependencies. It works offline with zero config. No API key, no account, no telemetry.
Build deterministic CI for Ideogram adapters with sanitized schemas, fixtures, secret isolation, and a trusted optional live lane. Use when adding or auditing automated integration tests. Trigger with "test Ideogram in CI", "build Ideogram contract tests", or "secure an Ideogram GitHub workflow".
7×24 新闻资讯搜索工具，聚焦中国国内信息和国际热点。支持新闻搜索，包括热点新闻、早报晚报、实时资讯、领域新闻和天气信息查询。当用户需要搜索新闻、新闻热榜、新闻早晚报、订阅新闻推送、获取相关新闻资讯和查询天气信息时使用。
Standard operating runbook for rapid environment restoration after an OS wipe or new hardware setup. Restores git credentials, clones repositories via HTTPS/gh, cleans cache debt, boots local Sentinel daemons, and verifies zero-cost global deployments.
Use when working with Filestack — filestack file upload, transformation, and delivery platform management covering uploads, transformations, CDN delivery, security policies, and usage analytics. Use when monitoring upload health, analyzing transformation usage, reviewing CDN performance, managing Filestack security policies, or troubleshooting file processing issues.
Clone, create, fork or release a GitHub repository.
Parallel autonomous ML research agents with a Director, git worktrees for per-agent experiment branches, a Skills library for validated technique reuse, a Synthesizer that distills collective knowledge overnight, and circadian rhythm (leisure 03:00–06:00 for paper reading and creative thinking). Uses OpenClaw sessions_spawn, cron, and steer natively. Use when: (1) start or run ML research agents overnight, (2) check agent status or experiment results, (3) view leaderboard or morning digest, (4)…
Production-ready CI/CD configurations for Playwright — GitHub Actions, GitLab CI, CircleCI, Azure DevOps, Jenkins, Docker, parallel sharding, reporting, code coverage, and global setup/teardown.
History Bookmarks CRISPRO.ai Claude Describe crispro startup and/or your product and what it does. Recent Agent 1
Here is the workflow you need to follow:
Expert civil and structural engineer with global standards coverage — Eurocode, DIN, ACI, AISC, ASCE, AS/NZS, CSA, GB, IS, AIJ, and more. Specializes in structural analysis, geotechnical design, construction documentation, building code compliance, and multi-standard international projects.
Expert civil and structural engineer with global standards coverage — Eurocode, DIN, ACI, AISC, ASCE, AS/NZS, CSA, GB, IS, AIJ, and more. Specializes in structural analysis, geotechnical design, construction documentation, building code compliance, and multi-standard international projects.
We use playwright with pytest to e2e test Streamlit library. E2E tests verify the complete Streamlit system (frontend, backend, communication, state, visual appearance) from a user's perspective (black-box). They complement Python/JS unit tests, which are faster and focus on internal logic, input/output validation, and specific message sequences. Use E2E tests when testing behavior that requires the full stack or visual verification, especially for new elements or significant changes to existin…
We use playwright with pytest to e2e test Streamlit library. E2E tests verify the complete Streamlit system (frontend, backend, communication, state, visual appearance) from a user's perspective (black-box). They complement Python/JS unit tests, which are faster and focus on internal logic, input/output validation, and specific message sequences. Use E2E tests when testing behavior that requires the full stack or visual verification, especially for new elements or significant changes to existin…
Expert civil and structural engineer with global standards coverage — Eurocode, DIN, ACI, AISC, ASCE, AS/NZS, CSA, GB, IS, AIJ, and more. Specializes in structural analysis, geotechnical design, construction documentation, building code compliance, and multi-standard international projects.
We use playwright with pytest to e2e test Streamlit library. E2E tests verify the complete Streamlit system (frontend, backend, communication, state, visual appearance) from a user's perspective (black-box). They complement Python/JS unit tests, which are faster and focus on internal logic, input/output validation, and specific message sequences. Use E2E tests when testing behavior that requires the full stack or visual verification, especially for new elements or significant changes to existin…
This template is a general-purpose business website starter — the kind agencies clone per client for service businesses, portfolios, and local companies. It replaces the CodeStitch Intermediate Kit (Eleventy 3 + LESS + Decap CMS).
ts 虽然有类型，但类型要求不严格。而 uts 为了编译为原生语言，是完全的强类型。
OpenAI API (Text Generation & Moderation) Choosing the Right Model: Use the latest GPT-4 or GPT-3.5-turbo model for content generation. GPT-4 generally yields higher quality and more reliable adherence to instructions (important for brand voice). Use the Chat Completion API with a structured message (system message could be the .mdc content for ContentCreatorAgent, user message could contain the specific prompt with trends and product info). Prompt Engineering: We’ve crafted detailed prompts in…
This template is a general-purpose business website starter — the kind agencies clone per client for service businesses, portfolios, and local companies. It replaces the CodeStitch Intermediate Kit (Eleventy 3 + LESS + Decap CMS).
ts 虽然有类型，但类型要求不严格。而 uts 为了编译为原生语言，是完全的强类型。
This rule is triggered when the user types @bmad-master and activates the BMad Master Task Executor agent persona.
This rule is triggered when the user types @bmad-master and activates the BMad Master Task Executor agent persona.
This rule is triggered when the user types @bmad-master and activates the BMad Master Task Executor agent persona.
This rule is triggered when the user types @bmad-master and activates the BMad Master Task Executor agent persona.
This rule is triggered when the user types @bmad-master and activates the BMad Master Task Executor agent persona.
Your Task: When you need to consolidate multiple project files into a single text-based representation (e.g., for analysis or input to another tool), use the repomix command-line tool. Adhere strictly to the default behaviors specified below unless explicitly overridden by the user or task requirements.
Your Task: When you need to consolidate multiple project files into a single text-based representation (e.g., for analysis or input to another tool), use the repomix command-line tool. Adhere strictly to the default behaviors specified below unless explicitly overridden by the user or task requirements.
Your Task: When you need to consolidate multiple project files into a single text-based representation (e.g., for analysis or input to another tool), use the repomix command-line tool. Adhere strictly to the default behaviors specified below unless explicitly overridden by the user or task requirements.
Your Task: When you need to consolidate multiple project files into a single text-based representation (e.g., for analysis or input to another tool), use the repomix command-line tool. Adhere strictly to the default behaviors specified below unless explicitly overridden by the user or task requirements.
This rule is triggered when the user types @pm and activates the Product Manager agent persona.
Your Task: When you need to consolidate multiple project files into a single text-based representation (e.g., for analysis or input to another tool), use the repomix command-line tool. Adhere strictly to the default behaviors specified below unless explicitly overridden by the user or task requirements.
This rule is triggered when the user types @game-pm and activates the Godot Game Product Manager agent persona.
This rule is triggered when the user types @game-pm and activates the Godot Game Product Manager agent persona.
The Promptyoo-1 Prompt Optimizer interface with a clean, modern design.
A structured interview that pins down what you are actually building before you build it.
personas-web agent guidance, projected from .claude/CLAUDE.md
Communication and response style for Cursor sessions
Communication and response style for Cursor sessions
Communication and response style for Cursor sessions
Communication and response style for Cursor sessions
Communication and response style for Cursor sessions
description: "Functions-specific EazyTrack rules" alwaysApply: false globs:
Goal: Allow MultiClaude projects and individual tasks to run with Claude Code, Codex, or Cursor while preserving worktree isolation, MCP completion reporting, and legacy configuration.
The parts of TermHQ built specifically for running Claude Code, Codex, and other coding agents.
By Arrya Thakur — June 2026
Rust tests live inline in the modules under core/src/, including configuration, display, distribution, FFI, licensing, logging, metrics, policy, and secrets.
This repository uses mandatory semantic traceability. Trace integrity is part of the Definition of Done. Follow the repository traceability skill and any trace instructions injected by hooks. Do not invent trace fields, replace stable IDs during refactors, or remove markers to silence validation. Before completing implementation work, trace verify --changed must pass under the active policy.
This version has breaking changes — APIs, conventions, and file structure may all differ from your training data. Read the relevant guide in nodemodules/next/dist/docs/` before writing any code. Heed deprecation notices.
Nome: Nexus Tagline: "Where your agents think together." Tipo: Web app local-first — não é SaaS, roda na máquina do usuário Fase atual: 0 — Landing page + Auth Usuários: Uso pessoal + times pequenos por convite
Copy page
Vite SPA (React 19 + TanStack Router/Query + Tailwind CSS 4) for the analytics dashboard. Built and bundled into packages/canonry/assets/ for distribution. This is the lowest-priority surface — never block a release on UI work.
IMPORTANT: The following general instructions apply to the DevAIFlow project and MUST be followed when contributing to this codebase.
After a few years of prompt engineering being the focus of attention in applied AI, a new term has come to prominence: context engineering. Building with language models is becoming less about finding the right words and phrases for your prompts, and more about answering the broader question of “what configuration of context is most likely to generate our model’s desired behavior?"
(Auth, Products, Generations, Creative, Editing, Media, Billing, Calendar, Notifications, Search, Security, Templates, Brand)
**Andrew Ng's The Batch** highlighted the significant improvement in code generation performance when using an iterative agent workflow, with **GPT-3.5** wrapped in an agent loop achieving up to **95.1%** accuracy on the HumanEval benchmark, surpassing **GPT-4** zero-shot at **67.0%**. The report also covers new developments in **Stable Diffusion** models like **Cyberrealistic_v40**, **Platypus XL**, and **SDXL Lightning** for Naruto-style image generation, alongside innovations in LoRA and ups…
Welcome, friend! This file documents the codebase for DeepSeek Code — a terminal-native AI coding agent. Thanks for being here. Reading this first will set you up for success. Let's build something great together!
If you're a coding agent (Codex, Cursor, Claude Code) and a user said "use vibatchium," read this. Saves ~15 min of environment-discovery friction.
No direct source-URL match in the current correction register.
Konfigurer og brug specialiserede agenter.
Subagents are separate agent instances that your main agent can spawn to handle focused subtasks. Use them to isolate context, run multiple analyses in parallel, and apply specialized instructions without adding to the main agent's prompt.
Настройте и используйте специализированные агенты.
本檔案是給在這個 repository 裡工作的 AI coding agent 看的操作細節；README 保持面向使用者、簡潔扼要。
This is an autonomous development workspace. Agents build agents.
이 레포에서 모든 에이전트가 항상 지키는 핵심 규칙 3가지입니다. 상세는 각 스킬 문서를 참조합니다.
Docker sandbox templates that extend upstream sandbox images with file-based environment injection for agentic workflows. See README.md for the full mechanism and usage; this file covers what an agent needs to work safely here.
Turkish entry point: tr/README.md.
GitHub Copilot の [カスタム エージェント][custom-agents-concept] を使うと、開発ワークフロー内の特定のタスクや領域に合わせた専門的な AI アシスタントを作成できます。リポジトリの .github/agents フォルダー内にある markdown ファイルで agent を定義することで、focused instruction、best practice、コーディング パターン、ドメイン固有の知識を Copilot に与え、特定の種類の作業をより効果的に進められるようにできます。チームは自分たちの専門知識を再利用可能な agent として定義できます。たとえば、[WCAG][wcag] への準拠を徹底するアクセシビリティ agent、secure coding practice に従うセキュリティ agent、一定の test pattern を保つ testing agent などです。
GitHub Copilot の [カスタム エージェント][custom-agents-concept] を使うと、開発ワークフロー内の特定のタスクや領域に合わせた専門的な AI アシスタントを作成できます。リポジトリの .github/agents フォルダー内にある markdown ファイルで agent を定義することで、focused instruction、best practice、コーディング パターン、ドメイン固有の知識を Copilot に与え、特定の種類の作業をより効果的に進められるようにできます。チームは自分たちの専門知識を再利用可能な agent として定義できます。たとえば、[WCAG][wcag] への準拠を徹底するアクセシビリティ agent、secure coding practice に従うセキュリティ agent、一定の test pattern を保つ testing agent などです。
GitHub Copilot の [カスタム エージェント][custom-agents-concept] を使うと、開発ワークフロー内の特定のタスクや領域に合わせた専門的な AI アシスタントを作成できます。リポジトリの .github/agents フォルダー内にある markdown ファイルで agent を定義することで、focused instruction、best practice、コーディング パターン、ドメイン固有の知識を Copilot に与え、特定の種類の作業をより効果的に進められるようにできます。チームは自分たちの専門知識を再利用可能な agent として定義できます。たとえば、[WCAG][wcag] への準拠を徹底するアクセシビリティ agent、secure coding practice に従うセキュリティ agent、一定の test pattern を保つ testing agent などです。
GitHub Copilot の [カスタム エージェント][custom-agents-concept] を使うと、開発ワークフロー内の特定のタスクや領域に合わせた専門的な AI アシスタントを作成できます。リポジトリの .github/agents フォルダー内にある markdown ファイルで agent を定義することで、focused instruction、best practice、コーディング パターン、ドメイン固有の知識を Copilot に与え、特定の種類の作業をより効果的に進められるようにできます。チームは自分たちの専門知識を再利用可能な agent として定義できます。たとえば、[WCAG][wcag] への準拠を徹底するアクセシビリティ agent、secure coding practice に従うセキュリティ agent、一定の test pattern を保つ testing agent などです。
GitHub Copilot の [カスタム エージェント][custom-agents-concept] を使うと、開発ワークフロー内の特定のタスクや領域に合わせた専門的な AI アシスタントを作成できます。リポジトリの .github/agents フォルダー内にある markdown ファイルで agent を定義することで、focused instruction、best practice、コーディング パターン、ドメイン固有の知識を Copilot に与え、特定の種類の作業をより効果的に進められるようにできます。チームは自分たちの専門知識を再利用可能な agent として定義できます。たとえば、[WCAG][wcag] への準拠を徹底するアクセシビリティ agent、secure coding practice に従うセキュリティ agent、一定の test pattern を保つ testing agent などです。
Coding agent guide for codecompanion-run-bash.nvim.
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
A lightweight, security-conscious CLI "Worker" agent designed to perform local file implementation tasks using a local LLM (like LM Studio or Ollama).
Stop and ask when:
This repository contains a Model Context Protocol (MCP) server written in TypeScript that integrates with the Planfix CRM REST API. The server exposes several tools located in src/tools which can be called by MCP clients.
Read CLAUDE.md, at this root, before changing anything. It is written for every agent, not only Claude Code: the stack, the build and test commands, the invariants, the module structure, and its section "Under another agent", which says which of this project's checks hold for you and which do not.
No description provided. From pankaj28843/learn-danish.
Generates lab-work reports for the "Програмування" course (NTU «Dnipro Polytechnic») as DOCX + PDF, fully compliant with Appendix А formatting rules of the 2025 methodical guide. Use when the user asks to create/generate a lab report («створити звіт з лабораторної роботи», «зробити звіт по роботі №…», "lab report for programming", «оформи звіт»).
Bootstrap, coordinate, inspect, and recover human-directed multi-agent engineering workflows inside Herdr. Use for session setup, workspace provisioning, role packet binding (Manager, Delegator, Worker, Verifier, Critic), Markdown state or an explicit SQLite run, serial verification locks, model launch routing, and fail-closed crash recovery.
Build automated evaluation suites for AI agents using golden datasets,
Audit and safely repair cross-runtime Skill governance: canonical-source ownership, divergent or duplicate projections, exposure scopes and budgets, lifecycle drift, quarantine, and retirement. Use when the user explicitly requests cross-runtime or cross-scope Skill governance; ignore project-local Skill inventory, product/runtime loading or enablement checks, usage statistics, and mentions/traces.
Turn a raw product, app, bot or feature idea into one evidence-backed build blueprint (researched stack, epics, Given/When/Then criteria, tests) that coding agents build one epic per session.
Author and review high-quality agent skills with triggers, progressive disclosure, and safety notes.
本技能用于生成、修改或完善可直接使用的中国法律文书 DOCX 成品，可根据事实、证据、判决书、原文书或案件材料完成文书识别、缺失信息占位、法律依据核验、专业写作和 Word 排版。覆盖民事诉讼与执行、仲裁、刑事、行政及其他普通非诉法律文书，包括起诉状、答辩状、反诉状、上诉状、再审申请书、申请执行书、财产保全申请书、管辖权异议书、仲裁申请书、辩护词、代理意见、质证意见、证据目录、授权委托书、律师函、通知、合同和协议等；合同和协议属于次级类型。 用户未准确说出文书名称，但明确表示“我要起诉对方”“收到传票需要回应”“不服一审判决”“判决后对方不付款”“申请冻结财产”“公司拖欠工资需要仲裁”“整理成法院能用的材料”，并希望形成正式材料时，本技能也可识别文书类型并完成 Word 成品；信息不足时使用待补充占位符，不编造事实。 不要用于法律意见书的起草、修改、完善、审查或复核，此类任务必须使用 `legal-opinion`；不要用于企业法律尽职调查或法律尽调报告，此类任务必须使用 `legal-due-diligence`。也不要用于仅咨询法律规则、只查法条或案例、评估案件胜算、制定诉讼策略…
An SEO agent skill for quick, lightweight, default single-page SEO audits. Performs basic on-page and site-level checks and outputs a structured basic SEO audit report. Use when the user asks for "SEO audit", "SEO check", "check my page SEO", "page analysis", or wants a first-pass review of a URL. If the user requests "deep audit", "full report", "technical SEO audit", or "advanced SEO", use seo-audit-full instead.
INVOKE WHEN: - Starting any task — query first (cq catches blind spots your training data missed: stale versions, integration gotchas, undocumented quirks) - You just resolved a non-obvious error, confusing error message, or surprising tool behavior — present a draft KU to the user and call `propose` if they approve - Retrieved guidance proved correct or wrong — confirm or flag it SKIP WHEN: - You already queried cq for this exact topic earlier in this session Propose with user approval mid-tas…
Web saldırılarında ve phishing sayfalarında kullanılan gizlenmiş JavaScript kötü amaçlı yazılımını eval zincirleri ve dize manipülasyonunu tersine çevirerek açar.
流程评价工作流管理 — 当专职推动流程效率优化工作、需要有序管理单个或多个流程评价（SCOPE→BASELINE→ASSESS→REPORT→TRACK 生命周期）、组装评价基线并管理其版本时使用。管理评价组合与生命周期门禁，调度能力层技能（policy-digest / goal-alignment / rcm-analysis / control-testing / efficiency-diagnosis）。
SQL injection, XSS, CSRF, LFI/RFI, command injection.
SQL injection, XSS, CSRF, LFI/RFI, command injection.
Use when adding or editing an OpenCode Desktop injection mod for this repo's CDP toolchain (shuaqii.py + scripts/core.js) — registering overlay lines, reading session/message state from the bundled server, detecting running/idle, or sending messages. Triggers: "new inject mod", "新增脚本", "写个脚本注入", "overlay", "session-timer", "retry", "shuaqii".
లెర్నర్ ఈ క్రింద ఉన్నప్పుడు ఈ నైపుణ్యాన్ని సక్రియం చేయండి:
Index the team's own documents — PDFs, Word files, Markdown, plain text — into a per-space catalog the AI-DLC agents can cite. Wraps `aidlc-knowledge.ts`: onboard, sync, list, show, associate, dissociate, rebind, summarize. Every catalog row is written by the tool under a workspace lock; this skill never edits the catalog by hand and never advances workflow state.
Use whenever the user wants to DEPLOY, host, or purchase anything on Huawei Cloud that creates billable resources: application deployments (部署应用到华为云, deploy my app, 上线, 搭建), architecture proposals, cost estimation, multi-resource provisioning (VPC, subnet, security group, ECS, EIP, RDS, OBS, CDN, DNS, FunctionGraph, CCE, GaussDB and more), session-scoped state tracking, and reverse-order destroy. Trigger words: 部署, 部署到华为云, 上线, 购买, 搭建, 开通, 成本估算, 多少钱, 销毁, deploy, deploy to Huawei Cloud, provision…
Version 2.35.0 | PRD to Production | Zero Human Intervention > Research-enhanced: OpenAI SDK, DeepMind, Anthropic, AWS Bedrock, Agent SDK, HN Production (2025)
Version 2.35.0 | PRD to Production | Zero Human Intervention > Research-enhanced: OpenAI SDK, DeepMind, Anthropic, AWS Bedrock, Agent SDK, HN Production (2025)
Version 2.35.0 | PRD to Production | Zero Human Intervention > Research-enhanced: OpenAI SDK, DeepMind, Anthropic, AWS Bedrock, Agent SDK, HN Production (2025)
Run health checks on the vault for inconsistencies, stale data, orphaned notes, and missing connections. Use periodically or when user says "lint", "health check", or "audit".
Write ML papers for NeurIPS/ICML/ICLR: design→submit.
Run a multi-agent pipeline to produce detailed technical requirements and a ticket-ready summary. Creates a feature branch, persists session state, and supports resume. Optionally seeds from a prior brainstorm or meeting session, takes the ticket from --ticket <KEY> and auto-fetches its Jira description, or starts ticket-less via --no-ticket (reconcile with a real ticket later via the reconcile subcommand). --help prints usage and starts nothing.
Version 2.35.0 | PRD to Production | Zero Human Intervention > Research-enhanced: OpenAI SDK, DeepMind, Anthropic, AWS Bedrock, Agent SDK, HN Production (2025)
Generate and iterate images with Google Antigravity's agy CLI in headless mode, and script non-interactive agent runs with machine-readable output. Use whenever the user asks for a generated or edited image (illustration, texture, icon, concept art, variation), mentions agy or Antigravity, or wants an agent run from a script, a batch or CI.
Audit and harden your OpenClaw configuration. Checks AGENTS.md, gateway settings, sandbox config, and permission
Manages Franklin Baldo's Suno profile as a whole — bio, genre tags, pinned songs and their captions, and playlists — using the reverse-engineered Suno write API. Use when wording or applying a profile bio, choosing genre tags, writing pinned-song captions, creating or curating a playlist, or drafting the profile's overall curatorial identity. Every write to Suno requires Franklin's explicit per-action authorization; this skill documents what's possible and how to word it well, it does not grant…
Delegate coding tasks to Blackbox AI CLI agent. Multi-model agent with built-in judge that runs tasks through multiple LLMs and picks the best result. Requires the blackbox CLI and a Blackbox AI API key.
Boot, recover, tune, and verify the SCBE Android emulator phone lane for AetherCode and Polly Pad. Use when Codex needs to operate the `SCBE_Pixel_6_API35` emulator, repair stale lock state, resize the phone surface, or prove the current lane state from local artifacts.
Use when a task spans multiple steps, files, or unknowns — before planning the order of work, whenever about to report completion or success in any wording, and when picking the next action after a result, failure, or surprise. Also under deadline pressure, or when resuming work built on questionable foundations.