“lifecycle”的搜索结果

梳理持续运行的 AI 智能体的启停、日志监控、权限管理、分阶段更新与回滚流程，支持故障响应，以及成功率、重试次数、恢复时间和成本评估。

• 设计持续运行智能体的运维流程
• 应对失败次数突然增加
• 制定更新和回滚步骤

查看 Caveman Cloud 实验状态和评估结果，整理启动、批准、取消或回滚的判断依据。根据证据提出建议，并阻止执行状态变更。

• 检查实验是否可以启动
• 核查实验批准依据
• 考虑取消或回滚实验

配置和检查 Orca 为每个工作区新建的一次性运行环境，审查 orca.yaml 中的配置，生成环境创建与销毁脚本模板，并排查环境配方的诊断故障。

• 从头构建完整的运行环境配方
• 检查 orca.yaml 的环境配置
• 生成环境创建与销毁脚本模板

Check opencode commands, HTTP server behavior, lifecycle events, and terminal startup with purpose-built scripts. Find stored sessions by ID, title, or scoped message searches, and export conversations as JSON for further inspection.

中文简介正在准备中。当前显示英语简介。

• Check CLI commands and HTTP server health
• Observe lifecycle events associated with plugin hooks
• Check terminal startup and keyboard input

Classify Remotion Studio settings as fixed at startup or reloadable, then wire every component that uses them consistently. Guide implementation and review of configuration reloads, default resets, CLI precedence, and render queue settings.

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• Add a Studio config setter or CLI option
• Review inconsistent setting updates across Studio components
• Keep preview and render queue settings aligned

Design automated email sequences for new subscribers, prospective buyers, product users, and inactive customers. Get a flow with entry triggers, timing, exit conditions, subject lines, full email copy, clear next steps, and a measurement plan.

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• Create a welcome series for new subscribers
• Plan educational emails for prospective buyers
• Write product onboarding email sequences

Plan and improve automated email series for new users, potential buyers, and inactive customers. Develop send schedules, subject lines, complete messages, and clear next steps, with audience targeting and a plan for measuring results.

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• Create a welcome email series
• Plan emails that nurture potential buyers
• Reconnect with inactive customers

Use MLflow to record machine learning experiments, compare results, and manage model versions. The skill covers logging training settings, metrics, and files, organizing a model registry, and preparing models for local or cloud deployment.

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• Comparing training settings and model performance
• Recording experiments for later reproduction
• Managing model versions and release stages

Guide an RxJS 7 project to RxJS Next by testing existing behavior, reviewing how subscriptions start and end, and validating small batches of changes. Record approved behavior choices, verification results, and unresolved blockers in migration reports.

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• Assess RxJS usage and test coverage before migration
• Plan how subscriptions and cleanup should behave
• Migrate code and TestScheduler tests in small batches

Build custom video session experiences in Unity using Zoom Video SDK wrapper APIs. Follow guidance on connecting SDK events to scenes and interface state, with references for session joining, lifecycle management, compatibility, and troubleshooting.

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• Integrating Zoom Video SDK into a Unity app
• Connecting video session events to Unity scenes and interface state
• Checking session joining and lifecycle patterns

Guide embedding Zoom Virtual Agent in an Android WebView, a browser view inside an app. Covers communication with Java or Kotlin, URL routing, support handoff events, and embedding that accounts for the WebView lifecycle.

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• Embedding Zoom Virtual Agent in an Android app
• Receiving JavaScript callbacks in Java or Kotlin
• Routing links from a WebView to native app handling

Helps integrate Zoom Contact Center into native Android apps, including chat, video, virtual agent interactions, and scheduled callbacks. Covers SDK setup, service lifecycle management, campaign support, and handling users who rejoin a session.

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• Add chat and video support to an Android app
• Integrate virtual agents and scheduled callbacks
• Check SDK initialization and service cleanup

Plan and improve webinars from promotion through follow-up. Build event plans, reminder emails, and segmented outreach, then use funnel metrics—the steps from registration to purchase—to identify weak stages and prioritize fixes.

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• Plan a webinar and its promotion calendar
• Improve low registration or attendance rates
• Write follow-up emails for attendees and no-shows

Design email sequences for welcoming subscribers, nurturing leads, following up after purchases, or re-engaging inactive readers. Produce complete drafts with subject lines, send timing, audience conditions, and a measurement plan, then check sequence quality.

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• Creating welcome emails for new subscribers
• Planning a lead nurture sequence
• Re-engaging inactive subscribers

Write and improve B2B outreach emails to new prospects, with relevant opening lines, subject options, and one clear request. Build follow-up sequences with sending intervals, or use performance data and a scoring script to identify revisions.

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• Drafting a first outreach email to a new business prospect
• Building follow-up emails with distinct angles and sending intervals
• Rewriting an overly promotional sales email

Guide cmux backend changes with consistent rules for Effect, a TypeScript library for structured error handling. Covers Cloud VM state, database migrations, provider integrations, and authentication and payment checks so changes follow the intended architecture.

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• Implementing API error handling
• Updating Cloud VM lifecycle logic
• Preparing database migrations

Implement or review a managed runtime provider for NemoClaw. Check its required interfaces, activation requirements, saved provider identity, and lifecycle behavior, then report validation evidence and any remaining qualification requirements.

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• Plan a new managed runtime provider
• Review provider activation requirements
• Check saved state across lifecycle operations

Assess Google Cloud workloads for environmental sustainability using the Well-Architected Framework. Get recommendations on lower-carbon regions, efficient computing and storage, AI energy use, and ongoing emissions measurement with Carbon Footprint.

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• Reviewing cloud architecture for environmental impact
• Comparing deployment regions by carbon-free energy use
• Reducing energy waste in AI and computing workloads

Inspect GKE TPU Dynamic Slices, diagnose provisioning failures, and validate workload configuration for single slices or JobSet workloads spanning multiple slices. Get cleanup commands, with confirmation required before destructive changes.

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• Checking TPU slice lifecycle states
• Diagnosing TPU slice provisioning failures
• Validating single-slice and multi-slice JobSet manifests

Build charts with TradingView's lightweight-charts, including candlesticks, lines, live updates, scales, and annotations. Guidance checks installed types and v5 APIs to support chart integration, framework lifecycle handling, and troubleshooting of common data and display issues.

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• Build candlestick charts with a separate volume pane
• Add live updates and historical data
• Fix v4-to-v5 API migration issues

Add Mermaid diagrams to generated wiki pages to explain request flows, state changes, data relationships, and branching logic. Keep diagrams aligned with inspected source code and repair syntax problems in diagrams degraded during earlier runs.

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• Illustrate requests passing between components
• Show job lifecycles and state transitions
• Document relationships between data entities

Manage machine learning experiments with MLflow by recording settings, metrics, files, and trained models. Covers experiment comparison, model version management, reproducible project configurations, and deployment workflows across local and cloud environments.

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• Recording experiment settings and evaluation results
• Comparing model performance across experiments
• Managing model versions for production use

Review selected files for bugs by reading full source code, callers, and related implementations. Apply detailed checklists and investigate suspected issues, then report evidence, confidence levels, and suggested fixes.

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• Review selected files in a critical code change
• Investigate concerns raised by an initial review
• Check complex state transitions and object lifecycles

Turn plain-language descriptions or Mermaid diagrams into interactive, standalone HTML diagrams of systems, workflows, API exchanges, data flows, and state changes. Validate layouts, explore relationships, switch themes, and export diagrams as images or video.

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• Explain system components and their relationships
• Visualize workflows and approval steps
• Map API calls and data pipelines