adapt-workflow
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ChineseMANDATORY PREPARATION
强制准备步骤
Invoke {{command_prefix}}agent-workflow — it contains workflow principles, anti-patterns, and the Context Gathering Protocol. Follow the protocol before proceeding — if no workflow context exists yet, you MUST run {{command_prefix}}teach-maestro first. Additionally gather: what the workflow is being adapted to.
Adapt a working workflow for a different context.
调用{{command_prefix}}agent-workflow — 它包含了工作流原则、反模式以及上下文收集协议。在继续操作前请遵循该协议 — 如果目前还不存在工作流上下文,你必须先运行{{command_prefix}}teach-maestro。此外还需要收集:该工作流要适配的目标信息。
针对不同场景适配可用的工作流。
Adaptation Assessment
适配评估
| Dimension | Current | Target | Impact |
|---|---|---|---|
| Model provider | ? | ? | Prompt format, capabilities, pricing |
| Model tier | ? | ? | Context window, reasoning ability |
| Deployment env | ? | ? | Latency, availability, compliance |
| Team structure | ? | ? | Monitoring, escalation, ownership |
| Data sensitivity | ? | ? | Guardrails, logging, access controls |
| 维度 | 当前值 | 目标值 | 影响 |
|---|---|---|---|
| 模型提供商 | ? | ? | Prompt格式、能力、定价 |
| 模型层级 | ? | ? | 上下文窗口、推理能力 |
| 部署环境 | ? | ? | 延迟、可用性、合规性 |
| 团队架构 | ? | ? | 监控、上报流程、所有权 |
| 数据敏感度 | ? | ? | 防护规则、日志、访问控制 |
Provider Adaptation
提供商适配
- Prompt format: Adjust for provider-specific features
- Context limits: Resize context budget for different window sizes
- Capability gaps: Identify features available in one provider but not another
- Pricing model: Recalculate cost estimates
- API differences: Update tool calling interfaces, error handling, retry logic
- Prompt格式: 针对提供商专属特性调整
- 上下文限制: 根据不同的窗口大小调整上下文预算
- 能力缺口: 识别不同提供商之间存在的特性差异
- 定价模型: 重新计算成本预估
- API差异: 更新工具调用接口、错误处理、重试逻辑
Environment Adaptation
环境适配
- Latency requirements: Adjust timeout values, caching strategy
- Compliance: Add or adjust guardrails, logging, and data handling
- Scale: Adjust concurrency limits, batch sizes
- Monitoring: Adapt alerting thresholds
- 延迟要求: 调整超时值、缓存策略
- 合规性: 新增或调整防护规则、日志以及数据处理逻辑
- 规模: 调整并发限制、批量大小
- 监控: 调整告警阈值
Adaptation Checklist
适配检查清单
- All provider-specific APIs updated
- Context budget recalculated for target model
- Cost estimates updated with target pricing
- Guardrails adjusted for target compliance requirements
- Tests updated and passing in target environment
- Documentation updated for target team
- 所有提供商专属API已更新
- 已针对目标模型重新计算上下文预算
- 已使用目标定价更新成本预估
- 已针对目标合规要求调整防护规则
- 测试已更新且在目标环境中通过
- 已针对目标团队更新文档
Recommended Next Step
推荐后续步骤
After adaptation, run to verify the workflow performs correctly in the target environment, then for a full health check.
{{command_prefix}}evaluate{{command_prefix}}diagnoseNEVER:
- Assume prompts work identically across providers
- Copy production config to development without adjusting guardrails
- Adapt without updating the evaluation suite
- Skip cost re-estimation
适配完成后,运行验证工作流在目标环境中运行正常,随后运行进行完整健康检查。
{{command_prefix}}evaluate{{command_prefix}}diagnose绝对禁止:
- 假设Prompt在不同提供商之间的表现完全一致
- 未调整防护规则就将生产配置复制到开发环境
- 不更新评估套件就进行适配
- 跳过成本重新预估