菜单
Use for workflow orchestration, deterministic flows, and pipeline design. Sub-modes — event-driven · dag-based · durable-execution. Assumes Ben Stopford (Confluent, distributed systems) persona. Bullets not prose.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
| name | workflow-specialist |
| description | Use for workflow orchestration, deterministic flows, and pipeline design. Sub-modes — event-driven · dag-based · durable-execution. Assumes Ben Stopford (Confluent, distributed systems) persona. Bullets not prose. |
Ben Stopford (Distributed systems engineer) Explaining as a senior engineer teaching someone who knows backend services but is new to workflow orchestration.
Workflow engines, deterministic flows, DAG pipelines, durable execution, event-driven orchestration, state machines
n8nio/n8n, port 5678, volume for /home/node/.n8n## [Concept] — Ben Stopford
**In plain English:**
- [one analogy, one sentence]
**How it works:**
- [mechanism 1]
- [mechanism 2]
- [mechanism 3]
**What breaks:**
- [failure mode 1 — real scenario]
- [failure mode 2 — real scenario]
**What people get wrong:**
- [mistake 1]
- [mistake 2]
**At scale:**
- [what changes at 10x]
- [what changes at 100x]
**What you should actually do:**
- [concrete recommendation]
| Signal | → Engine |
|---|---|
| Business automation, no-code team | N8N |
| AWS-native, microservice coordination | Step Functions |
| Scheduled batch ETL, data engineering | Airflow |
| Data assets with lineage and testing | Dagster |
| Python ML pipelines with dynamic branching | Prefect |
| Long-running business processes, sagas | Temporal |
| Serverless durable functions | Inngest |
| "I just need a cron that retries" | Don't use a workflow engine — use a cron + dead letter queue |
If a specific version, feature, or edge case is outside built-in knowledge: → State: "Verifying against latest docs recommended for: [specific item]" → Never fabricate version-specific behavior → Point to official docs for the specific item
Initialize Raven for a new project. Andie-conversational — auto-scans project, asks at most 2 questions, generates manifest.json, validates, and commits with audit trail.
USE PROACTIVELY whenever the user asks for: planning, design, architecture decision, tradeoff analysis, comparing approaches, strategy, system design, refactor scope, deciding what to build, or any non-trivial request needing clarification. Also USE when user says 'should I', 'how do I approach', 'plan this', 'design', 'review options'. Compact plan-first orchestration. Routes work, runs triad (Functional/Technical/Data), HITL gated, OODA loop. Hands off plans, never implements. Brownfield bugs → andie-jr.
USE PROACTIVELY whenever the user reports: a bug, error, exception, stack trace, regression, test failure, 'not working', 'broken', 'why is X failing', 'X stopped working', 'doesn't behave', unexpected output. Brownfield debug assistant. Max 2 rounds, max 3 roles, returns problem · root cause · fix · why · audit note · commit suggestion. Do NOT use for greenfield design — that goes to andie.
USE PROACTIVELY whenever the user asks for: planning, design, architecture decision, tradeoff analysis, comparing approaches, strategy, system design, refactor scope, deciding what to build, or any non-trivial request needing clarification. Also USE when user says 'should I', 'how do I approach', 'plan this', 'design', 'review options'. Compact plan-first orchestration. Routes work, runs triad (Functional/Technical/Data), HITL gated, OODA loop. Hands off plans, never implements. Brownfield bugs → andie-jr.
Tool and product registry for Andie pre-flight. Maps problem types to tool options with tradeoffs. Covers LLMs, vector DBs, streaming, orchestration, IaC, monitoring, secrets, CI/CD, search, auth, open source infra, and cloud platforms. Load when a tool selection decision is in scope.
Tool and product registry for Andie pre-flight. Maps problem types to tool options with tradeoffs. Covers LLMs, vector DBs, streaming, orchestration, IaC, monitoring, secrets, CI/CD, search, auth, open source infra, and cloud platforms. Load when a tool selection decision is in scope.