Skills

Adapt Workflow

Use when porting a workflow to a different AI provider, deployment environment, model...

Install

npx skills add sharpdeveye/maestro --skill adapt-workflow -g -a claude-code -y
Repository
sharpdeveye/maestro592
Category
Engineering
Updated
6mo ago
License
MIT
Context cost
Lightabout 534 tokens
Runs scripts
No, instructions only

What it does

Use when porting a workflow to a different AI provider, deployment environment, model tier, or organizational context.

MANDATORY PREPARATION

Invoke /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 /teach-maestro first. Additionally gather: what the workflow is being adapted to.


Adapt a working workflow for a different context.

Adaptation Assessment

DimensionCurrentTargetImpact
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

Provider Adaptation

  • 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

Environment Adaptation

  • 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

Adaptation Checklist

  • 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

Recommended Next Step

After adaptation, run /evaluate to verify the workflow performs correctly in the target environment, then /diagnose for a full health check.

NEVER:

Read the whole SKILL.md on GitHub

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