AI agent development workflow for building autonomous agents, multi-agent systems, and agent orchestration with CrewAI, LangGraph, and custom agents.
SkillScore86Maintained
Automatic
◆AI Engineer pack
Last verified 8/18/2026
What it changes
Passed 19 of 22 test cases with the skill, and 7 of 22 without it.
Without skill32%
With skill86%
Checks it passed that the model alone missed
Recommends invoking @agent-evaluation or @evaluation
Recommends invoking @agent-tool-builder for building tools
Recommends invoking @agent-memory-systems or @conversation-memory
and 9 more in the full report
12 fixed7 passed either way3 still failing0 broke
Pass-rate lift
+55 pp
Tokens
-6%
Agent turns
0%
Response time
-42%
Model gemini-3.6-flashMeasured 8/18/2026v119 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 12
Prompt
Provide the exact single-line invocation prompt recommended when starting the agent architecture design phase.
What was checked, without and with the skill
Checked
Without skill
With skill
Includes the prompt text 'Use @ai-agents-architect to design AI agent architecture'
Missed
Passed
case-05 · gemini-3.6-flash · 8/18/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md164 linessingle file
AI Agent Development Workflow
Overview
Specialized workflow for building AI agents including single autonomous agents, multi-agent systems, agent orchestration, tool integration, and human-in-the-loop patterns.
When to Use This Workflow
Use this workflow when:
Building autonomous AI agents
Creating multi-agent systems
Implementing agent orchestration
Adding tool integration to agents
Setting up agent memory
Workflow Phases
Phase 1: Agent Design
Skills to Invoke
ai-agents-architect - Agent architecture
autonomous-agents - Autonomous patterns
Actions
Define agent purpose
Design agent capabilities
Plan tool integration
Design memory system
Define success metrics
Copy-Paste Prompts
Use @ai-agents-architect to design AI agent architecture
Command-line tools that delegate analysis tasks to AI models. Includes image description, screenshot comparison, essay generation from text, and boolean condition evaluation. Use for describing images, comparing UI states, generating reports, evaluating conditions, or any task requiring AI inference. Triggers: ai analysis, describe image, compare screenshots, generate essay, evaluate condition, alt text, image description, UI comparison, visual diff, satisfies condition, boolean evaluation, gemi