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AI Agent Deployment Flow
Choose an applied agent workflow: coding fixes, marketing execution, or communications triage.
1
Coding Agent
Bug to pull request
2
Marketing Agent
Brief to campaign
3
Comms Agent
Inbox to resolved thread
4
Control Layer
Skills and policies
5
Operating Loop
Metrics and improvement
🐌Old Way
1.One-off prompts in disconnected tools
2.Context pasted manually from tickets and logs
3.No reusable skills, hooks, or policies
4.Reviewers cannot see what the agent did
5.Wins do not compound across the team
⏱️ Useful experiments, weak operating system
🐸Frog Way
Applied workflows selected by business value
Claude Code, Codex CLI, OpenCode, Cursor, Cline, Windsurf, Copilot, and IDE agents routed by job
MCP servers, hooks, scripts, and Skills Warehouse provide context
Tests, approval gates, and human review stay mandatory
Outputs ship as campaigns, replies, patches, docs, and PRs
⚡ Repeatable agent workflows with production responsibility intact