adpa-agent-orchestration

Orchestrate the ADPA 10-phase agent lifecycle with telemetry and governance.

1|1|Updated Jul 20, 2025
One-click install
npx skills add https://github.com/mdresch/adpa --skill adpa-agent-orchestration
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: adpa-agent-orchestration
Source: https://github.com/mdresch/adpa/tree/main/adpa-agent-orchestration
Command: npx skills add https://github.com/mdresch/adpa --skill adpa-agent-orchestration

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

The ADPA agent orchestration system coordinates and streamlines debugging, extension, monitoring, and management of agent runs across cognitive loops and the project lifecycle, reducing manual overhead and improving reliability.

Core Features & Use Cases

  • End-to-end coordination of the 10-phase agent lifecycle across cognitive and project-management layers.
  • Real-time telemetry, governance rules, and artifact persistence to aid debugging and governance.
  • Use Case: operators can debug a failed run by tracing phase transitions, observations, and actions, then adjust orchestration flow accordingly.

Quick Start

Run the ADPA orchestrator to initialize and monitor a full 10-phase agent lifecycle.

Frequently Asked Questions about adpa-agent-orchestration

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I orchestrate agent runs across a full project management lifecycle?

Agent orchestration coordinates the complete 10-phase workflow across cognitive architecture and project management layers. It manages debugging, extension, monitoring, and end-to-end execution of agent runs to reduce manual overhead.

How does streaming telemetry help with debugging failed agent workflows?

Streaming telemetry captures real-time phase transitions, observations, and actions during agent runs. Operators trace these telemetry streams to pinpoint failures, debug issues, and adjust orchestration flow accordingly.

What is a 10-phase agent orchestration system and when do I need it?

A 10-phase agent orchestration system structures cognitive loops and project management tasks into sequential phases. You need it when coordinating complex agent workflows that require governance rules, artifact persistence, and real-time monitoring.

Can I use agent orchestration to manage governance rules and artifact persistence?

Yes, agent orchestration enforces governance rules and handles artifact persistence throughout the workflow. These features ensure reliability and provide auditable records for debugging and managing cognitive architectural phases.

What is the best way to monitor agent runs in real-time?

The best way to monitor agent runs is using an orchestration system with streaming telemetry. It provides real-time visibility into phase transitions and actions, allowing operators to debug and adjust the flow as needed.

Why does my agent workflow fail during phase transitions and how can I trace it?

Agent workflows fail during phase transitions due to errors in cognitive loops or project management logic. You can trace failures by analyzing streaming telemetry, observing actions, and reviewing persisted artifacts to adjust the orchestration flow.