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Copilot AI commented Nov 7, 2025

Implements OpenCog-inspired autonomous multi-agent orchestration workbench enabling coordinated command execution workflows through daemon constellations.

Implementation

Daemon Management

  • gh gitcog daemon start/stop/list/logs - Full lifecycle management for background cognitive processes
  • Configurable workflow types: general, code-review, ci-monitor, issue-triage
  • Auto-generated naming, graceful shutdown, real-time log streaming (--follow)

Constellation Coordination

  • gh gitcog constellation create/add/list/status - Multi-daemon coordination framework
  • Daemons synchronize into constellations for distributed workflow execution
  • Enables emergent intelligence through coordinated agent interaction

Architecture

GitCog Orchestration System
├── Meta-Cognitive Layer (existing)
├── Daemon Management System (new)
│   └── Inter-daemon communication protocols
└── Constellation Coordination (new)
    └── Distributed workflow execution

Example Usage

# Create CI/CD constellation
gh gitcog constellation create --name ci-cd-pipeline
gh gitcog daemon start --name builder --type ci-monitor
gh gitcog daemon start --name tester --type ci-monitor
gh gitcog constellation add ci-cd-pipeline builder
gh gitcog constellation add ci-cd-pipeline tester

# Orchestrate with constellation coordination
gh gitcog orchestrate "Optimize CI/CD with constellation"
gh gitcog daemon logs builder --follow

Testing

  • 21 unit tests covering all daemon/constellation operations
  • Edge case validation (missing args, invalid flags)
  • Integration with existing GitCog orchestrator verified

Documentation

  • Complete command reference with examples in pkg/cmd/gitcog/README.md
  • Use case demonstrations (CI/CD, issue triage, code review)
  • Architecture diagrams and coordination protocols
Original prompt

implement opencog as an autonomous multi-agent orchestration workbench for github cli that enables direct implementation of abstract ideas & complex models with constellations of gh-daemons coordinate command execution workflows

Custom agent used: gitcog-builder
Master builder of cognitive architectures with deep expertise in GitHub platform integration, CLI tooling, workflow automation, and development infrastructure orchestration for AGI systems and collaborative intelligence platforms.


✨ Let Copilot coding agent set things up for you — coding agent works faster and does higher quality work when set up for your repo.

Implement full daemon management system with constellation coordination for autonomous multi-agent orchestration. Enables direct implementation of abstract ideas through coordinated gh-daemons executing command workflows.

Co-authored-by: drzo <[email protected]>
Copilot AI changed the title [WIP] Implement OpenCog as multi-agent orchestration workbench Implement daemon constellation system for autonomous multi-agent orchestration Nov 7, 2025
Copilot finished work on behalf of drzo November 7, 2025 23:54
Copilot AI requested a review from drzo November 7, 2025 23:54
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coool

@drzo drzo marked this pull request as ready for review November 8, 2025 00:21
@drzo drzo temporarily deployed to cli-automation November 8, 2025 00:21 — with GitHub Actions Inactive
@drzo drzo merged commit 7800a5e into trunk Nov 8, 2025
18 of 20 checks passed
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2 participants