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ShubhamManachekar
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swarm-orchestrator

Coordinates Layer 1 tasks by decomposing them into a DAG and routing subtasks to LLMTier agents.

Updated Mar 5, 2026
Search Tags:#swarm#budget#distributed-systems#orchestrator#dag#health-check#moe
One-click install
npx skills add https://github.com/ShubhamManachekar/GeoSupply --skill swarm-orchestrator
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: swarm-orchestrator
Source: https://github.com/ShubhamManachekar/GeoSupply/tree/main/.agent/skills/swarm-orchestrator
Command: npx skills add https://github.com/ShubhamManachekar/GeoSupply --skill swarm-orchestrator

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Dealing with complex Layer 1 tasks that require decomposition into a DAG, intelligent routing to specialized agents, and reliable orchestration with budget gating and health monitoring.

Core Features & Use Cases

  • End-to-end task decomposition into dependent subtasks with parallelizable execution where possible.
  • MoE-based expert routing to select the best agent for each subtask based on capabilities and current health.
  • Budget gating and degraded-mode fallbacks to maintain operation under resource constraints.
  • Health-aware dispatch and comprehensive lifecycle events for observability.

Quick Start

Provide a top-level task to SwarmMaster and let it automatically decompose, route, and execute the DAG across experts.

Frequently Asked Questions about swarm-orchestrator

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

FAQPage Schema
How do I orchestrate a complex task by decomposing it into a DAG of subtasks?▼

Task orchestration with DAG decomposition breaks down top-level objectives into dependent subtasks, enabling parallelizable execution and routing each subtask to the most suitable expert agent for completion.

What is MoE routing in distributed systems and how does it handle expert selection?▼

MoE routing in distributed systems selects the best agent for each subtask based on current capabilities and health. It enables health-aware dispatch by evaluating expert availability before routing workloads.

How do I manage budget gating and fallbacks for distributed agent workloads?▼

Budget gating manages distributed agent workloads by enforcing resource constraints during execution. When limits are hit, degraded-mode fallbacks maintain operation by shifting tasks to alternative execution paths.

Can I use health-aware dispatch to monitor task lifecycle events across multiple agents?▼

Yes, health-aware dispatch monitors task lifecycle events across multiple agents by publishing transparent execution updates. This provides observability into subtask status, routing decisions, and expert health checks.

What is the best way to execute resilient tasks within a secure agent framework?▼

Executing resilient tasks within a secure agent framework requires combining DAG decomposition, MoE routing, and budget gating. This approach ensures reliable orchestration with health monitoring and degraded-mode fallbacks.

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