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ShubhamManachekar
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moe-orchestration

Coordinate MoE routing and control-plane logic under INR budget constraints.

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

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Efficiently route tasks across a Mixture of Experts (MoE) system while enforcing INR budget caps and governance constraints to prevent over-spend and unsafe routing decisions.

Core Features & Use Cases

  • Dynamic capability-based routing that chooses the best actor for a task based on capability fit, confidence, and cost.
  • Budget governance with strict INR accounting and throttling rules when nearing limits.
  • Tiered authority and safeguards, including a single-writer model and validation gates for target state changes.

Quick Start

Provide an initial capability catalog and budget target, then start the MoE orchestrator to observe and route tasks.

Frequently Asked Questions about moe-orchestration

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

FAQPage Schema
What is budget-aware MoE routing and when do I need it for task orchestration?▼

Budget-aware MoE routing directs tasks to specialized actors based on capability fit and cost. You need it for distributed decision systems requiring scalable, governed operations to prevent overspending and unsafe routing decisions.

How do I enforce INR budget constraints during agent orchestration?▼

You enforce INR budget constraints by applying strict accounting and throttling rules when nearing limits. The orchestrator uses budget gating to prevent overspending, ensuring cost-aware task routing across the system.

How does capability-based routing select the best actor for a task?▼

Capability-based routing selects the best actor by evaluating dynamic capability fit, confidence, and cost. This ensures tasks route to the most suitable expert within your distributed decision system.

Can I use single-writer governance to control MoE routing state changes?▼

Yes, you can use a single-writer governance model to control MoE routing state changes. This tiered authority approach includes validation gates for target state changes to ensure governed, safe routing decisions.

How do I start an MoE orchestrator with a capability catalog and budget target?▼

Provide an initial capability catalog and budget target, then start the MoE orchestrator to observe and route tasks. This allows the system to dynamically discover capabilities and govern routing under budget limits.

What are the limitations of dynamic capability discovery in distributed decision systems?▼

Dynamic capability discovery requires strict governance to avoid unsafe routing decisions. Limitations include the need for single-writer authority and validation gates to prevent overspending and maintain system integrity.

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