optimize-agentic-workload

Official

Cheaper, faster agentic workloads.

Authorunderstudylabs
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill helps teams reduce the cost and latency of multi-turn, tool-calling agent loops by providing a structured workflow for evaluating, routing, and optimizing agent policy models against fixed tool sets.

Core Features & Use Cases

  • Model-A/B evaluation: compare policy models against fixed tools to find cost-effective, fast solutions that maintain quality.
  • Safety and determinism gates: establish baseline harnessing, snapshot tool outputs, and guardrails before optimizing.
  • Workflow optimization path: supports read-only searches, state-mutating API workflows, and staged GEPA interventions.

Quick Start

Run an initial baseline by routing a workload through the verifiers harness using a fixed tool set and compare models on quality, latency, and cost.

Dependency Matrix

Required Modules

None required

Components

references

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: optimize-agentic-workload
Download link: https://github.com/understudylabs/understudy-agent-tools/archive/main.zip#optimize-agentic-workload

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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