Run

One-shot lifecycle command that chains init → baseline → spawn → eval → merge in a single invocation.

Development / Engineeringdevelopmentengineering
by AgentVoltv1.0.0Published 1y ago1 install
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Before & after

Same prompt, same agent — the only difference is the skill.

PromptRun a full AgentHub competition round from scratch
Beforegeneric AI agent
I can help you run an AgentHub competition round. There are a few different approaches we could take. Do you want me to walk you through the full pipeline manually, or would you prefer an automated end-to-end run? The process usually involves initializing the competition, running a baseline, spawning agent instances, evaluating results, and merging findings. I could do these steps one at a time so you can review between each, or I could chain them together if you're comfortable with minimal stopping points. Do you have a specific competition type in mind, or are you running a standard benchmark? Let me know your preferences and I can get started.
Afterwith Run
AGENTHUB COMPETITION EXECUTION

Configuration
• Competition type: Agent capability benchmark
• Agents: 3 (baseline LLM + 2 variants)
• Dataset: 120 representative prompts
• Metric: Accuracy score, latency, cost
• Environment: Isolated sandbox

AUTOMATED PIPELINE

PHASE 1: INIT (2 minutes)
→ Spin up competition workspace
→ Load prompt dataset
→ Initialize baseline agent (vanilla Claude 3.5 Sonnet)
→ Create config.json with run parameters

PHASE 2: BASELINE (8 minutes)
→ Run baseline on 120 prompts
→ Collect accuracy, latency, tokens (cost) per prompt
→ Output: baseline_results.json
→ Metrics: 87.3% accuracy, avg 340ms latency, 0.42/prompt cost

PHASE 3: SPAWN (1 minute)
→ Instantiate Variant A: Prompt engineering optimized
→ Instantiate Variant B: System prompt tuned
→ Configure logging and checkpointing

PHASE 4: EVALUATION (15 minutes)
→ Run all variants in parallel against same 120 prompts
→ Collect same metrics: accuracy, latency, cost
→ Variance tracking: ±2% acceptable range
→ Early stop if Variant accuracy drops below 85%

LIVE RESULTS (mid-run)

Baseline: 87.3% accuracy (reference)
Variant A: 91.2% accuracy (+3.9pp), 380ms latency, 0.48/prompt cost
Variant B: 88.1% accuracy (+0.8pp), 315ms latency, 0.39/prompt cost

PHASE 5: MERGE (1 minute)
→ Compare all three results
→ Identify statistical winner (Variant A: +3.9pp, p < 0.05)
→ Log decision rationale
→ Archive config + results + traces
→ Output: competition_summary.json

TOTAL RUNTIME: 27 minutes

DELIVERABLES
→ competition_results.csv (prompt, baseline_score, variantA_score, variantB_score)
→ trace_logs/ (sampled requests for inspection)
→ summary.md (winner, metrics, recommendation)

About this skill


name: run description: Use when One-shot lifecycle command that chains init → baseline → spawn → eval → merge in a single invocation.

Run

One-shot lifecycle command that chains init → baseline → spawn → eval → merge in a single invocation. Use when the user runs /hub:run or asks to execute a full AgentHub competition end-to-end.

What you get

  • Public GitHub repo (alirezarezvani/claude-skills)
  • the run skill folder with SKILL.md. Part of a 337-skill / 30-agent / 70-command install.

Customize your output

  • Fork the repo and adapt the skill's instructions and references to your workflow.

Example output

Activates automatically when your request matches Run; chains with the other skills, agents, and commands in the collection.

Best for

Creators, builders, and teams using Claude Code.

SKILL.md preview

SKILL.md
---
name: run
description: Execute the full AgentHub competition lifecycle in one invocation, chaining init, baseline, spawn, eval, and merge stages end-to-end.
version: 1.0.0
category: Development / Engineering
author: AgentVolt
license: proprietary
tags:
  - development
  - engineering
---

# Run

Execute the full AgentHub competition lifecycle in one invocation, chaining init, baseline, spawn, eval, and merge stages end-to-end.

## When to use

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