The philosophy and practical benefits of agent fungibility in multi-agent software development. Why homogeneous, interchangeable agents outperform specialized role-based systems at scale.
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Google Cloud Platform CLI - manage GCP resources. Use when working with Compute Engine, Cloud Run, GKE, Cloud Functions, Storage, BigQuery, or other GCP services.
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설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.
Core Capability: Manage Google Cloud Platform resources and services from the command line.
# Install
curl https://sdk.cloud.google.com | bash
exec -l $SHELL
# Verify
gcloud version
# Check auth
gcloud auth list
# Set project
gcloud config set project PROJECT_ID
# Show current config
gcloud config list
# Login interactively
gcloud auth login
# Service account auth
gcloud auth activate-service-account --key-file=key.json
# Application default credentials
gcloud auth application-default login
# Set project
gcloud config set project PROJECT_ID
# Set region/zone
gcloud config set compute/region us-central1
gcloud config set compute/zone us-central1-a
# Named configurations
gcloud config configurations create my-config
gcloud config configurations activate my-config
# List VMs
gcloud compute instances list
# Create VM
gcloud compute instances create my-vm \
--zone=us-central1-a \
--machine-type=e2-medium \
--image-family=debian-12 \
--image-project=debian-cloud
# SSH to VM
gcloud compute ssh my-vm --zone=us-central1-a
# Stop/start
gcloud compute instances stop my-vm --zone=us-central1-a
gcloud compute instances start my-vm --zone=us-central1-a
# List services
gcloud run services list
# Deploy from source
gcloud run deploy my-service --source . --region=us-central1
# Deploy container
gcloud run deploy my-service \
--image=gcr.io/PROJECT/IMAGE \
--region=us-central1 \
--allow-unauthenticated
# View logs
gcloud run services logs read my-service --region=us-central1
# List buckets
gcloud storage buckets list
# Create bucket
gcloud storage buckets create gs://my-bucket --location=us-central1
# Upload/download
gcloud storage cp local-file.txt gs://my-bucket/
gcloud storage cp gs://my-bucket/file.txt ./
# Sync directory
gcloud storage rsync -r ./local-dir gs://my-bucket/remote-dir
| Service | List | Create | Delete |
|---|---|---|---|
| Compute | gcloud compute instances list | gcloud compute instances create | gcloud compute instances delete |
| Cloud Run | gcloud run services list | gcloud run deploy | gcloud run services delete |
| Functions | gcloud functions list | gcloud functions deploy | gcloud functions delete |
| GKE | gcloud container clusters list | gcloud container clusters create | gcloud container clusters delete |
| Storage | gcloud storage buckets list | gcloud storage buckets create | gcloud storage rm |
# JSON output
gcloud compute instances list --format=json
# Table with specific columns
gcloud compute instances list --format="table(name,zone,status)"
# Filter results
gcloud compute instances list --filter="status=RUNNING"
# Quiet mode (no prompts)
gcloud compute instances delete my-vm --quiet
gcloud cheat-sheet # Built-in cheat sheet
gcloud interactive # Interactive shell
gcloud --help # General help
gcloud compute --help # Service-specific help
Copy this to your project's AGENTS.md:
### Google Cloud CLI (gcloud)
`gcloud` is installed and authenticated.
Auth:
\`\`\`bash
gcloud auth login
gcloud auth application-default login # For API libraries
\`\`\`
Project:
\`\`\`bash
gcloud config set project <PROJECT_ID>
\`\`\`
Enable APIs:
\`\`\`bash
gcloud services enable aiplatform.googleapis.com
gcloud services enable analyticsdata.googleapis.com
\`\`\`
Useful commands:
\`\`\`bash
gcloud projects list
gcloud services list --enabled
gcloud beta billing accounts list
\`\`\`
| Topic | Reference |
|---|---|
| All services | SERVICES.md |
| IAM & Security | IAM.md |
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The philosophy and practical benefits of agent fungibility in multi-agent software development. Why homogeneous, interchangeable agents outperform specialized role-based systems at scale.
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MCP Agent Mail for multi-agent coordination. Use when agents need file locks, messaging, inboxes, or conflict prevention. Handles macro_start_session, file_reservation_paths, send_message, threading, pre-commit guards.
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Jeffrey Emanuel's multi-agent implementation workflow using NTM, Agent Mail, Beads, and BV. The execution phase that follows planning and bead creation. Includes exact prompts used.
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Convert markdown plans into beads with dependencies using br CLI. Use when creating task graphs, polishing beads before implementation, or bridging planning to agent swarm execution.
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Beads Viewer - Graph-aware triage engine for Beads projects. Computes PageRank, betweenness, critical path, and cycles. Use --robot-* flags for AI agents.
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Manage AI coding CLI accounts with sub-100ms switching. Use when hitting rate limits on Claude Max, GPT Pro, or Gemini Ultra subscriptions and need instant account swapping without browser OAuth.
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