# GCP Best Practices — propane-will-491900-m5 ## Platform context (2025–2026) - **Vertex AI Agent Engine** has been rebranded as **Gemini Enterprise Agent Platform**. Agent runtimes are fully managed serverless — no VM management required. - **ADK (Agent Development Kit)** 2.0 is open-source, supports Python/TypeScript/Go/Java/Kotlin. Agents run locally for dev, then deploy to Agent Runtime, Cloud Run, or GKE. - Region: **us-central1** for all resources (low latency, widest feature availability). ## Required APIs (enable once, idempotent) ``` aiplatform.googleapis.com # Vertex AI / Gemini Agent Platform storage.googleapis.com # Cloud Storage staging cloudbilling.googleapis.com # Billing Budget API cloudresourcemanager.googleapis.com iam.googleapis.com run.googleapis.com # If using Cloud Run as deploy target monitoring.googleapis.com logging.googleapis.com cloudtrace.googleapis.com secretmanager.googleapis.com artifactregistry.googleapis.com cloudbuild.googleapis.com ``` ## ADK install ```bash pip install google-adk>=2.0.0 google-cloud-aiplatform[adk,agent_engines]>=1.112.0 gcloud components update gcloud auth application-default login ``` ## Deploy targets — decision matrix | Target | Best for | Cost model | Auth | |---|---|---|---| | **Agent Runtime** (managed) | Production agents, Memory Bank, Sessions | Per vCPU-second + GiB-second | ADC / SA | | **Cloud Run** | Custom containers, public API endpoints, lower ops | Pay-per-request, scales to 0 | ADC / SA | | **GKE** | Complex multi-agent meshes, custom networking | Cluster uptime + node cost | Workload Identity | ## ADK 2.0 — new in 2026 - Graph workflows and collaborative agents (coordinator + sub-agents) - **ADK Kotlin** — new language support - `adk deploy cloud_run` and `adk deploy agent_engine` CLI commands - Native MCP client and server support - A2A (Agent-to-Agent) protocol support - `SecretManagerClient` integration (requires ADK ≥ 1.29) ## Four platform pillars (Gemini Enterprise Agent Platform) | Pillar | Key features | |---|---| | **Build** | ADK 2.0, Agent Studio (visual designer), Agents CLI, 200+ models via Model Garden | | **Scale** | Agent Runtime, Sessions, Memory Bank, Code Execution, multi-day workflows | | **Govern** | Agent Identity, Agent Registry, Agent Gateway, Model Armor, Agent Security dashboard | | **Optimize** | Agent Evaluation, Agent Optimizer (auto-clusters failures), Example Store, Observability | ## Model landscape (May 2026) | Model | Status | Recommended use | |---|---|---| | `gemini-2.5-flash` | GA | Balanced cost/quality — **recommended default** | | `gemini-3-flash` | Public preview | Cheapest option for dev/test | | `gemma-4` | GA (open-source) | Self-hosted / fine-tuning | | ~~`gemini-1.5-*`~~ | **Discontinued** | Migrate immediately | | ~~`claude-3.5-haiku`~~ | **Deprecated** (shutdown Jul 2026) | Migrate immediately | ## agent-starter-pack (Google official) ```bash uvx agent-starter-pack enhance # add CI/CD + eval + observability to existing agent uvx agent-starter-pack create my-agent # scaffold from scratch ``` Provides: CI/CD (Cloud Build), Evaluation, Observability, Terraform IaC out of the box. GitHub: https://github.com/GoogleCloudPlatform/agent-starter-pack ## Key constraints - Never use GPU instances (A100/V100) unless business-critical. - Default compute: `e2-micro` for background tasks, up to `e2-standard-4` for Colab. - Agent Runtimes bill when deployed — always run `03-teardown.sh` at end of day. - Cloud Storage buckets do NOT auto-delete — lifecycle rules are mandatory.