adk-expert
Google ADK (Agent Development Kit) orchestration patterns — boundaries, agent composition, and tool seams. Trigger when designing…
Cloud guardrails for any vendor workload — Google Cloud (GCP, Vertex AI, GKE), AWS (IAM, EKS, Bedrock), Azure (Entra ID, Policy, AKS), Alibaba Cloud (RAM, mainland/international residency). Enforces identity least-privilege, mechanical policy, data boundaries, residency, cost
Claude Code
$ npx -y skills add jpantsjoha/ai-native-developer-experience --skill cloud-expert --agent claude-code
Codex
$ npx skills add jpantsjoha/ai-native-developer-experience --skill cloud-expert -a codex -y
Cursor
$ npx skills add jpantsjoha/ai-native-developer-experience --skill cloud-expert -a cursor -y
Gemini CLI
$ npx skills add jpantsjoha/ai-native-developer-experience --skill cloud-expert -a gemini-cli -y
GitHub Copilot
$ npx skills add jpantsjoha/ai-native-developer-experience --skill cloud-expert -a github-copilot -y
OpenCode
$ npx skills add jpantsjoha/ai-native-developer-experience --skill cloud-expert -a opencode -y
Windsurf
$ npx skills add jpantsjoha/ai-native-developer-experience --skill cloud-expert -a windsurf -y
name: cloud-expert description: Cloud guardrails for any vendor workload — Google Cloud (GCP, Vertex AI, GKE), AWS (IAM, EKS, Bedrock), Azure (Entra ID, Policy, AKS), Alibaba Cloud (RAM, mainland/international residency). Enforces identity least-privilege, mechanical policy, data boundaries, residency, cost caps, network egress and observability, with official-source validation before any claim. Trigger on any cloud infrastructure design, review, Terraform plan, or LLM/agent deployment; the-architect routes here.
> **Identity, tenancy, residency and cost are the design constraints — not the console's defaults.**
One procedure, four vendor references. This skill enforces the discipline that makes a cloud workload production-safe on whichever provider the team runs. It is not a vendor feature catalogue: read the vendor reference for specifics, then apply the shared procedure.
| Vendor | Reference | Identity model | Policy engine | |---|---|---|---| | Google Cloud | [`references/gcp.md`](./references/gcp.md) | IAM + Workload Identity Federation | Organisation Policy, VPC Service Controls | | AWS | [`references/aws.md`](./references/aws.md) | IAM roles + OIDC federation | SCPs, Config, Control Tower | | Azure | [`references/azure.md`](./references/azure.md) | Entra ID + managed identities | Azure Policy, Management Groups | | Alibaba Cloud | [`references/alibaba.md`](./references/alibaba.md) | RAM roles + STS | Resource Directory, Control Policies; mainland / international split |
Open the vendor reference first; every step below has vendor detail there.
1. **Identity and access** — least privilege for every workload identity and human role: no broad administrative roles on service identities; federated identities over long-lived keys; conditional, time-bound access where the platform supports it. 2. **Governance made mechanical** — region, resource-type and service constraints enforced by the platform's policy engine, not by convention; resource hierarchy mirrors environment and data classification; audit logging on identity changes and data-plane operations before any data lands. 3. **Data boundaries** — for every store: classification (public / internal / confidential / regulated), encryption at rest with customer-managed keys where required, tenant separation enforced at the data layer, and an explicit agreement wherever data crosses an account, project, subscription or organisation boundary. 4. **Residency** — every resource pinned to the required geography; policy prevents accidental multi-region or global creation; model endpoints regional where residency matters. 5. **Cost controls** — budget alerts at 50 / 75 / 90 / 100 %; autoscaling upper bounds set; LLM call volumes capped or rate-limited; commitments or spot capacity evaluated. 6. **Network and egress** — private connectivity where public endpoints are avoidable; egress estimated for cross-region and internet-bound traffic; default-deny with explicit allows. 7. **Observability** — dashboards, alerting on error rate, latency and cost, and log routing to a central retention point, all before go-live. 8. **Run the Adversarial Gate** — name the vendor's common failure modes (listed in each reference) and confirm each has a mitigation or a named risk owner.
Every service, quota, price or model claim cites an official document from the vendor's documentation or architecture centre (URLs in each reference). Quotas, prices and model names are dated facts: stale until re-verified against the source on the day you assert them.
provider's defaults; run the procedure per vendor.
**Shared ways of working for you, your team and your AI agents — from a new idea to a change running live.** join-the-team brings planning, delivery and ticket management, model selection, testing, independent review and release practices into one reusable
Google ADK (Agent Development Kit) orchestration patterns — boundaries, agent composition, and tool seams. Trigger when designing…
JP's signature red-team pass — "how would I break this?" Argue against your own approach before proceeding. Trigger on any…
Read-only SRE checkup of any GCP project: deterministic probes of the edge, Cloud Run services, 7-day error logs, Cloud…
LLM and cloud cost awareness — model tiering, token budgets, right-sizing, and when a cheaper model suffices. Trigger before…
Challenge vision alignment, value, cost, risk and operating ownership at material scope or release decisions.
Decompose an epic into atomic parallelizable tasks, route each to the right skill, and keep the four delivery records straight —…
You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or…
Ask which skill or flow fits your situation. A router over the skills in this repo.