jpantsjoha

jpantsjoha/ai-native-developer-experience

Plugin Claude Code

Team operating model for hybrid human+AI delivery — one shared contract for authority, risk, evidence, and done.

jpantsjoha/ai-native-developer-experience

Plugin Claude Code

Team operating model for hybrid human+AI delivery: one shared, drift-checked contract for authority, risk tiers, evidence, review, and done — with cloud-expert guardrails (Google Cloud, AWS, Azure, Alibaba Cloud) and Google ADK/Antigravity skills built in, routing agent-craft work to companion skill plugins.

jpantsjoha/ai-native-developer-experience

Instructions file

Instructions for jpantsjoha/ai-native-developer-experience, covering claude.md and claude code specifics.

jpantsjoha/ai-native-developer-experience

Instructions file Gemini CLI

Instructions for jpantsjoha/ai-native-developer-experience, covering gemini.md — always-on harness rules, design before generate, the adversarial gate (required reasoning step), receipts, not polish and file standards.

jpantsjoha/ai-native-developer-experience

Command

Bootstrap the operating model and minimal delivery-planning seed (dry-run first, never overwrites).

jpantsjoha/ai-native-developer-experience

Command

Initialise the planning seed and record the human team, roles, and escalation channels.

jpantsjoha/ai-native-developer-experience

Command

Validate the operating-model seed — manual binding, adapter drift, adoption state, checkpoint/evidence.

jpantsjoha/ai-native-developer-experience

Hook

Runs when a session starts on startup, clear and compact, running an inline shell check. From jpantsjoha/ai-native-developer-experience.

jpantsjoha/ai-native-developer-experience

Skill Claude CodeCodex

Google ADK (Agent Development Kit) orchestration patterns — boundaries, agent composition, and tool seams. Trigger when designing or reviewing multi-agent systems built on ADK. Authoritative source: adk.dev.

jpantsjoha/ai-native-developer-experience

Skill Claude CodeCodex

JP's signature red-team pass — "how would I break this?" Argue against your own approach before proceeding. Trigger on any high-stakes decision, architecture choice, or before marking work complete.

jpantsjoha/ai-native-developer-experience

Skill Claude CodeCodex

Alibaba Cloud expert guardrails — RAM least-privilege, data boundaries, residency (mainland/international split), cost, and official-source validation. Trigger when designing or reviewing any Alibaba Cloud workload, especially agents or LLMs (Model Studio/Bailian, Qwen, AgentScope).

jpantsjoha/ai-native-developer-experience

Skill Claude CodeCodex

AWS expert guardrails — IAM least-privilege, data boundaries, cost controls, residency, and official-source validation. Trigger when designing or reviewing any AWS workload, especially agents, LLMs (Bedrock), or multi-account systems.

jpantsjoha/ai-native-developer-experience

Skill Claude CodeCodex

Azure expert guardrails — Entra ID least-privilege, policy-first governance, data boundaries, cost, residency, and official-source validation. Trigger when designing or reviewing any Azure workload, especially agents, LLMs (Foundry/OpenAI), or landing-zone systems.

jpantsjoha/ai-native-developer-experience

Skill Claude CodeCodex

LLM and cloud cost awareness — model tiering, token budgets, right-sizing, and when a cheaper model suffices. Trigger before finalising any architecture that calls LLMs, before scaling a workload, or when a cost estimate is needed.

jpantsjoha/ai-native-developer-experience

Skill Claude CodeCodex

Decompose an epic into atomic parallelizable tasks and route each task to the right skill. Use this as a meta-router when you have more than one skill available and need to decide which applies. Trigger at the start of any multi-track epic or when the skill count in your harness exceeds 12.

jpantsjoha/ai-native-developer-experience

Skill Claude CodeCodex

Validate agent output against declared domain rules and ground truth before trusting it downstream. Trigger after any agent produces output that will be used in a decision, stored persistently, or passed to another agent.

jpantsjoha/ai-native-developer-experience

Skill Claude CodeCodex

GCP expert guardrails — IAM least-privilege, data boundaries, cost controls, residency, and official-source validation. Trigger when designing or reviewing any Google Cloud workload, especially agents, LLMs (Vertex AI/Gemini), or multi-tenant systems.

jpantsjoha/ai-native-developer-experience

Skill Claude CodeCodex

Use when configuring or optimising GitHub repositories for cost-effective, consistent operations — CI triggers, Actions billing, issue tracking, labelling, branch protection, or release workflow.

jpantsjoha/ai-native-developer-experience

Skill Claude CodeCodex

Check proposed stack, data flows, cloud choices, and delivery controls against declared enterprise policies, compliance frameworks, and security controls. Trigger at R2/R3 risk classification, before locking architecture decisions, or when the operating profile names a governance pointer.

jpantsjoha/ai-native-developer-experience

Skill Claude CodeCodex

Scaffold and govern an MCP server as a bounded tool seam. Defines which tools the agent may call, enforces the principle that agents call tools and tools call infrastructure. Trigger when adding or reviewing an MCP server in an agent system.

jpantsjoha/ai-native-developer-experience

Skill Claude CodeCodex

Bootstrap or harden a project's operating model for mixed human and AI delivery teams. Use when starting a repository, adopting an agent harness, defining authority and risk tiers, coordinating parallel agents safely, binding evidence and review to an exact candidate, or correcting fragmented rules that prevent…

jpantsjoha/ai-native-developer-experience

Skill Claude CodeCodex

Govern discovery, eligibility, and submission of a plugin or skill to official directories, registries, marketplaces, and curated GitHub lists. Use when preparing or sending plugin listings, marketplace forms, directory PRs, or repository recommendations; require current policy evidence and a final human confirmation…

jpantsjoha/ai-native-developer-experience

Skill Claude CodeCodex

Review gate for correctness, reuse, and simplification. Produces a structured verdict with actionable findings. Trigger on any PR before merge, or on any agent-generated code before it is committed.

jpantsjoha/ai-native-developer-experience

Skill Claude CodeCodex

Govern the SemVer release process — versioning discipline, tag-based GitHub releases, changelog hygiene, and the ADR that confirms the release strategy is agreed. Trigger when setting up a release process, before a first public release, or when release practice has become inconsistent. Owned by delivery-orchestrator.