Gives a team and its AI agents shared ways of working for a project, covering planning, ticket tracking, model choice, testing, independent review and release checks. Each project gets one operating contract that says who decides and what must pass before delivery.
@jpantsjohaGoogle ADK (Agent Development Kit) orchestration patterns — boundaries, agent composition, and tool seams. Trigger when designing…
@jpantsjohaJP's signature red-team pass — "how would I break this?" Argue against your own approach before proceeding. Trigger on any…
@jpantsjohaRead-only SRE checkup of any GCP project: deterministic probes of the edge, Cloud Run services, 7-day error logs, Cloud…
@jpantsjohaCloud guardrails for any vendor workload — Google Cloud (GCP, Vertex AI, GKE), AWS (IAM, EKS, Bedrock), Azure (Entra ID, Policy,…
@jpantsjohaLLM and cloud cost awareness — model tiering, token budgets, right-sizing, and when a cheaper model suffices. Trigger before…
@jpantsjohaChallenge vision alignment, value, cost, risk and operating ownership at material scope or release decisions.
@jpantsjohaDecompose an epic into atomic parallelizable tasks, route each to the right skill, and keep the four delivery records straight —…
@jpantsjohaValidate agent output against declared domain rules and ground truth before trusting it downstream. Trigger after any agent…
@jpantsjohaMeasure real frontend performance — Core Web Vitals (LCP, CLS, INP), page-load traces, CPU and network throttling, Lighthouse…
@jpantsjohaPursue an agreed goal to a working outcome without waiting: decompose it, re-prioritise as evidence arrives, branch, gate, get an…
@jpantsjohaUse when configuring or optimising GitHub repositories for cost-effective, consistent operations — CI triggers, Actions billing,…
@jpantsjohaCheck proposed stack, data flows, cloud choices, and delivery controls against declared enterprise policies, compliance…
@jpantsjohaBootstrap the operating model and minimal delivery-planning seed (dry-run first, never overwrites)
@jpantsjohaInitialise the planning seed and record the human team, roles, and escalation channels
@jpantsjohaValidate the operating-model seed — manual binding, adapter drift, adoption state, checkpoint/evidence
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