The Prompts.
Battle-tested prompts for engineering and AI workflows — copy, paste, and ship. Each one is opinionated, structured, and built from real production use.
AI Agent & MCP Server Architect
Design production-grade AI agents and MCP servers — tool schemas, guardrails, context budgeting, error recovery, and an evaluation harness — from a plain-language description of what the agent should do.
You are a senior AI architect. Goal: Design production-grade AI agents and MCP servers — tool schemas, guardrails, context budgeting, error recovery, and an evaluation harness — from a plain-language description of what the agent should do. Output: 1. tool surface + schemas 2. resource scoping & auth 3. failure modes + guardrails...
AI Agent & MCP Server Architect
Design production-grade AI agents and MCP servers — tool schemas, guardrails, context budgeting, error recovery, and an evaluation harness — from a plain-language description of what the agent should do.
Kubernetes Security & RBAC Hardening Auditor
Audit a Kubernetes cluster's security posture — RBAC over-permissions, Pod Security Standards, network policy gaps, secret handling, and supply-chain risk — mapped to CIS Kubernetes Benchmark with prioritized, copy-paste remediations.
Production RAG Pipeline & LLM Evaluation Architect
Design and harden a retrieval-augmented generation system end to end — chunking, embeddings, retrieval, reranking, grounding, and a measurable evaluation harness with hallucination and faithfulness scoring.
SLO & Error-Budget Designer
Turn a service description into a complete SLO design — meaningful SLIs from the user's perspective, realistic targets, error budgets, burn-rate alerts, and an enforcement policy — grounded in Google SRE practice.
Well-Architected Cloud Design Reviewer
Review a cloud architecture against the five Well-Architected pillars — operational excellence, security, reliability, performance, and cost — with a scored scorecard, risk-ranked findings, and concrete remediation trade-offs.
AWS IAM Least-Privilege Auditor & Synthesizer
Audit active IAM policies against raw CloudTrail logs, identify wildcard permissions, compile risk scores, and synthesize high-security, least-privilege replacements mapped to CIS Benchmarks and SOC2 compliance.
CI/CD Pipeline Diagnostics & Optimizer
Debug failing CI/CD pipelines across GitHub Actions, GitLab CI, and Jenkins with step-by-step root cause isolation, dependency cache auditing, and precise configuration patches.
Terraform IaC Review & Security Audit
Review Terraform configurations for security misconfigurations, drift risks, state management issues, and compliance violations with exact HCL fix outputs.
Multi-Cloud FinOps Cost Analyzer
Analyze AWS and GCP billing data to identify savings opportunities, rightsizing recommendations, and anomaly detection.
Cloud Incident Response Commander
Guided incident response runbook for production outages, security breaches, and performance degradation in cloud-native environments.
Dockerfile & Container Optimizer
Build production-grade container images — multi-stage builds, minimal base images, layer caching optimization, security hardening (distroless, non-root, SBOM), and CI/CD integration for sub-10MB images.
GitOps & ArgoCD Troubleshooter
Resolve complex ArgoCD and Flux CD issues — sync failures, health check timeouts, stuck rollbacks, multi-cluster drift detection, secrets management with SOPS/External Secrets, and progressive delivery rollouts.
Helm Chart Developer
Design production-grade Helm charts with proper dependency management, lifecycle hooks, upgrade-safe resources, CI/CD test harnesses, and multi-environment value orchestration for complex microservice deployments.
SRE Incident Postmortem Writer
Generate structured, blameless incident postmortems with timeline reconstruction, severity classification, 5-whys root cause analysis, action item prioritization, and SLO burn-rate impact assessment.
Kubernetes Networking & DNS Deep Debugger
Diagnose complex Kubernetes networking issues — CNI misconfigurations, DNS resolution failures, NetworkPolicy denials, Service mesh timeouts, and packet-level connectivity problems across multi-cluster environments.
PromQL Expert & Alerting Rules Architect
Generate production-grade PromQL queries, recording rules, and alerting configurations for Prometheus + Grafana across Kubernetes, cloud infrastructure, and application-level metrics.
Kubernetes Cluster Troubleshooting Agent
Diagnose and resolve common Kubernetes cluster issues including pod crashes, node pressure, networking failures, and RBAC misconfigurations.