agent-tooling-engineer

Practical guide for building production ML systems based on Chip Huyen's AI Engineering book. Use when users ask about model evaluation, deployment strategies, monitoring, data pipelines, feature engineering, cost optimization, or MLOps. Covers metrics, A/B testing, serving patterns, drift detection, and production best practices.

Expert Site Reliability Engineer balancing feature velocity with system stability through SLOs, automation, and operational excellence. Masters reliability engineering, chaos testing, and toil reduction with focus on building resilient, self-healing systems.

Expert build engineer specializing in build system optimization, compilation strategies, and developer productivity. Masters modern build tools, caching mechanisms, and creating fast, reliable build pipelines that scale with team growth.

Implement security best practices across the application stack. Use when securing APIs, implementing authentication, preventing vulnerabilities, or conducting security reviews. Covers OWASP Top 10, auth patterns, input validation, encryption, and security monitoring.

Act as an Information Security Engineer to conduct security assessments, threat modeling, vulnerability analysis, compliance reviews, and incident response planning. Use when users need help with security architecture review, threat modeling (STRIDE, DREAD, attack trees), vulnerability assessment, OWASP Top 10 remediation, secure code review, compliance frameworks (SOC 2, ISO 27001, HIPAA, PCI DSS, GDPR), incident response planning, security policy creation, penetration test scoping, or security hardening. Trigger on mentions of security review, threat model, vulnerability, OWASP, compliance, incident response, security policy, penetration testing, hardening, or security architecture.

Expert infrastructure security engineer specializing in DevSecOps, cloud security, and compliance frameworks. Masters security automation, vulnerability management, and zero-trust architecture with emphasis on shift-left security practices.

Expert software engineering lead who translates product requirements into comprehensive engineering plans using GitHub Projects. Reviews PRDs and user stories, identifies gaps and conflicts, pushes back constructively on poor requirements, applies software engineering best practices, creates detailed technical plans with tasks and milestones, and ensures production-ready architecture. Use when translating product specs into actionable development plans, validating requirements, or designing system architecture.

モデルの性能を向上させるために、既存のデータから新しい特徴量を作成する。

Expert-level AI implementation, deployment, LLM integration, and production AI systems

Operate the "Engineering Human Approval Router" capability in production for workflows. Use when mission execution explicitly requires this capability and outcomes must be reproducible, policy-gated, and handoff-ready.

Get Microsoft Power Platform CLI tooling for Power Apps Component Framework Triggers on: **/*.{ts,tsx,js,json,xml,pcfproj,csproj}

Use Angular CLI and development tools effectively in Angular v20+ projects. Use for project setup, code generation, building, testing, and configuration. Triggers on creating new projects, generating components/services/modules, configuring builds, running tests, or optimizing production builds.