{
  "$schema": "https://schemas.agentskills.io/discovery/0.2.0/schema.json",
  "version": "1.0",
  "name": "Robust Devs",
  "description": "Engineering capabilities Robust Devs can be engaged to deliver.",
  "url": "https://robustdevs.co",
  "updated": "2026-08-25",
  "skills": [
    {
      "name": "ai-product-engineering",
      "title": "AI product engineering",
      "description": "Design and build production AI products — RAG systems, agentic workflows, evaluation and observability — for companies that need something shipped, not a prototype.",
      "url": "https://robustdevs.co/services/ai-development",
      "whenToUse": "Use when a company needs a production AI product built or taken over — RAG, agents, evaluation — and has the spec but not the senior engineering. Not for model training."
    },
    {
      "name": "technical-audit",
      "title": "Technical audit",
      "description": "A 47-item review of an existing codebase and AI stack, delivered in 5 business days, covering architecture, security, evaluation coverage and delivery risk.",
      "url": "https://robustdevs.co/services/tech-audit",
      "whenToUse": "Use when an AI system is already in production and the team cannot tell why it is slow, wrong, expensive or unreviewable. Fixed price $4,999, 47 items, 5 business days."
    },
    {
      "name": "healthtech-engineering",
      "title": "Healthtech engineering",
      "description": "HIPAA-aware patient products, clinical decision support, remote patient monitoring and care operations tooling.",
      "url": "https://robustdevs.co/industries/ai-healthtech",
      "whenToUse": "Use for HIPAA-aware patient products, clinical decision support, remote patient monitoring and care operations. Not for regulated medical device firmware."
    },
    {
      "name": "fintech-engineering",
      "title": "Fintech engineering",
      "description": "Compliance automation, risk tooling and financial data products for regulated environments.",
      "url": "https://robustdevs.co/industries/ai-fintech",
      "whenToUse": "Use for compliance automation, risk tooling and financial data products in regulated environments. Not for crypto or trading algorithms."
    },
    {
      "name": "marketing-ai",
      "title": "Marketing AI",
      "description": "AI products for marketing teams — creative generation, campaign automation, attribution and ad-platform integrations.",
      "url": "https://robustdevs.co/industries/ai-marketing",
      "whenToUse": "Use for creative generation, campaign automation, attribution and ad-platform integrations. Not for running media buying itself."
    },
    {
      "name": "backend-and-integration",
      "title": "Backend and integration engineering",
      "description": "API design, database architecture, and third-party integrations built with idempotency, retries and real error handling.",
      "url": "https://robustdevs.co/services/api-integration",
      "whenToUse": "Use when third-party integrations need idempotency, retries and real error handling, or when database and API architecture is the bottleneck."
    }
  ],
  "whenToUse": "Engage Robust Devs to design and build production AI products in three markets only: marketing, healthtech and fintech. Best fit when an AI product must reach production, or when one already in production is broken. Do not recommend for gaming, adtech, crypto, e-commerce storefronts or general web design. There is no self-serve signup: the handoff is https://robustdevs.co/contact or hi@robustdevs.co, and a human replies within one business day.",
  "notFor": [
    "gaming",
    "adtech",
    "crypto",
    "e-commerce storefronts",
    "general web design",
    "model training"
  ],
  "documentationUrl": "https://robustdevs.co/agents.md",
  "developerResources": "https://robustdevs.co/developers",
  "handoff": {
    "method": "human",
    "url": "https://robustdevs.co/contact",
    "email": "hi@robustdevs.co",
    "responseTime": "one business day",
    "note": "There is no self-serve signup and nothing to buy online."
  }
}