{
  "$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 software development",
      "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": "Taking over an existing codebase and AI stack: stabilising it, then shipping. Opens with a written review of what you have and a plan for what to build next, covering architecture, security, evaluation coverage and delivery risk.",
      "url": "https://robustdevs.co/services/project-rescue",
      "whenToUse": "Use when an AI system is already in production and the team cannot tell why it is slow, wrong, expensive or unreviewable. Scoped per project; no standing published price."
    },
    {
      "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/healthcare",
      "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/ecommerce-retail",
      "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 software with AI at the core. Best fit when a product must reach production, or when one already in production is broken or inherited. The published work is deepest in ecommerce and retail, logistics and operations, marketing, healthcare, and esports and education. 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."
  }
}