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Sean Floyd

Makes production AI systems reliable by fixing failures in pipelines, agents, and evals through schema validation, retries, and observability.

seanfloyd.devMLOpsJan 2026Sean Floyd

A production reliability service for AI systems, addressing failures in pipelines, agents, and evals through schema validation, retries, and observability. It targets developers and operations teams in startups and mid-market companies. The service is delivered as fixed-scope engagements, including diagnostics, one-week sprints, and audits, with upfront pricing and measurable outcomes.

Key features

  • Diagnostic identifies failure points and costs
  • One-week sprint fixes worst issues
  • Audit provides guardrails and metrics
  • Schema validation and retries
  • Observability for AI pipelines
  • Before/after numbers for stakeholders
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  • Software developers
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