Steve Covello AI Cred Profile

Steve Covello is a Senior Instructional Designer at the University of New Hampshire-CPSO who has built genuine production-grade AI systems across instructional design and historical archival work. He orchestrates Claude, Codex, Gemini, and ChatGPT with deliberate role-splitting by task, and pioneered an adversarial cross-model review practice—Codex auditing Claude's code and vice versa—governed by a reusable review prompt with structured severity gates that caught a real API key security flaw. Steve's diagnostic instincts run deep: he traced a transcription failure to silent image downsampling by interrogating the model's own processing pipeline, then codified the fix into durable system rules. His verification approach distinguishes probabilistic from deterministic outputs, pairing each with appropriate human-review boundaries. Every project starts with a written plan and maintains audited documentation for handoff readiness. Steve brings systems-builder rigor to AI integration, converting diagnosed failures into institutional knowledge, and is actively formalizing his practices into shared, versioned infrastructure.

Steve Covello

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