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Basil C. Puglisi, MPA A Human-AI Collaboration  |  basilpuglisi.com  |  May 2026 Author’s Note In HBO’s Silicon Valley, the AI had one job: make itself more efficient. The thing that made it successful was the thing that made it dangerous, recursive optimization with no qualitative understanding of what the optimization should serve. We keep warning about AI with a binary framing, as if the…

The Name Given to the Ecosystem for Human-AI Collaboration (PDF) What It Is, Why It Exists, Where It Comes From Executive Summary HAIA stands for Human Artificial Intelligence Assistant. It is the ecosystem that structures a human’s interaction with AI, specifically with large language models, across every stage of collaboration: how the AI is instructed, how its output is evaluated, how…

What GOPEL Is GOPEL — Governance Orchestrator Policy Enforcement Layer — is the only published, fully disclosed reference implementation of a non-cognitive multi-AI governance architecture anywhere in the world. That claim carries weight because the search for something like it came up empty. In 2025, during the build of the HAIA-RECCLIN governance framework, the need for a pre-inference…