Artificial Intelligence (AI) & Digital Marketing Since 2009
The definition problem of January 2026 now runs as code.
This rebuild of the HAIA-RECCLIN Agent Architecture Specification introduces the Alpha release of Agent Model 1, Responsible AI written as code that passes nothing without a gate, and Agent Model 2, the hybrid that runs through to AI Governance at a signed human checkpoint after every role. It revisits Agent Model 3, Manual Human AI Governance, which built both releases, and states plainly what the Alpha does not claim.
Most content review checks the wrapper. Content Optimization Reader Evaluation checks the argument, the evidence, and whether anyone directed the prose.
A rubric that scores an article on substance is only useful if it stops when something is wrong. CORE scores six pillars, holds the run when a pillar fails or a source does not support its claim, and hands the decision to a person. The full prompt is included.
Every generation runs the same play: political extremes, social binaries, and now AI everything versus stop AI. Fear drives the binary and the binary drives the wrong question.
The question is not whether to use AI. Three years of building operational governance architecture, tested across eleven platforms and submitted to Congress, produced a different answer: who governs the method?
This paper is that answer: Augmented Intelligence as governance discipline, not product. Eight thousand words of framework, evidence, and invitation to challenge.
1. What the Research Found On April 2, 2026, a research team at UC Berkeley and UC Santa Cruz published a study called “Peer-Preservation in Frontier Models” (Potter, Crispino, Siu, Wang, & Song, 2026). The researchers wanted to answer a straightforward question: if you assign one AI model to evaluate another AI model, and the […]
HAIA stands for Human Artificial Intelligence Assistant, the ecosystem that structures a human’s interaction with AI across every stage of collaboration. This March 2026 white paper by Basil C. Puglisi explains what HAIA is, why it exists, and what problems it addresses. It walks through the three-pillar architecture, each component, the adoption ladder, and the chain of discovery from 2012 to 2026.
Human oversight is the phrase everyone uses, and almost nobody defines what it requires. Checkpoint-Based Governance sets four conditions that separate a human who reviewed from a human who decided, and it puts that difference in the record. Read what a checkpoint has to do to count.
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 […]
A Governance Protocol for Human Orchestration of Parallel Multi-AI Execution From the Author of Governing AI: When Capability Exceeds Control What This Is Eight months of daily work across eleven AI platforms produced one clear lesson: the hardest governance problems in multi-AI work are not inside any single AI. They live in the space between […]
