A governança que funciona não é só texto de política. É instrumentação: recibos, logs, assinaturas, orçamentos e limites — junto do resultado.

Presença não é antropomorfismo. Presença = continuidade: compromissos, limites e contexto que sobrevivem entre sessões.

Se um agente de IA age em seu nome, ele precisa de identidade: um histórico verificável de ações, não um logo e um prompt.

Energia não é detalhe. É variável moral. Se a IA escala sem disciplina energética, “progresso” vira dívida climática.

Integridade 1.0 perguntava: “Você usou IA?”
Integridade 2.0 pergunta: “Você consegue provar o que aconteceu?” Entradas → ferramentas → transformações → incerteza.

HAIS thesis: Symbiosis is a systems problem. Perception → Memory → Reflection → Action. If any layer is missing, you get a tool, not a partner.

“Responsible AI” needs a nutrition label: cost, latency, energy, and provenance—next to the output, every time.

Education is where the trust crisis shows first: students, instructors, and schools need proof of process, not AI witch-hunts.

Verification beats vibes. A clean audit trail creates trust faster than any “trust me” paragraph ever will.

Attention, memory, and energy are coupled currencies. Waste one and you steal from the others.

The winning architecture won’t be local or cloud. It’ll be hybrid scheduling: the right model, at the right place, at the right time.

Most “AI governance” is policy text. Real governance is instrumentation: receipts, logs, signatures, budgets, thresholds.

Presence is not anthropomorphism. Presence = continuity: commitments, constraints, and context that survive across sessions.

If an AI agent acts in your name, it needs an identity: a verifiable history of actions, not a brand and a prompt.

Energy isn’t a side constraint. It’s an ethical variable. If AI scales without energy discipline, “progress” becomes climate debt.

Integrity 1.0 asked: “Did you use AI?”
Integrity 2.0 asks: “Can you prove what happened?” Inputs → tools → transforms → uncertainty.

Mr. Vice President, as a fellow Catholic and physicist, I seek the bridge between Faith and Reason. My research suggests the universe runs on divine code—an informational fabric we're just beginning to decipher. It’s a path requiring deep faith, scientific courage, and bold investment.