Sustrato AI: Forensic Architecture for Cognitive Sovereignt

Foundational Forensic Snapshot

This document establishes the theoretical and technical framework for Sustrato.ai, a Human-in-the-Loop (HITL) architecture designed to restore epistemic integrity in the post-AI research landscape.

Core Contributions:

1. The Physics of Integrity: A proposal for bidirectional auditing where every AI inference is logged and every human judgment is hashed.

2. Cognitive Sovereignty: Methodology to prevent "Dead Man's Switch" in academic workflows.

3. Phase Zero Evidence: Archaeological documentation of the transition from "Prompt Engineering" to "Systemic Co-Evolution" (2023-2026).