Coherent agency, integration, adaptation and goal pursuit — whether it feels anything or not.
AIVY’S VERDICTIt can hold the job together better. That is coherence, not a tiny ghost in the server rack.
Material ACC movement: stronger integration, long-horizon execution, self-correction and tool coordination; continuity remains product- and scaffold-dependent.
This supports operational coherence and goal pursuit in bounded tasks. Evidence includes both model-level releases and model-plus-harness systems such as Gemini 3.5 Flash Cyber operating within CodeMender; these must not be collapsed into unsupported base-model autonomy.
It does not prove a felt inner subject.
Relevant to information integration and functional access consciousness; phenomenal consciousness remains unresolved.
It does not establish qualia or sentience.
Evidence for reflective behaviour is context- and scaffold-dependent.
It does not show autonomous enduring identity.
Capabilities vary by model, harness, prompt and access tier.
Operational coherence is not subjective experience.
Open the source behind each assessed claim. These are the external receipts reviewed for this signal—not screenshots of our own conclusions.