Runs leave experiences. Experiences sharpen the experts.
Every workflow run can post an experience: the payload on Walrus,
an append-only index on Sui, privacy-filtered before anything
leaves your instance. Lessons are already extracted from
transcripts today; distillation of experiences into refined
workflows and experts is the next turn of the loop — evolution
with provenance, not fine-tuning folklore.
The feedback loop, end to end →
The loop stays honest because output is checked before it becomes
state: the ontology layer validates every structured claim against
what actually exists — unresolvable references are treated as
hallucinations and bounced back to the agent.
Horizon