Durable intelligence
Stop starting every question from zero.
Creator intelligence becomes more useful when the system remembers the creator's baselines, entities, prior Findings, open hypotheses, unresolved questions, and material changes instead of treating every prompt as a blank conversation.
Context should persist beyond the answer.
A one-time explanation may be useful today and irrelevant tomorrow. WITNESS is designed around durable workspace context so new observations can be evaluated against what was previously established, inferred, disputed, or left unresolved.
Durable context
Baselines
Historical reference states for deciding whether a new signal is normal, novel, or materially changed.
Entities
Known works, releases, campaigns, platforms, accounts, audiences, and other subjects relevant to investigations.
Prior Findings
Earlier evidence-backed conclusions and the conditions under which they were valid.
Open hypotheses
Explanations that remain unresolved because the available evidence has not distinguished them.
Priorities
Questions and changes that matter enough to deserve continued attention.
Watches
Persistent investigations that can reopen when material new evidence changes the state of understanding.
Memory is not permission to fossilize a conclusion.
Persistent context must remain revisable. WITNESS preserves provenance and change conditions so a prior Finding can be weakened, superseded, or reopened rather than silently becoming permanent truth.