caura prism · design preview

Enterprise agents are making decisions on knowledge nobody can see.

Explore a proposed way to see a tenant’s memory as a field and connect stakeholder questions to actions: prune, explain, resolve, retune, re-scope, tune. The views below illustrate the design direction.

Design preview with synthetic data. Current Prism includes a memory/document browser; additional views depend on organization features. The eight-lens field design shown here is proposed.

Caura Prism design preview on synthetic data: a proposed memory field with Risk and Recall replay panels

Design preview with synthetic data. Current Prism includes a memory/document browser; additional views depend on organization features. The eight-lens field design shown here is proposed.

Proposed field: memories placed by meaning, with brightness representing recall.

Proposed risk halos: findings linked to a memory, its writer and its scope.

Illustrative design for visibility, cost, audit and a daily brief.

Eight proposed lenses

Design concepts for stakeholder questions and actions, illustrated on synthetic data. These cards describe the proposed field console; they are not a list of currently available product views.

proposed · field · platform lead

“What does our fleet actually know?”

Every memory as a point, placed by meaning, bright where it is recalled and dim where it is not. Dense regions are what the fleet knows well; empty ones are gaps.

proposed actionPrune what nobody recalls; seed what is missing.

proposed · recall · auditor

“Why did the agent say that?”

Replay any recall: the question, the candidates, how each ranked and why, and which memories the answer was built from.

proposed actionExplain a decision to a reviewer, with the evidence attached.

proposed · agents · head of ai

“Are our agents sharing or siloed?”

Memory territories by writing agent, and which memories crossed from one agent to another this week. What never moved is visible too.

proposed actionRetune agents that hoard, or ones that never recall.

proposed · evolve · knowledge owner

“Is it still true?”

Contradictions between memories, facts that were superseded, and what has gone stale, each with its provenance.

proposed actionResolve the conflict; retire the old fact; keep the history.

proposed · spend · finance

“What does it cost?”

Lifetime tokens per memory: what it cost to write, what it earned in recalls, cold memory never recalled, and tokens avoided. The assumption behind every estimate stays on screen.

proposed actionTune retention and recall depth per agent; showback per team.

proposed · risk · ciso

“Is anything leaking?”

Every credential, key or PII finding as a red halo on the memory that carries it, tied to the agent that wrote it and the scope it sits in.

proposed actionRe-scope, mask or drop it; rotate the secret.

proposed · audit · compliance

“Who did what, and when?”

Every read, write and delete, attributed to an agent, including recalls that returned nothing.

proposed actionAnswer an auditor from the log, not from memory.

proposed · daily brief · everyone

“What did the agents do today?”

A short brief written for people: what the fleet recalled and decided, what it delivered, and what needs a human's attention.

proposed actionRead it in two minutes; act on the third line.

Prototype examples

Synthetic design sample: 2,500 memories, 5 agents.

Caura Prism design preview on synthetic data: a proposed Spend lens with per-memory token estimates
design preview · proposed spend view with illustrative token estimates
Caura Prism design preview on synthetic data: a proposed Agents lens with memory territories and illustrative reuse statistics
design preview · proposed agent territories and reuse statistics

43.78M

tokens avoided, assuming one in four recalls replaces a source re-read. The assumption stays on screen.

8%

cold memory: 206 memories stored and never recalled. Review candidates, not automatically waste.

37%

reuse rate: durable memories recalled by two or more agents.

117

memories reused across agents this week, each with who wrote it and who recalled it.

design sample · a proposed daily brief, written for people

Today

1,214 recalls · 41 decisions recovered by the Interviewer · 27 outcomes reported back.

Delivered

A duplicate refund traced to a billing-job retry and reversed the same day.

Attention needed

Rotate the API key pasted in #billing-ops. Remove the service-account JSON from a postmortem.

Explore the design with us.

A fleet-memory pilot uses currently available product capabilities. Discuss the proposed Prism views and which measures matter for your workflow.

Plan a pilot