Agent teams

Give every agent the same governed memory.

MaluDB lets AI agents share context, publish observations, use authorized tools, and promote validated knowledge without copying sensitive data into unmanaged prompts.

const pool = await maludb.memoryPools.open('renewal-review') await pool.loadContext({ account: 'acme', role: 'sales_agent' }) await pool.publishObservation('procurement risk changed')

Shared working memory

Multiple agents can coordinate on the same authorized task context and reduce duplicate retrieval work.

Permission-filtered context packages

Context is assembled through database policy so each agent receives only the memories, tools, and prompts it can use.

Human review path

Pending Claims can move through review, validation, and promotion before they become durable Facts or Skill Packages.

PM

Project memory

Keep decisions, assumptions, and evidence attached to workstreams.

OP

Operational memory

Help support and SRE agents recall prior incidents and fixes.

SA

Sales memory

Maintain account context, risk signals, and renewal workflows.