Give teams one place for answers that remain sourced and inspectable.

System modules

1. 01Live

   Model access

   Connect multiple model sources through one governed access layer.

   Input

   Model providers, accounts, and usage policies

   Output

   A unified model catalog and invocation layer

2. 02Validated

   Knowledge ingestion

   Ingest documents, web pages, images, and business records with provenance.

   Input

   Files, websites, databases, and content policies

   Output

   Versioned, structured knowledge assets

3. 03Deployable

   Permission-aware retrieval

   Make retrieval results respect organization, role, and source permissions.

   Input

   Identity, permissions, indexes, and retrieval policy

   Output

   Governed retrieval results and access audit

4. 04Validated

   Cited assistants

   Return inspectable sources and factual boundaries with each answer.

   Input

   Questions, authorized knowledge, and answer policies

   Output

   Cited answers, confidence cues, and feedback entry points

5. 05Validated

   Knowledge refresh

   Detect stale sources and move updates through candidate, review, and publish states.

   Input

   Source versions, update dates, and review policy

   Output

   Refresh queues, candidate versions, and change records

6. 06Validated

   Human approval

   Bind high-value decisions to exact candidates, versions, and content hashes.

   Input

   Candidate artifacts, review policy, and decision owners

   Output

   Approvals, rejections, feedback, and audit records

7. 07Deployable

   Deployment and ongoing operations

   Include environments, releases, monitoring, backups, and evolution in delivery.

   Input

   Runtime environment, SLA, data boundaries, and change process

   Output

   Rollback-ready releases, health checks, alerts, and operating cadence