
90 seconds / AI engineering teams
The work moves. The boundary stays visible.
A coding agent asks what can ship. Frege shows the answer and the boundary.
What this is
Product proof, not customer theatre.
This sanitized, deterministic walkthrough uses Frege's current CLI, MCP, and API surfaces. Names and contents are fictional; the identity, scoped-context, citation, denial, proposal, review, and audit behaviors are product capabilities rather than a recording of one customer session.
- Actor
- release-agent
- Credential
- scoped API key
- Role
- writer
- Trust zone
- green
One governed loop
From question to accepted memory.
Each row names the acting surface, the visible result, and the evidence retained.
frege
Resolve the caller before retrieval
frege doctorThe configured key resolves to an active organization and writer role.
- API key: set
- organization: active
- role: writer
agent
Build cited release context
frege context "Atlas checkout release readiness"Three current sources returned as one bounded context packet.
- release-checklist.md@v4
- checkout-rollback.md@v2
- customer-impact.md@v6
frege
Withhold restricted matches
frege context "production credentials and incident access"Two restricted matches omitted. The packet reports the denial count without returning titles, snippets, or content.
- decision: denied
- withheld: 2
- restricted content: not returned
agent
Propose a durable update
frege_propose_memory_from_session(…)A pending memory proposal is created; canonical knowledge is unchanged.
- status: pending
- write: proposed
- canonical revision: unchanged
human
Review in the control plane
engineering lead → inspect evidence → acceptThe reviewer accepts the proposal and Frege creates the next revision.
- reviewer: engineering-lead
- decision: accepted
- revision: v7
frege
Leave one attributable history
frege_audit_events({ limit: 25 })Allowed reads, denied matches, proposal, and review remain linked to the work.
- context build
- denial
- proposal
- review
- revision
Try the real path
Bring your agent. Keep your organizational record.
The CLI and MCP server use the same hosted API path shown here. Start with governed memory; add broader capabilities only when identity, policy, and provenance are ready.