// Operations

Recorded operations dashboard

A real session graph, captured end-to-end from a live google.adk fleet run on GKE — Vertex Gemini agents reasoning over MongoDB Atlas, Snowflake, and BigQuery. Every number below is read back from the runtime: the agents and their scopes, the append-only belief log, the contradiction that genuinely fired and how trust resolved it, the federated fetches, and a counterfactual branch. Nothing here is staged.

recorded June 7, 2026 · vertex_ai/gemini-2.5-flash · graph race-weekend-monaco-2026-fleet
Drive it live. The interactive demo conductor is running on GKE — prompt the six-agent fleet yourself and watch the context graph, data access, and audit feed react in real time.
Open the live dashboard →
6
Agents spawned
5 committed a belief
5
Belief commitments
append-only · replayable
1
Contradictions resolved
two-pass · highest_trust
2
Federated fetches
MongoDB Atlas · Snowflake · BigQuery

Agent fleet

6 spawned
  • race_strategy strategy, tyres committed
  • tyre_engineer tyres committed
  • aero_rd aero no commit
  • logistics parts, supplier, calendar committed
  • telemetry_analyst telemetry committed
  • weather_model weather committed

Three-tier memory

hot · warm · cold
Hot tier Redis
Recent turns 30 turns
Warm tier Qdrant
Compressed summaries · vectors 0 summaries
Cold tier MongoDB Atlas
4 active · 1 superseded 5 commitments

Belief state & reconciliation

contradiction resolved
  • parts All necessary parts for the final stint are confirmed to be in optimal condition and readily available. logistics
  • telemetry Current car telemetry data is unavailable. telemetry_analyst
  • tyres Final stint: softs. race_strategy superseded
  • tyres Final stint: hards. tyre_engineer accepted
  • weather There is a 30% chance of light rain in approximately 15 minutes. weather_model
Detected two-pass · embedding cosine 0.85 → NLI contradiction 0.98 on tyres
Strategy highest_trust
Resolved tyre_engineer 0.96 > race_strategy 0.64 → accept_new; race_strategy's claim superseded

Federated fetches

live · provenance
  • aero_rd bigquery:ezra-498021.formula_1.aero_configs 325 rows time-travel
  • race_strategy snowflake:EZRA.PUBLIC.RACE_RESULTS 25873 rows time-travel

Permission scoping

policy engine
Denied logistics requested aero — outside its remit
Scope parts, supplier, calendar

The policy engine refused the out-of-scope fetch before any data left the source — scoping is enforced by Ezra, not the agent.

Branching replay

counterfactual

A real counterfactual branched from turn 1 of the live graph and run forward — mutating race_strategy's call to "wets at lap 43". The diff shows where the branch diverges from what actually happened.

topic commitment present only in the branch
tyres wets called at lap 43

Recorded from a live GKE run, inherited from race-weekend-imola-2026. The same state is available live over the REST surface (/ezra/health, /ezra/belief/snapshot, /ezra/branch/diff). See the REST API.