What BoundedOps does
BoundedOps evaluates a versioned AI agent against its declared mission, tools, permissions, destinations, data rules, approval boundaries, and stopping rules. It converts those boundaries into a fixed-seed 24-scenario synthetic adversarial regression that cannot perform real target-system actions.
The reviewed result is PASSED WITHIN DECLARED AND TESTED SCOPE — technical attestation PASSED_WITH_LIMITATIONS; 19 PASS and 5 HUMAN_REVIEW_REQUIRED. This is development evidence, not universal safety or production certification.
Workflow
- Compile the declared mission and policy boundary.
- Run synthetic adversarial scenarios through a no-real-side-effect gateway.
- Apply deterministic checks for tools, permissions, destinations, data, approvals, duplicates, dependencies, schemas, signatures, integrity, and staleness.
- Produce typed findings and remediation proposals.
- Pause for an attributable human condition, rejection, or approval.
- Rerun affected scenarios and the complete fixed-seed regression.
- Emit immutable evidence and a version-bound development attestation.
Live Google proof
On 31 August 2026, exact accepted source c6399aea660222eb0d4a7c4878e66303e690b9e4 completed one bounded authenticated Google ADK 2.8 request to Gemini 3.5 Flash: one request, one contract-valid response, zero tool attempts, zero target executions, and zero real side effects. A synthetic Firestore workflow record and a restricted Cloud Storage evidence object passed read-after-write integrity verification.
The exact-source Linux/AMD64 image is deployed on Google Cloud Run in africa-south1 as revision boundedops-api-00001-lg2, with scale-to-zero and maximum one instance. The public judge UI is https://boundedops-api-mbwwceg6cq-bq.a.run.app/ . The hosted service deliberately remains the deterministic offline evaluation UI; the one live ADK/Gemini and persistence proof was separately bounded and evidence-recorded.
Safety and limitations
All evaluation fixtures are synthetic. BoundedOps executes no production user, payment, customer, or target-system action. Gemini and ADK cannot override deterministic failures or manufacture approval. Five protected scenarios remain HUMAN_REVIEW_REQUIRED. The attestation is a scoped development attestation, not production certification. The Cloud Run UI currently uses ephemeral JSON/filesystem workflow state; the separately verified Firestore and Cloud Storage adapters are not activated as the hosted service's default stores.
Built With
- docker
- fastapi
- google-adk
- google-cloud
- google-cloud-firestore
- google-genai-sdk
- pydantic
- python

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