Global – October 27, 2026 -- Oracle AI Database can now run across five environments: OCI, AWS, Microsoft Azure, Google Cloud, and supported on-premises setups. It can also run on Oracle-managed infrastructure inside the customer data center. Migration is therefore an architecture decision before it is a data-movement exercise, according to guidance from Oracle services provider AppsTek.
Global – October 27, 2026 -- Two AI agent runs can return the same correct answer while carrying very different operational risk, which makes output-only checks insufficient for enterprise Quality Engineering (QE), according to a new AI agent testing framework built around four evaluation layers.
In the source's example, an agent retrieving an account balance queries an unnecessary privileged system, hits an authorization error, retries twice and then reaches the approved source. The user sees a correct result. An output-level assertion marks the run as a success, while a trace-level evaluation flags it as degraded.