TRAINING AI

AI RADAR / DECISION BRIEF

Know what changed. Ignore the rest.

Radar does not turn every release into breaking news. It keeps changes that can touch access, data, tool choice or a workflow already in motion — then shows what to verify before you act.

See the signals that matter ↓

CODE REVIEW

Copilot code review can submit PR approvals when an admin enables it

GitHub put approvals into public preview and says the capability is off by default. If enabled, Copilot approvals can count toward required-approval rules, so this touches merge governance rather than just review convenience.

GitHub source ↗

What to check

Your current branch rules, who may approve, and whether AI approval should participate in the merge gate. This feature does not prove AI review can replace human review.

DATA

Healthcare Public Data and Epic represent different data boundaries

Public-data search and Epic integration serve different data paths. Identify the data class and access boundary before putting either path into a workflow.

OpenAI source ↗
LIMITS

Gemini Notebook limits depend on compute and workload shape

Capacity depends on workload, complexity and feature use; one quota number is not enough to predict a real workload. Measure with your own task.

Google source ↗