Agents can retrieve check failures without you
The sponsor segment, read by Theo, describes agents opening pull requests whose checks fail with errors missed locally. A human retrieves the failure logs, passes them to the agent, and waits through another run. The pitch is that agents can trigger checks and retrieve logs themselves, removing that manual handoff.
Let agents run checks and read failures
Give the agent a way to trigger a check run from its own working environment. Let it retrieve the failing portion of the logs without waiting for you to copy anything. Use that path to let the agent inspect the failure, make a fix, and run checks again.
Stop relaying check failures by hand
Use this approach where agents open pull requests and passing checks are required before changes proceed. It addresses the repeated interruption of finding errors and handing them back to the agent. If agents already retrieve failures themselves, this particular human handoff is no longer the gap to fix.
The sponsor's performance claims remain unverified
This is a paid advertisement, and its claims about speed, cost, workload, and falling failure rates remain unverified. Do not choose Blacksmith on the strength of the sponsor's claims in this video. The portable idea still applies wherever a human relays check failures that an agent could retrieve.