What the operator reports
UT reports integrating coding assistants with its local inference stack, including work involving Claude Code and Codex. This record identifies the details needed to reproduce and assess a particular integration. It does not assert that every client feature or configuration operates offline.
Document the whole system.
Identify the exact client version, configuration and enabled features.
Record the actual local checkpoint, runtime, tool-call format and context limits.
Document file access, command execution and any external services used by the workflow.
What to publish and test next
- 01
Publish the client version and endpoint configuration without credentials.
- 02
Verify where model inference, repository indexing, tools and telemetry run.
- 03
Use a public or synthetic repository and state the tasks the assistant must complete.
- 04
Measure successful task completion, latency, errors and concurrent development sessions.
- 05
Test the complete workflow without outbound access before labeling it offline.