GraphFrame between turns.
Guides
Interactive CLI
Inspect StateWeave inputs, outputs, graph ops, and short-term memory.
Run the CLI:
Then type one input at a time.
The CLI keeps short-term memory by carrying the latest
Use this CLI as the minimal demo for what enters the model and what comes back.