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Description
Is your feature request related to a problem? Please describe.
Chain execution state is spread across job and individual llm_call records, no single source for chain-level progress, checkpointing, or debugging without joining multiple tables.
Describe the solution you'd like
A dedicated llm_chain table that acts as a workflow manager, tracks chain progress, adding checkpoints so the entire llm-execution is visible from a single row.
Describe alternatives you've considered
Reference how Airflow tracks per-task state and how Temporal stores workflow execution history with per-activity checkpoints.
Additional context
Schema should persist that block-level state to the database for queryability and potential resume support.
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