David decided: Decided to ingest 6 months of transcripts with 8 partitioned agents

When told the ingestion pipeline might wipe existing entries, David corrected the approach.

well no dont wipe the current entries as theyre real but insufficient. proceed with the ingestion of the last 6 months of each transcript in each binary. and the ingestion doesnt need an llm api. you can spawn 8 agents and partition the load

The decision kept real existing entries intact while expanding coverage through parallel extraction. David's reasoning was pragmatic: the current entries were accurate but sparse; the right move was additive ingestion, not replacement.