Context
Datacortex stores semantic embeddings for similarity search. Kumo's relational pretraining produces predictive embeddings — vectors learned from outcomes, not from text similarity. Same storage substrate, different learning objective.
Reference: https://kumo.ai/company/news/low-latency-high-throughput-predictions-with-kumorfm-2-fine-tuning/
Problem
Today datacortex answers "what's similar to this?" but not "what's about to happen to this?" — even though the data to answer the second question (outcomes: task completion, contact response, venture hypothesis confirmation) is sitting in Datacore.
Proposal
Add a second embedding kind to the datacortex store: outcome-supervised vectors trained on labeled events.
Examples:
- Task embedding trained to predict "was this completed within deadline?"
- Contact embedding trained to predict "will this contact respond in 30 days?"
- Venture-hypothesis embedding trained to predict "did this hypothesis hold?"
Reuse the existing datacortex vector backend; add a model field per embedding. Retrieval can still query by similarity, but ranked by predicted outcome.
Acceptance
Depends on
- "Relational router model" issue (model providing the outcome predictions)
Context
Datacortex stores semantic embeddings for similarity search. Kumo's relational pretraining produces predictive embeddings — vectors learned from outcomes, not from text similarity. Same storage substrate, different learning objective.
Reference: https://kumo.ai/company/news/low-latency-high-throughput-predictions-with-kumorfm-2-fine-tuning/
Problem
Today datacortex answers "what's similar to this?" but not "what's about to happen to this?" — even though the data to answer the second question (outcomes: task completion, contact response, venture hypothesis confirmation) is sitting in Datacore.
Proposal
Add a second embedding kind to the datacortex store: outcome-supervised vectors trained on labeled events.
Examples:
Reuse the existing datacortex vector backend; add a model field per embedding. Retrieval can still query by similarity, but ranked by predicted outcome.
Acceptance
Depends on