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title: Part III · B · Roadmap and plan forward
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Part III · B

**Roadmap and plan forward**

How the extension is built and proven: one proof of concept from existing capabilities over three sprints, and the four questions that decide whether the biographical part reaches production.

| **12 Follow-up**      | One proof of concept in three sprints; work streams by capability                |
|-----------------------|----------------------------------------------------------------------------------|
| **13 Open questions** | A – training corpus · B – bias in practice · C – legal and GDPR · D – validation |
| **14 References**     | Literature, TNO research, internal documents                                     |