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Implementation plan (phased)
- Phase 0 — Data readiness: instrument signals, ensure item metadata and user affinity features exist.
- Phase 1 — MVP: candidate retrieval + simple heuristic scoring; UI with single-card + justification.
- Phase 2 — ML ranker: train a supervised ranker using click/conversion labels; incorporate diversity and constraints.
- Phase 3 — Personalization improvements: fine-tune weights per cohort; online learning from feedback.
- Phase 4 — Explainability & auditability: expose feature attributions; integrate policy filters and human-in-the-loop review.
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4.3. Risk Assessment (RQ3)
| Use‑Case | Recommended Hash | Rationale | |----------------------------------|------------------|-----------| | File deduplication (internal) | MD5 or BLAKE3 | Low‑risk, MD5 speed sufficient; BLAKE3 optional for future‑proofing | | Software distribution manifests | SHA‑256 | Medium‑risk; integrity is critical | | Digital signatures / PKI | SHA‑256 / SHA‑3 | High‑risk; MD5 unacceptable | | Blockchain transaction IDs | BLAKE3 | Low‑risk but future‑proof; prevents potential replay attacks |
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