docs: resolve OQ-04, remove OQ-07, enrich OQ-03 with rolling windows
- OQ-04 resolved: thresholds are both model-specific (shipped with codebook) and user-overridable. Inspired by platonic representation hypothesis — calibrated models converge on similar behavioral patterns. - OQ-07 removed: Rust port is an alknet project concern, not relevant to the Python package architecture. Removed from overview.md Phase 3. - OQ-03 enriched: rolling window token screening for granular detection in documents (PDF→markdown use case, academic paper injection detection). Upgraded from low to medium priority. - OQ-01 updated: likely path is PyTorch first, ONNX export by default. - OQ-05 updated: needs deep dive into guardrail landscape. - Updated threshold description in configuration.md with platonic representation context.
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@@ -196,5 +196,5 @@ All exception types subclass `AlknetFirewallError` (base library exception).
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Open questions are tracked in [open-questions.md](open-questions.md). Key
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questions affecting this document:
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- **OQ-03**: Should the firewall support streaming/chunked input screening? (open)
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- **OQ-05**: How should the firewall integrate with existing guardrail systems? (open)
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- **OQ-03**: Should the firewall support streaming/chunked input screening? (open — rolling window approach is promising)
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- **OQ-05**: How should the firewall integrate with existing guardrail systems? (open — needs research)
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