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Observation: network variability in regional access patterns

Observed variability in access windows and throughput across regions. This informs scheduler and ingest pipeline defaults without implying roadmap commitments.

Observation

Access windows and throughput exhibit predictable local variability. Defaults should assume intermittent connectivity with conservative retries.

Methodology

Passive measurements and anonymized aggregates under opt-in deployments. No promotional conclusions were drawn.

Next

Refine retry timing and queue watermarking under observed conditions. No public roadmap statements are made.

This update reflects the current state of the Davzia AI platform and will evolve as development continues.