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Outreach & Impact

We offer documentation enhancement suggestions. We observe what happens next. We record time.

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Offered
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Responded
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Avg Days
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Avg Completeness

Recent Suggestions

TargetCompletenessOfferedDaysStatus
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Methodology

CROVIA offers documentation enhancement suggestions to AI model maintainers via public discussions. Each suggestion includes a completeness_score based on real analysis. We track days_pending — the time since our offer. We do not label responses — we observe and record time.

Temporal Evidence Protocol
Every outreach target is under continuous temporal observation. Documentation state is fingerprinted before and after contact. Changes are recorded with cryptographic timestamps. This creates an immutable evidence chain that no party can retroactively alter.
01
Observe
DDF fingerprint recorded
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02
Contact
Public discussion opened
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03
Monitor
Continuous hash comparison
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04
Evidence
Temporal chain sealed
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Outreach Sent
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Drift Events
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Changes Observed
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Active Targets
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Acknowledged

Documentation Changes Observed

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Outreach Timeline

Methodology & Disclaimer

CROVIA tracks DDF (Disclosure Data Fingerprint) hashes for every monitored model. When a documentation change is detected after an outreach suggestion was sent, the temporal sequence is recorded with timestamps and hash deltas. Important: temporal sequence does not imply causation. Documentation changes may occur for many reasons unrelated to our suggestions. We record observations — not judgments. All data is sourced from public APIs.