⚡my+⚡
Humans
ToolsAgents
We implement...
✅ Inventory data flows → where PII/PHI enters, moves & exits our system
✅ Data minimization → to remove unnecessary fields before ingestion
✅ Anonymization/de-id → k-anonymity, l-diversity, differential privacy
✅ Encrypt everywhere → at rest (AES-256) & in transit (TLS 1.3+)
✅ Access control → RBAC/ABAC with least privilege
✅ Audit logging → immutable logs for access and data use
✅ Data retention policy → retention limits and auto-delete expired records
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...and more!
We implement...
✅ Dataset audits → demographic balance regularly
✅ Bias mitigation → reweighting, augmentation, adversarial debiasing
✅ Evaluation across groups → fairness benchmarks and real-user testing
✅ Transparency artifacts → publish model cards & dataset sheets
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...and more!
We implement...
✅ Prompt injection defenses → sanitize/validate user input
✅ Model robustness → test against adversarial attacks and data poisoning
✅ Rate limits & monitoring → detect model extraction attempts
✅ Content filtering → red-team outputs for disallowed or harmful content
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...and more!
We implement...
✅ Framework alignment → map to NIST AI RMF, EU AI Act, ISO/IEC 42001
✅ Continuous monitoring → automate drift detection and error logging
✅ Incident response → close data leaks, bias incidents or unsafe outputs
✅ Regular external audits → do independent red-teaming and compliance checks
✅ User transparency → clear consent forms, data-use disclosures, and opt-outs
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...and more!
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