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DataVibe blog

Published field notes from building DataVibe: what failed, what we fixed, and what we are shipping next.

Post 1 — Why AI-generated outbound needed a human gate

A candid breakdown of how AI SDR tools shipping unreviewed emails created compliance exposure, brand risk, and irreversible relationship damage — and what we built to fix it.

Post 2 — From 'looks fine to me' to a cryptographic audit trail

How we moved from ad-hoc human review to governance snapshots: every AI decision linked to the exact policy config that produced it, tamper-proof at the database layer.

Post 3 — Security hardening that changed our shipping velocity

JWT issuer/audience enforcement, signed webhook replay protection, SSRF guards, action rate limits, and immutable audit events: what we changed and why it made releases safer.

Post 4 — FINRA §3110 and the AI supervision gap

How regulated financial firms are using AI for client communications without a supervisory control record — and what a governance gate solves that a human checklist cannot.

Post 5 — What we are building next

Upcoming work: deeper policy-as-code controls, richer violation analytics, expanded compliance vertical templates, and stronger multi-team governance for enterprise scale.

Post 6 — Building SIEM integration for AI governance events

How we deliver governance events to Splunk and Sentinel via NDJSON and CEF streaming — and why compliance teams need AI audit signals in their existing alerting stack.

Published now

Security hardening that made releases safer and faster

JWT audience/issuer enforcement, webhook signing, SSRF guardrails, action rate limiting, and immutable audit logging.

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Next up

Release narrative series

We are expanding the 0.3.0, 0.4.0, and 0.5.0 release notes into implementation retrospectives with lessons and architecture trade-offs.

Open release notes

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Walk through AI outbound risks, policy guardrails, and rollout options with our team.

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DataVibe

DataVibe is AI output governance infrastructure — the layer between AI systems and business operations. Runtime policy gates, human oversight, immutable evidence, public certification, and Enterprise Shield indemnification for valid claims.

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