... signed events; rejected? Slow + flaky delivery delays and dropped webhooks. Every run hands you a receipt: the failure reproduced, then gone after the fix. What we DON'T do yet (being straight): Pinned/frozen scenarios our fixtures are still mutable on our end, so an update from us can shift your result. No lockfile yet. Drift detection we don't yet warn you when the real API changes shape vs

... open them. Would be interesting to see what it feels like after a few weeks of it actually learning how a company runs. Comment from Gal Dayan(@galdayan): this actually answers it, thanks - I was picturing a single mutable memory getting silently overwritten, not a temporal graph where the old fact stays visible as stale history rather than disappearing. the human-in-the-loop carve-out for anything non-recurring is the part I'd want to stress-test most ...

... actual insight, and it's bigger than it looks: making the notification say why it's waiting is what turns a ping into a triage. "Done" makes you tab back to find out what "done" means. "Needs approval vs finished vs

... hand. Sensitive functions enforce strict auth.uid() checks. RLS uses the EXISTS pattern with correlated subqueries. Roles in a separate user_roles table via SECURITY DEFINER has_role() never on profiles. Validation triggers preferred over CHECK for time-based or mutable rules. No changes to reserved schemas (auth, storage, realtime). Saves are atomic; no partial writes or JSONB denormalization of FK data. Trigger collisions: Skip-on-Collision for non-canonical inserts. Nested aggregates use the RPC subquery pattern. Save flows ... ... against an authoritative baseline. Data-quality detection: 3-step fallback chain (FK name canonical-link) plus a curated-source AI block-list. L. Violation Response On any breach: stop log entry (type, root cause, files, prevention) explain propose compliant alternative

... does not give opinions. It enforces engineering invariants and produces exactly one outcome: ALLOW or BLOCK . It runs fully offline, forbids network access by design, and uses an auditable override model no silent ignores, no hidden exceptions, no mutable policies. --- ### Why It Matters Most security tools observe. DataWizual decides. Visibility without enforcement is theatre. Enforcement without determinism is risk. DataWizual delivers both locally, predictably, and under your control . > Built for engineers who ship to production > and want security ...

... stress-tested, this process reveals a fundamental trade-off. We are forced to choose between competing definitions of fairness, such as demographic parity and equal opportunity, which can be mathematically mutually exclusive. That's why, the AI's mutability doesn't solve the fairness problem. It simply transforms it from an unconscious bias into a conscious, auditable, and strategic choice. Comment from Dmytro Tomniuk(@dmytrotomniuk): @csurita  this is where the field of explainable AI has emerged. XAI tools explicate ... ... from Dheeraj(@dheerajdotexe): @dmytrotomniuk  Totally agree. Both systems have their shortcomings, but demographic parity and equal opportunity aren t inherently mutually exclusive if pure merit is the goal, these parities are just reflections of human bias anyway. Being mutable