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4/🗑️ DELETE when the purpose is fulfilled.
Hard deletes, partition drops, and automated expiry jobs need to be designed in from day one.
Build expiry into the architecture before legal emails you about a DSAR.
3/⏱️ RETAIN only as long as the function demands.
TTL is a contract. Encode retention as first-class pipeline metadata, versioned, enforced, and tied to a business purpose.
A contract. In code. With enforcement.
2/📥 COLLECT only what the function requires.
Every "just in case" field is schema debt.
Before a column hits your pipeline, it should answer one question: what decision does this enable?
If it can't answer that, drop it at ingestion.
1/Your data lake is a liability ledger.
Most engineers don't know what's on it.
Data Minimization is a 3-part discipline that belongs in your pipeline architecture, not your legal team's inbox 👇
Meta found guilty. Two juries. One week. 🔥
California: $6M awarded. New Mexico: $375M. And internal docs showed execs literally wrote "bring them in as tweens." That's not a bug, that's a roadmap. 📄
40+ state AGs are already in line with l…
RE: https://infosec.exchange/@briankrebs/116280575943263005
Workplace bullying doesn't always look like yelling. 😔
Sometimes it's subtle. Death by a thousand cuts.
If it's costing you your peace every single day, that's not a "tough job." …
💡 AI agents moving from experiment to enterprise?
Data governance is the difference between teams that scale safely and teams that make headlines for the wrong reasons.
RBAC, ABAC, or both? What's your stack? 👇
#AIAgents #DataSecurity #RBA…
🏗️The architecture that works:
User Intent
⬇️
Agent
⬇️
Access Control Layer (RBAC/ABAC)
⬇️
Masked/Filtered DB View
⬇️
Response
The agent never touches raw PII.
The DB never receives unchecked queries.
🚨 The biggest mistake teams make?
Trusting the AI layer to enforce access rules.
If your only control is a prompt saying "don't access sensitive data"...
You don't have security. You have hope.
DB-level enforcement is non-negotiable.
🐘 Community & instance
💡 Facts
🕵️ Fake follower check
Estimated- Est. 99% real, active audience · Low fake-follower risk.
- Strong engagement (~0.2× of followers engage each post) — an active, real audience.
- Verified account.
- Established account (3+ years old).
Heuristic estimate from engagement, follower ratios, account age & growth — a screening signal, not a guarantee.
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🔀 Audience overlap
EstimatedEstimated shared audience with similar creators — useful for avoiding overlap (or doubling down) when planning a campaign.
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