DEBO
Compliance countdowns, architecture deep-dives, and proof from production — written to be checked.
The PDPL hub — the 4 Ws in one placeThe EU AI Act's high-risk duties were deferred to 2027-2028; Article 50 transparency was not. Why self-hosting is the cheap path to proving logging and oversight.
PwC projects $320B in Middle East AI contribution by 2030. Markets pay 56× sales for governed AI and 4× for ungoverned — governance is the product.
Even data-mature companies wait 10–14 days for a new business question to become a report. Dashboards answer known questions; the business runs on new ones.
A 2025 study on LG Electronics' internal data: text-to-SQL hits 93% on simple questions and collapses to 4% on arithmetic reasoning. Why — and the structural fix.
Every Metabase instance holds years of business logic in saved questions and models — the rules AI gets wrong. Inherit them, don't re-imagine them.
SQL Server runs the region's banks, hospitals, and factories — behind years of stored procedures and legacy ERPs. What breaks when AI meets T-SQL.
If your team runs dbt, you already maintain a machine-readable definition of your business. The semantic manifest is the cleanest AI context in the data stack.
Egypt's PDPL executive regulations (MCIT Decree 816/2025) set the deadline: registration tiers, DPO classes, and 72-hour breach reporting.
Saudi Arabia's PDPL has been enforceable since 14 September 2024; SDAIA issued 48 violation decisions in 2025. What transfers really require — and compliant AI.
DIFC Regulation 10 — in force since 7 September 2023 — holds AI deployers to data protection duties. July 2025 amendments, live June 2026 consultation.