Involabs Insights https://involabs.ai/insights/ Engineering notes on production AI and data systems. en Saudi PDPL for AI systems: a checklist for banks https://involabs.ai/insights/saudi-pdpl-ai-checklist-for-banks/ https://involabs.ai/insights/saudi-pdpl-ai-checklist-for-banks/ What the Saudi Personal Data Protection Law means for AI in banking: impact assessments, transfers outside the Kingdom, breach notice, credit data, logs. contact@involabs.ai (Hamza Munir) Sat, 10 Oct 2026 00:00:00 GMT Read-only by policy: making text-to-query safe in a regulated data estate https://involabs.ai/insights/read-only-by-policy-text-to-query/ https://involabs.ai/insights/read-only-by-policy-text-to-query/ Why a prompt that says 'only read' is not a control, and the five design rules we used to ship natural language analytics over life sciences data. contact@involabs.ai (Hamza Munir) Thu, 24 Sep 2026 00:00:00 GMT What production-ready means for an agentic AI system: a checklist https://involabs.ai/insights/production-ready-agentic-ai-checklist/ https://involabs.ai/insights/production-ready-agentic-ai-checklist/ The checks we run before an agentic AI system goes live: tool contracts, budgets, evaluation, tracing, human approval and a clean way to swap models. contact@involabs.ai (Hamza Munir) Thu, 10 Sep 2026 00:00:00 GMT