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Specialised topics: Gulf regulatory compliance, payment gateways, Arabic localisation, and AI for business.
Which business problems AI genuinely solves, how to evaluate a use case before building, what running costs look like, and the compliance constraints that decide architecture.
Prompt injection, training on your inputs, data leakage between users, and the controls that actually reduce risk — the build-side view of AI security.
Why Arabic OCR is harder than English, when to use traditional OCR versus a vision model, and how to build extraction that fails safely on invoices and contracts.
An AI assistant over your own policies and documentation — what it takes, why permissions are the hard part, and how to avoid building something nobody uses.
How token pricing works, why Arabic costs more, the levers that cut spend by 60–90%, and how to estimate before you build rather than discover after launch.
The mistakes that make an Arabic app feel translated rather than native — each with the symptom, the cause, and the fix.
How retrieval-augmented generation works, why chunking and Arabic retrieval decide quality, what it costs to build, and when a simpler approach wins.
Implementing UAE Federal Decree-Law 45/2021 in your product — lawful bases beyond consent, user rights, breach notification, and why DIFC and ADGM are different laws entirely.
How much detail a brief actually needs, what to specify and what to leave open, and why over-specifying costs you the best proposals — with a reusable structure.
What Arabic localisation actually involves — RTL layout, fonts, numerals, dates, content, and QA. Real cost ranges, a phased plan, and the mistakes that make apps feel foreign.
Which Gulf regulations apply to your app, what they cost, and when to involve a lawyer — Saudi PDPL, UAE PDPL, Qatar, data residency, and sector rules compared.
What integrating national digital identity actually involves — eligibility, the approval process, technical patterns, and when it is worth the effort for your product.
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