Practical notes on AI and custom software.

Clear guidance for teams improving dashboards, booking, POS, CRM, ERP, HR, and day-to-day operations - sourced, never hype.

6 articles·AI & operations·Updated July 16, 2026

A pale technical blueprint shows a large central AI model node branching through a fine-tuning layer into smaller business workflow nodes for invoices, tickets, and reports, drawn with cicada-wing line patterns.

Open Model WatchLatest · 7 min read

Inkling and the fine-tuning bet: what an open model built for customization means for your business

A major AI lab just bet its first release on the idea that a model trained on your operations beats a general-purpose chatbot. The weights are free. The hardware is not. Here is what actually matters for operators.

Read the noteJuly 16, 2026

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Saudi Tech BriefJuly 4, 2026 · 7 min read

Nitaqat 2026: what your HR system now has to track

Saudization is no longer one ratio you check twice a year. It is profession-level, salary-weighted, and tied to Qiwa documentation, and the safety band that used to warn you is gone.

Open Model WatchJune 22, 2026 · 6 min read

Arabic open models: when a Saudi business should self-host

The GCC now has capable, openly-licensed Arabic models. The real question is not which one is best, but whether to self-host at all.

Saudi Tech BriefJune 18, 2026 · 5 min read

PDPL enforcement for CRM, HR, and AI tools

The grace period is over. Marketing consent, employee records, and data sent to AI tools are now real compliance exposure, not future paperwork.

Saudi Tech BriefJune 17, 2026 · 4 min read

ZATCA Wave 24 e-invoicing deadline

If ZATCA notifies you for Wave 24, your POS or invoicing system must integrate with the Fatoora platform by June 30, 2026.

AI OperationsJune 16, 2026 · 3 min read

Where AI belongs in operations software

Start with the workflow. Add AI only where it removes a real operational drag.

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