https://munaf.online/articles/ Plain-English articles on AI, data protection and cybersecurity for Pakistani CIOs, CISOs and small businesses, by Mohammad Munaf Majeed. en Sun, 15 Nov 2026 04:30:46 +0000 https://munaf.online/assets/img/og.jpghttps://munaf.online/articles/ https://munaf.online/articles/sab-green-hai-customer-phir-bhi-pareshan-hai/https://munaf.online/articles/sab-green-hai-customer-phir-bhi-pareshan-hai/Sun, 15 Nov 2026 04:30:46 +0000Mohammad Munaf MajeedCYBERWhy is the customer still unhappy when every dashboard is green? Because each dashboard shows only its own component, not the customer's task. A successful request and a failed one may take different paths, so one successful test proves little, a screenshot is not a log, and a 4xx is not automatically the customer's fault. Follow one failed request end to end with six habits: Capture, Map, Ask, Reproduce, Re-test, Assign.LinkedIn https://munaf.online/articles/vulnerability-musical-chairs-vs-devops-vendor/https://munaf.online/articles/vulnerability-musical-chairs-vs-devops-vendor/Sat, 14 Nov 2026 04:55:28 +0000Mohammad Munaf MajeedCYBERVulnerability musical chairs is when a finding is passed from desk to desk (IS, IT, DevOps, infra, vendor, management) and the argument becomes who to blame instead of who fixes it. In this story, a WAF bypass requested by the client's own DevOps team was still open because nobody owned closing it. The way out is five habits this quarter: Own, Prioritise, Agree, Validate, Measure.LinkedIn https://munaf.online/articles/shadow-ai-data-leak-nobody-approved/https://munaf.online/articles/shadow-ai-data-leak-nobody-approved/Fri, 13 Nov 2026 06:13:03 +0000Mohammad Munaf MajeedAIShadow AI is any AI tool people use for work without the company knowing, approving or protecting it. In a normal office day, client lists, salary files, tax notices and meeting talk end up in free tools nobody approved, and a ban just moves the tool to a personal phone. National CERT has issued an official warning (NCA-18.011026, 1 October 2026). Start this quarter with five habits: Discover, Own, Offer, Govern, Monitor.LinkedIn https://munaf.online/articles/pdp-vs-dgp-gareeb-business/https://munaf.online/articles/pdp-vs-dgp-gareeb-business/Wed, 11 Nov 2026 21:53:42 +0000Mohammad Munaf MajeedPOLICYPakistan is writing two rulebooks for data. The Data Governance Policy (listed by the ministry as a 2026 draft) covers how government manages, protects and shares the data it holds. The Personal Data Protection Bill (a May 2023 draft) would cover every organisation that collects personal data, with citizens' rights and a commission. Neither is yet the full answer; they need to work together, and small businesses need templates, realistic timelines and affordable training to comply.LinkedIn https://munaf.online/articles/how-did-ai-tool-get-my-data/https://munaf.online/articles/how-did-ai-tool-get-my-data/Wed, 11 Nov 2026 03:47:47 +0000Mohammad Munaf MajeedAIOften because someone gave it the data. Staff paste customer details, internal prices or confidential documents into free or inexpensive AI tools to get work done. Not every service trains on what we submit, but few people know where each service stores, processes or accesses it. Start with practical steps: give employees an approved tool, explain what they should never upload, and test the right model for the actual work before investing in infrastructure.LinkedIn