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Software Development and AI Insights

Insights

Thinking out loud.

Honest perspectives on software, AI, and technology decisions. No thought leadership fluff. Just things we’ve learned building software for businesses that care about getting it right.

21+
Articles published
AllAIAnnouncementApprenticeshipApproachArticleCase StudyDevOpsEnergyLegal
ArticleAILegal
AI Tools and Client Data: A Technical Note for Legal Practitioners
A technical follow-up to UKUT 81 (IAC). Explains what open source and public domain mean in their correct technical and legal contexts, sets out the consumer vs enterprise distinction that matters for compliance, covers UK GDPR obligations, legal privilege risk, and how ISO 42001 governance strengthens a firm's position. Co-authored by Naz Keceli and Khiliad Ltd.
Naz Keceli14 March 2026
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ArticleLegal
When AI Hallucinations Meet the Courtroom
A landmark UK tribunal ruling on AI-generated fake citations sets clear expectations for every regulated profession on verification, supervision, and data handling.
Naz Keceli25 February 2026
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