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.
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.
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.
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The pieces we found genuinely useful, the ones we wrote, and the occasional sharp observation about where software is heading. Built for operators who’d rather skim than scroll.
