AI transparency will not be solved by a small icon under an image. Organisations will need provenance metadata, signatures, watermarking, verification tools, human review and audit evidence.
Read article →The future of AI will not be decided only by larger models or longer context windows. It will be decided by the engineering process around them: workflow, memory, rules, verification, review and evidence.
Read article →The future of AI will not be defined only by what systems can do, but by who can govern their risks, security, accountability and auditability.
Read article →When HR uses AI to screen, score or evaluate people, the question is not only whether it is useful, but whether it is legal, safe, fair and governed.
Read article →Companies are adopting AI quickly, but the hard question is who can prove what tools are used, what data enters them, what decisions they influence and who is responsible.
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