MickaiThe Guardian named opaque AI workplace surveillance as the real threat (Prof Nazrul Islam, 11 May 2026).
The opacity is structural. The fix is structural.
The Mickai audit substrate is hash-linked, FIPS 204 ML-DSA-65 signed, browser-verifiable offline. The worker, the union, the employer, and the regulator can all replay the same chain.
The Guardian named opaque AI surveillance as the real workplace threat. The substrate makes it verifiable for every party at once.
Professor Nazrul Islam used his Guardian column on 11 May 2026 to put a name to AI's real workplace threat: opaque AI-powered surveillance and control of lower-autonomy workers. The threat is not the AI; the threat is the opacity. The Mickai audit substrate removes the opacity at the cryptographic primitive layer. Every action the AI took is signed under the operator's key, hash-linked in CBOR, and verifiable offline by the worker, the union, the regulator, and the employer at the same time.
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