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One question. Binary test. "Was a human member of the team able to personally review the specific facts of my specific situation?" A minimalist, human-first protocol for demanding individual scrutiny over automated decisions and institutional actions. Calm templates, open-source Python toolkit, and an optional Sovereign Personal Vault.
See where you stand. Mirror is a local-first personal sovereignty toolkit that adapts to any user, any situation, any institution. Tell it what happened in your own words — it maps your rights, generates the one question that matters, and gives you the next step. Built on the Burgess Principle. MIT licensed.
Press release on legal warnings issued to Universities UK, Advance HE, GuildHE for fiduciary breaches and governance failures in UK higher education sector.
Open-source AI governance framework for UK HR/recruitment AI providers. UK GDPR, DPA 2018, Data (Use and Access) Act 2025, Equality Act 2010. CC BY 4.0.