JANINA WHITE
Architecting AI for Human Reality
My work demonstrates four interlocking competencies, moving from theoretical diagnosis to technical execution
Accountability Architecture
Institutional Accountability Mapping is a document-led legal strategy service for cases where institutions act through hidden records, unexplained decisions, adverse data, complaint displacement or responsibility avoidance. It helps clients identify the decision, the data, the responsible body, the applicable route and the remedy. It sits at the intersection of public law, data protection, equality, human rights, administrative justice and regulatory accountability.
  • Effect Identification
    What changed in the person’s life, access, status, reputation, opportunity, data profile or procedural position?
  • Record Identification
    Where is the trace? Note, marker, email, log, access record, complaint record, data entry, police note, routing instruction, system audit.
  • Actor Identification
    Who is originator, transmitter, holder, controller, operationaliser, reviewer, litigation defender?
  • Displacement Analysis
    How the institution avoided the route? Not our remit; no decision; derivative status; security; litigation; held elsewhere; not searched; complaint miscategorised; ordinary correspondence?
  • Accountability Questioning
    Exists / not held / held elsewhere / not searched / withheld / erased / reclassified / received but not allocated?
  • Remedy Architecture
    Disclosure, confirmation, correction, erasure, apology, review, audit, policy route, damages, declaration, injunction, regulator referral, institutional learning
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