XReform follows a person — not a department chart. Each transition carries authority, owner, evidence, time, exception and reversal. Access stays purpose-bound by data zone, so the chronology is longitudinal without becoming a surveillance dossier.
Sentence calculation is law-as-code: signed source orders, effective-dated rule packs, a line-by-line trace, and two independent verifiers. Generative or predictive AI has no place in the authoritative calculation path.
Custody sees approved operational instructions only — never diagnoses or narrative notes.
The clinical zone is architecturally separate, not policy-separate. Reception screens, physical and mental health, eMAR with witnessed administration, closed-loop referrals and governed questionnaires — with equivalence-of-care benchmarking against community waits.
Resident assessment supports care and sentence planning. Staff screening protects the workforce. Different legal bases, different data zones, no cross-access — ever.
No score triggers automatic custody, discipline or release consequences. Output to custody: approved instructions and review dates only.
Managers see four values — fit, fit with restriction, temporarily unfit, review date. Never scores, answers or diagnoses.
Definition manifest beside every figure: event, window, cohort, opportunity, denominator, fairness. Population evaluation only — individual adverse use is blocked.
18 governed instruments with pinned versions, licences, validated translations, server-side scoring, assessor certification and Indian norming status stated honestly.
Quarterly IRR sampling on structured professional judgment tools; retired versions stay readable and are never silently rescored.
Demand begins with people — not assets. Housing turnover, three meal services, linen cycles, library and law-desk, industries, activities, transport and stores, all on one governed spine.
Cell turnaround median 3.1h — hotel-grade turnover, custody-grade checks
38,910 meals a day; 412 clinician-prescribed therapeutic diets
4.8 t linen per week, hygiene audits per wing
18,420 titles; §479 self-help kits as a due-process tool
6,842 at work; wages reconciled to trust accounts
7.9 h out-of-cell average; every session counted back
87 runs a day; 61% of productions offset by video hearings
2,418 stock lines with resilience norms and price caps
IP cameras, cell-door position switches, UWB vitals radar, RFID readers and wristbands, environment and duress devices — 8,092 devices on a tenant-scoped bus with shared retention and privacy masks.
Assessed → plan agreed → programme access → sufficient dosage → completed → release linkage. A referral sent is not a referral done: the KPI counts accepted care.
180-day countdown across identity documents, entitlements, certifications, housing, job pipeline and aftercare acceptance — complete only when the receiving service confirms.
US correctional-education evidence (RAND meta-analysis) associates participation with 43% lower odds of recidivism — a population result, never an individual prediction.
