24/7 Continuous Review, Audit, and Innovation
SCRIMED reviews, audits, learns, and researches continuously without bypassing human authority.
SCRIMED Continuous Review, Audit, and Innovation Control Plane organizes 24/7 agent-assisted review, evidence checks, error reduction loops, human escalation, and internal future research. It does not provide managed 24/7 SOC/MDR coverage, autonomous production remediation, legal advice, security certification, regulatory approval, PHI processing authority, clinical care authority, public quantum capability claims, product commitment, investment advice, or permission to bypass human review.
Operating boundary
Continuous review improves accuracy without turning agents into regulators, clinicians, or unmanaged production operators.
The control plane is designed to catch stale facts, unsupported claims, source drift, security drift, regression risk, incident learnings, and future opportunities while retaining human review before public claims, production changes, live care, PHI, or certification language.
01Always-on sentinels: Turns every repeated route or header mistake into a deterministic smoke assertion.
02Accuracy sampling: Creates feedback loops for stale facts, overclaims, missing sources, and ambiguous language.
03Evidence attribution sweep: Reduces hallucination risk by requiring source-backed or boundary-backed claims.
04Claims and authority guard: Prevents sales, product, investor, and public copy from outrunning retained evidence.
05Security and dependency drift review: Surfaces risky drift early before it becomes buyer-impacting or production-blocking.
06Human escalation and remediation: Keeps remediation accountable instead of relying on unattended autonomous repair.
07Innovation horizon scan: Separates useful future sensing from public hype or premature product commitment.
08Governance rehearsal: Moves recurring mistakes into durable controls and moves mature research into governed build work.
Review agents
Specialized agents watch accuracy, evidence, claims, security, QA, incidents, and future signals.
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Accuracy Review Agent
Sample outputs, workflow results, API summaries, and buyer-facing copy for factual consistency, stale claims, missing caveats, and unsupported conclusions.
Continuous queue with daily sampled review and weekly executive exception digest.
- Watches: product pages, API summaries, briefs, proof packets, buyer-facing claims
- Allowed: flag discrepancy, open review item, route to owner, recommend smoke assertion
- Escalates: clinical implication, certification claim, buyer-impacting metric, source-date drift
- Blocks: silently rewrite public claims, approve clinical content, certify accuracy without reviewer
- Evidence: /claims, /qa-claim-guard, /source-intelligence, /product
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Evidence Attribution Agent
Ensure every strategic, regulatory, market, technical, and product assertion has a source, route, owner, or explicit boundary.
Continuous on new routes and briefs; daily source-drift digest.
- Watches: source URLs, reviewed dates, proof routes, blocked claims, documentation updates
- Allowed: mark missing source, queue source refresh, add owner checklist, request citation review
- Escalates: unsupported public claim, stale regulatory source, broken evidence route
- Blocks: invent source support, quote large copyrighted text, claim third-party endorsement
- Evidence: /source-intelligence, /competitive-intelligence, /global-certification-readiness
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Claims and Boundary Agent
Compare public language, briefs, APIs, and sales paths against prohibited claims, authority boundaries, and no-PHI/no-live-care constraints.
Every release, every buyer packet, and every claims-related route change.
- Watches: claims register, release notes, buyer packets, homepage copy, API boundary headers
- Allowed: block unsupported claim, attach boundary, request legal/privacy review
- Escalates: HIPAA/FDA/SOC/ISO claim, ROI guarantee, clinical authority wording, customer reference
- Blocks: approve legal claim, approve advertising substantiation, waive external review
- Evidence: /claims, /approvals-readiness, /global-certification-readiness, /qa-claim-guard
human-review-required
Security Drift Agent
Track dependency posture, route headers, fail-closed behavior, evidence vault boundaries, and post-quantum readiness signals.
Daily dependency/config review, weekly protected fail-closed review, quarterly quantum-safe inventory.
- Watches: package versions, headers, protected API behavior, auth gates, cryptographic dependency inventory
- Allowed: open security drift item, recommend patch, route to security owner, request audit evidence
- Escalates: critical CVE, protected route opens publicly, secret exposure risk, obsolete cryptographic dependency
- Blocks: apply unmanaged production patch, rotate customer secrets autonomously, claim SOC/MDR coverage
- Evidence: /service-reliability, /trust-center/security, /release-continuity, /continuous-review-audit
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QA Regression Agent
Continuously translate discovered mistakes into deterministic smoke, typecheck, lint, build, and protected fail-closed assertions.
Every change set; nightly regression queue design; weekly smoke scope review.
- Watches: smoke failures, route inventory, typecheck output, build output, known limitations
- Allowed: propose test, expand smoke coverage, classify regression, route owner
- Escalates: route-count mismatch, broken buyer-critical page, missing boundary header, protected path exposure
- Blocks: bypass failing smoke, mark retained proof without protected packet, run authenticated happy path without AAL2
- Evidence: /navigation, /qa-evidence, /qa-run-control, /release-continuity
human-review-required
Incident Learning Agent
Convert TrustOps incidents, near misses, buyer questions, and support gaps into root-cause notes, controls, and future prevention tasks.
Immediate for high/critical issues, daily for open incidents, monthly for learning review.
- Watches: TrustOps incidents, customer questions, legal-hold watch, post-incident reviews
- Allowed: summarize incident, draft prevention task, recommend reviewer, connect evidence route
- Escalates: critical incident, legal-hold signal, privacy/security issue, repeated defect
- Blocks: make breach determination, notify regulator, close incident without reviewer
- Evidence: /trust-safety-operations, /pilot-workspace/access, /service-reliability
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Innovation Scout Agent
Track AI, healthcare infrastructure, interoperability, security, quantum-safe, privacy-preserving, and deployment futures for internal research assignment.
Weekly horizon scan, monthly research council, quarterly promotion gate.
- Watches: official standards, technical shifts, competitor signals, buyer requests, internal limitations
- Allowed: create research brief, assign internal team, recommend prototype, flag claim guard
- Escalates: strategic inflection, security standard change, regulatory movement, platform opportunity
- Blocks: publish quantum claims, promise future product, claim clinical advantage, commit to procurement timeline
- Evidence: /source-intelligence, /strategic-intelligence, /global-certification-readiness
Audit controls
Every high-risk loop has a human-owned hard stop and retained evidence requirement.
human-review-required
No autonomous production remediation
Prevent agents from silently changing production behavior or regulated workflows.
Owner: Release Steward + Security
- Evidence: owner approval, diff, validation result, rollback note
- Hard stops: production change without reviewer, clinical workflow mutation, credential rotation without owner
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No-PHI review queue
Keep review and audit evidence metadata-only until PHI authority exists.
Owner: Privacy + TrustOps
- Evidence: PHI hard-stop result, safe metadata template, protected route status
- Hard stops: patient identifier, clinical record, payer member identifier, artifact URL
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Boundary header enforcement
Ensure buyer-critical APIs carry no-authority, no-PHI, no-certification, and no-live-care headers.
Owner: QA Regression Agent
- Evidence: smoke assertion, API route, header list
- Hard stops: missing data boundary, missing PHI block, missing security certification block
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Evidence source aging
Refresh official-source review dates and route stale source-sensitive claims for human review.
Owner: Evidence Attribution Agent
- Evidence: source URL, reviewedAt, owner, refresh decision
- Hard stops: stale legal/regulatory source, unsupported market claim, missing source owner
human-review-required
Post-incident learning
Require every meaningful incident, near miss, or repeated defect to create a prevention action.
Owner: Incident Learning Agent
- Evidence: root cause, owner, prevention task, validation route
- Hard stops: incident closed without review, legal hold ignored, customer-impacting issue unowned
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Internal research claim guard
Keep quantum, frontier AI, privacy-preserving compute, and future infrastructure work internal until approved.
Owner: Innovation Scout Agent + Claims reviewer
- Evidence: research brief, visibility flag, blocked claims, promotion gate
- Hard stops: public quantum advantage claim, future product guarantee, clinical superiority claim
Internal innovation
Future-facing research is assigned internally first, including quantum-safe readiness.
Quantum remains an internal research lane focused on post-quantum cryptography readiness, vendor posture, key lifecycles, and claim guards. SCRIMED does not make public quantum capability or clinical-advantage claims.
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Quantum-Safe and Post-Quantum Readiness
How should SCRIMED inventory cryptographic dependencies, vendor commitments, key lifecycles, and buyer questions before post-quantum migration becomes procurement-critical?
Internal Research Team - Quantum Horizon
- Near-term work: Map public/private key use across app, Supabase, Vercel, vendor APIs, and buyer evidence exchange, Track NIST PQC standards and vendor support timelines, Prepare buyer-facing answers that say readiness planning is internal and no quantum-safe certification is claimed, Identify where hybrid TLS, signatures, backups, and archive retention may matter later
- Promotion gate: Security owner approves inventory, Vendor posture is documented, No customer cryptography promise is made, External security review confirms messaging
- Blocked: quantum-safe certified, quantum clinical advantage, post-quantum production ready
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Agentic Review Automation
How can SCRIMED reduce human error by using agents to propose review items, tests, and evidence links while humans retain approval authority?
Internal Research Team - AgentOS Lab
- Near-term work: Prototype review queues for accuracy, source attribution, claims boundaries, and smoke suggestions, Score confidence and route low-confidence outputs to human reviewers, Measure false-positive and false-negative rates in synthetic review tasks
- Promotion gate: Human override is retained, False-negative threshold is acceptable, Audit trail is durable, No clinical approval is delegated
- Blocked: autonomous audit approval, error-free AI review, clinician-free validation
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Privacy-Preserving Compute
Which privacy-preserving methods could eventually support analytics, evaluation, or federation without moving sensitive healthcare data?
Internal Research Team - Privacy Lab
- Near-term work: Compare de-identification, synthetic data, confidential compute, federated evaluation, and differential privacy patterns, Define no-PHI prototype constraints, Map privacy counsel review questions
- Promotion gate: Privacy/legal approval, Threat model complete, Customer data path blocked until agreement, Synthetic-only proof exists
- Blocked: privacy guaranteed, HIPAA approved analytics, customer data safe by default
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Clinical Simulation and Synthetic Safety Lab
How can SCRIMED improve synthetic evaluation depth for clinical operations workflows without crossing diagnosis or treatment boundaries?
Internal Research Team - Validation Trust Lab
- Near-term work: Add adversarial synthetic scenarios, Measure source attribution, escalation, abstention, and reviewer burden, Create specialty-specific review prompts for oncology, cardiology, endocrinology, and RCM
- Promotion gate: Clinical governance review, No patient-specific claims, Synthetic-only data, FDA/CDS/SaMD classification review before external claims
- Blocked: clinical validation complete, diagnostic accuracy, treatment optimization
future-public-after-approval
Interoperability and Sovereign Deployment Futures
Which interoperability, data residency, and sovereign deployment patterns will matter most for global health-system buyers?
Internal Research Team - Interoperability Futures
- Near-term work: Track FHIR, SMART, DICOMweb, X12, IHE, terminology, residency, and regional procurement signals, Prototype deployment-profile gates, Map public-sector buyer evidence requirements
- Promotion gate: Regional counsel review, Customer-specific deployment profile, Security/privacy evidence, No production connector promise
- Blocked: sovereign-ready certified, EHR production approved, public-sector approved
Research teams
Research assignments convert horizon signals into governed prototypes, metrics, and claim guards.
Monthly internal research brief; quarterly security review.
Quantum Horizon
Post-quantum cryptography inventory, vendor posture, key lifecycle, and future buyer diligence.
Outputs: PQC dependency inventory, vendor question set, blocked quantum claims, migration watchlist
- Restrictions: internal-only, no buyer quantum claims, no production cryptography change without security review
Weekly prototype review; monthly governance demo.
AgentOS Lab
Agent-assisted review queues, audit scoring, auto-test suggestions, and human approval checkpoints.
Outputs: review queue spec, false-negative metrics, human override matrix
- Restrictions: no autonomous approval, no clinical validation delegation, no unattended protected happy path
Weekly scenario review; monthly clinical-governance readout.
Validation Trust Lab
Adversarial synthetic scenarios, accuracy sampling, and specialty workflow safety evaluation.
Outputs: synthetic scenario set, error taxonomy, reviewer-burden metric
- Restrictions: synthetic-only, no diagnosis claims, clinical reviewer required before external use
Biweekly privacy research review.
Privacy Lab
Privacy-preserving analytics, de-identification boundaries, and no-PHI evaluation methods.
Outputs: privacy pattern comparison, DPIA question set, no-PHI prototype constraints
- Restrictions: no customer data, no PHI processing, privacy counsel gate before promotion
Source review
Official frameworks and internal operating sources drive the review loop without creating approval claims.
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NIST Cybersecurity Framework 2.0
NIST frames CSF 2.0 as a way for industry, government, and organizations to reduce cybersecurity risks, with governance, profiles, references, and practical implementation resources.
Map 24/7 audit loops to Govern, Identify, Protect, Detect, Respond, and Recover language without claiming managed SOC coverage.
- Reviewed: 2026-06-25
- Source
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NIST AI Risk Management Framework
NIST AI RMF is voluntary and intended to improve incorporation of trustworthiness considerations into design, development, use, and evaluation of AI systems.
Use Map, Measure, Manage, and Govern style evidence to review agent outputs, drift, citations, human oversight, and improvement actions.
- Reviewed: 2026-06-25
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NIST Post-Quantum Cryptography Standards
NIST finalized post-quantum encryption standards and encourages system administrators to begin transitioning because integration takes time.
Assign quantum-safe cryptography readiness to internal research, beginning with dependency inventory, vendor questions, key-lifecycle mapping, and no-public-claim controls.
- Reviewed: 2026-06-25
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SCRIMED Trust and Safety Operations
SCRIMED already defines trust, safety, monitoring, auditing, fixing, improving, and escalation loops while retaining production managed coverage as a staffed external gate.
Promote TrustOps from a response model into a continuous review and audit operating system with regression, evidence, claims, security, and innovation monitors.
- Reviewed: 2026-06-25
- Source
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SCRIMED Global Certification Readiness
SCRIMED already maps HIPAA/BAA, FDA CDS/SaMD, SOC 2, HITRUST, ISO, EU AI Act, GDPR, NHS DTAC, MHRA, Australia, and regional approval gates.
Feed continuous audit exceptions into approval/certification evidence rooms before claims, pilots, or production pathways expand.
- Reviewed: 2026-06-25
- Source