Operational risk
Silent retries. Brittle flows. Stops when input changes.
Pematuhan AI
Ejen, LLM workflows, Sistem Berasingan — Malaysia
Scoped review. Classified findings. Uncertain items go to Semakan Manusia.
Unscoped agents hide operational, policy and security risk.
Silent retries. Brittle flows. Stops when input changes.
Outputs or data that break internal or platform rules.
Hallucinated facts. No citations.
Personal data in the wrong model, log or API.
Over-privileged agents. Weak audit trails.
No owner. No incident path. No Semakan Manusia.
Modul are scoped at intake — not a fixed package.
Scope, alatan, permissions, Semakan Manusia points.
Sampled accuracy, consistency, unsupported claims.
Inventori, versioning, restricted terms.
Apps and APIs that should run without a live LLM.
Auth, secrets, logging — not a pentest.
Retries, timeouts, empty or invalid results.
Where transform errors hide.
Internal policy and platform terms.
AI-built PHP, MySQL and APIs that should run as ordinary software. LLM only where reasoning is required.
// Review checklist (illustrative)
$review = [
'prompts' => 'inventoried',
'outputs' => 'sampled',
'access' => 'reviewed',
'human_review' => 'required',
];
Scope, environments, data classes, out-of-scope.
Ejen, prompts, models, data stores, hand-offs.
Controls, samples, access, evidence.
Uncertain findings stay open for named judgement.
Findings, severity, controls, optional remediation.
No “verified compliant” stamp.
Observed in the scoped system, with evidence.
Stated sample, log window or test set.
Inference from incomplete evidence.
Peta Hala Tuju control, not a current capability.
Unconfirmed from available access. Semakan Manusia.
Are outputs supportable and stable?
Who can invoke it, what can it reach, what is logged?
Does the workflow match stated policy and terms?
Are sources, transforms and storage traceable?
Named owner, incident path, Semakan Manusia.
Tests, docs and rollback for the agreed environment.
AI builds. Sistem run.
Semakan melindungi.
When AI is in operations and someone owns the risk.
First agents touching customers, stock or finance.
Listings, support and pricing that must not overclaim.
Multi-step workflows that need a named owner.
NeuralOps agents and Sistem Berasingan for internal use.
Peribadi or routed models — output and access review.
AI on operational data without a formal control set.
No. This is an audit service. Certificates come from accredited bodies. See ISO readiness.
No. We can inspect how personal data is handled. We do not replace counsel or a DPO.
Scope, access and environment are agreed at intake. This page does not claim every review runs inside a VPN.
A written report: scope, classification, severity, controls and Semakan Manusia items.
Depends on systems, data sensitivity and access. Timing is confirmed at intake.
Nama the agents, workflows or Sistem Berasingan. Scope is confirmed first.
Mulakan semakan pematuhan