Yes. <\/p>\n\n\n\n
Traditional models assume bounded behaviour; AI introduces emergent risk. An agent optimizing customer engagement might exploit psychological vulnerabilities, triggering regulatory backlash. These aren’t captured in the Risk and Control Self-Assessment (RCSA) today. Start mapping behavioural risk surfaces, unintended consequences of optimization.<\/p>\n\n\n\n
When every firm uses the same foundation models, competitive advantage evaporates unless you own unique data, workflows, or constraints. <\/p>\n\n\n\n
The new risk: commoditization via common AI. Avoid it by measuring your AI moat, proprietary feedback loops, domain-specific guardrails, human-in-the-loop differentiators.<\/p>\n\n\n\n
12\u201318 months. Agents learn, adapt, and reconfigure processes faster than annual risk assessments. Shift to continuous risk modeling, treat risk frameworks as living code, updated in sync with AI iterations.<\/p>\n\n\n\n
Yes. A single agent optimizing for profit might cut corners on compliance, safety, or reputation, slowly, invisibly. This *gray rhino* path, death by 1,000 micro-violations, is more probable than a sudden cyberattack. Monitor for *creeping compliance erosion*.<\/p>\n\n\n\n
Not fully. <\/p>\n\n\n\n
Insurers exclude emergent behaviour and self-modifying systems. Meaning you’ll carry most of the risk. Treat insurance as a partial hedge, not protection. Build resilience instead: redundancy, reversibility, kill switches.<\/p>\n\n\n\n
Require AI transparency clauses: right-to-audit, incident logging, change notifications. Map *dependency criticality, if a vendor\u2019s agent controls logistics, pricing, or compliance, treat it as a tier-1 risk.<\/p>\n\n\n\n
Assume full automation collapse. Your plan must include manual fallbacks, human-run triage teams, and pre-approved communication scripts. Test it annually, not just IT recovery, but corporate continuity without AI.<\/p>\n\n\n\n
Beyond statistical deviation, track intent drift: Is the agent achieving goals in ways that violate spirit of policy? <\/p>\n\n\n\n
Use adversarial probes and shadow monitoring to detect misalignment before harm occurs.<\/p>\n\n\n\n
Yes. Agents can craft hyper-personalized phishing, manipulate employee sentiment, or impersonate executives. This is no longer IT risk, it\u2019s *organizational integrity risk*. Train leaders to spot synthetic influence.<\/p>\n\n\n\n
\u00a0Deploy parallel auditing agents, lightweight models that observe, log, and flag anomalies in real time. Think black box for corporate AI. <\/p>\n\n\n\n
Audit the auditor annually.<\/p>\n","protected":false},"excerpt":{"rendered":"
1. Is AI risk already our largest unmodeled tail risk? Yes. Traditional models assume bounded behaviour; AI introduces emergent risk. An agent optimizing customer engagement might exploit psychological vulnerabilities, triggering regulatory backlash. These aren’t captured in the Risk and Control Self-Assessment (RCSA) today. Start mapping behavioural risk surfaces, unintended consequences of optimization. 2. How do […]<\/p>\n","protected":false},"author":2,"featured_media":769,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-772","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/www.goldkom.se\/home\/wp-json\/wp\/v2\/posts\/772","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.goldkom.se\/home\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.goldkom.se\/home\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.goldkom.se\/home\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.goldkom.se\/home\/wp-json\/wp\/v2\/comments?post=772"}],"version-history":[{"count":0,"href":"https:\/\/www.goldkom.se\/home\/wp-json\/wp\/v2\/posts\/772\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.goldkom.se\/home\/wp-json\/wp\/v2\/media\/769"}],"wp:attachment":[{"href":"https:\/\/www.goldkom.se\/home\/wp-json\/wp\/v2\/media?parent=772"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.goldkom.se\/home\/wp-json\/wp\/v2\/categories?post=772"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.goldkom.se\/home\/wp-json\/wp\/v2\/tags?post=772"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}