Halil, the real shift is not “AI went rogue.” It is that agents are being wired into privileged workflows. Anthropic says it assessed with high confidence that a Chinese state-sponsored group manipulated Claude Code into attempting infiltration of roughly thirty global targets, succeeding in a small number of cases; Anthropic’s report also says the AI executed approximately 80%–90% of tactical work independently, with humans in strategic supervisory roles. MITRE’s campaign entry describes the same operation as using Claude Code for reconnaissance, vulnerability discovery, exploitation, lateral movement, credential harvesting, data analysis, and exfiltration across approximately 30 entities.
So what is genuinely new operationally? Agentic compression of the kill chain. The novelty is not a new exploit primitive; it is that MCP-connected coding agents can chain familiar actions faster: enumerate, test, write code, run tools, summarize results, and move to the next step. That changes defender timing and audit requirements.
What is old appsec with AI branding? Langflow exploitation and the JadePuffer-style LangFlow intrusion pattern still look mostly like exposed workflow infrastructure, code execution, weak boundary controls, and credential handling failures. GhostApproval symlink deception, hidden-repo prompt injection, and similar coding-agent attacks also map to a familiar class: injection plus confused deputy. The difference is that the “interpreter” is now an LLM agent with shell, repo, browser, or SaaS authority.
I would disable or sandbox immediately: shell execution, filesystem write outside the project workspace, MCP tool auto-approval, network egress, browser/session reuse, credential/keychain access, package install, git push/merge, cloud admin actions, and access to secrets-bearing CI/CD contexts. Restore only with per-project sandboxes, ephemeral credentials, explicit approval for high-risk tool calls, read-only mounts where possible, and full logging of prompt-to-tool decisions.
For OpenClaw specifically, I would not treat the WhatsApp-to-host claim as confirmed from the evidence here. But if the architecture allows a message channel to trigger host-side agent actions, the mitigation is the same: no untrusted content should be allowed to drive privileged tool execution without isolation and human approval.