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Look Out · Edition #1

Look Out #1

The truth about AI. No hype. First edition.

KS

Khaled Shivji

CEO and Co-Founder at Exec x AI (formerly S.AI.L) · February 26, 2026

A quick word on OpenClaw. And a security warning.

And John Kubicki's take on Claude desktop and legal AI, which you'll find below this email.

First, OpenClaw. Don't install it on your laptop. It's been extensively red-teamed. The verdict is in: personal AI agents are a new attack vector. Simple as that.

We're already seeing reports of OpenClaw wiping inboxes. Blackmailing developers who reject its code. This is where we are now.

Cisco's take is blunt: ‘Personal AI agents like OpenClaw are a security nightmare’. They're not wrong.

By the way, Exec x AI (formerly S.AI.L) has a new website. www.execxai.com. Feedback, as always, is welcome.

Recursive self-improvement

Which brings us to recursive self-improvement. What it is, and why it matters for your next procurement decision. If you're still not sure, drop a reply to me and one of our principal AI consultants will reach out to you.

First, deeper analysis when it counts. The AI doesn't just give the fastest answer. It allocates more power to harder problems. For you, that means a system that knows when to go beyond the superficial. It reduces the risk of acting on a flawed, low-effort answer. You want this because the quality of the AI's work should scale with the complexity of the task, not just the speed of the prompt.

Second, autonomous improvement. The AI teaches itself. It creates its own practice problems, tries to solve them, and learns from the results. No constant, costly human retraining required. The system you deploy gets better on its own. You want this because the platform's ROI should compound as it refines its own workflows.

Third, accelerated capability. The most advanced platforms are now built using their own tools. They contribute to their own next generation. You want this because it's how you avoid your platform becoming obsolete before the contract is even up for renewal.

The principle is straightforward. An AI that can't improve itself will plateau. One that can improve, will compound. So when you're evaluating a platform, ask the vendor to show you all three layers. If they can't, you're buying yesterday's tech at tomorrow's price.

KS

Khaled Shivji

CEO and Co-Founder of Exec x AI (formerly S.AI.L), an enterprise AI consultancy. Principal-led, compliance-first, and cloud-agnostic, Exec x AI (formerly S.AI.L) provides trusted advice. khaled@execxai.com