The AI-generated replica was B. Some of the subtle tells: - typography inconsistencies - inconsistent browser icon spacing - less coherent shadow/render behavior - minor deviations in brand coloring A year ago, those differences were obvious. Now they're subtle. Soon they'll be invisible. Training yourself to spot visual inconsistencies is already a losing strategy. Cloning a website has never been particularly difficult. But AI is changing the attack chain around it. Personalized phishing lures that used to take manual effort now scale to thousands of targets with context-aware messaging. Spoofed sites can be generated in variants, each tailored to a specific wallet state or token pair. That said, spoofed sites are the easier problem to defend against. Bookmark your entry points. Never navigate to any protocol from a DM, ad, search result, or email. Type the URL yourself or use a bookmark. Most wallet drains start with a spoofed link. If you never click it, the clone doesn't matter. The harder problem is overlay attacks, because they work on the real site. You navigate to the correct URL. The interface is legitimate. But a compromised browser extension or injected script layers a malicious interface on top, modifying what you see or intercepting transaction data before it reaches your wallet. The URL checks out. The site is real. The overlay is what's lying to you. AI compounds this by enabling overlays that read page state and adapt in real time, mirroring the legitimate UI while modifying only the transaction details, the approval scope, or the receiving address. Everything else looks and feels normal. No amount of URL checking helps here. The defense has to move to the transaction layer: 1) Use transaction simulation tools. These show you what a transaction will actually do before you sign. The overlay can display whatever it wants. Simulation reads the actual contract call. 2) Read the signing request, not the page. Your wallet's transaction confirmation is the source of truth. Check the contract address, amount, receiving address, and permissions every time. Overlays succeed because people trust the interface and click "Confirm" without reading what their wallet is actually showing them. 3) Use a hardware wallet for significant transactions. A hardware wallet displays details on its own screen, independent of your browser. An overlay can't touch what your @Ledger or @Trezor shows you. 4) Audit your browser extensions. Overlays need a delivery mechanism, and the most common one is a browser extension with broad permissions. If an extension can "read and change data on websites you visit," it has everything it needs. Remove anything you don't actively use. 5) Revoke old token approvals. One bad approval from a successful attack can drain you weeks later. @RevokeCash lets you audit and clean these up. AI is compressing the full attack lifecycle. The defenses people have relied on for years (visual checks, URL verification, "does this look right") are losing ground. The security perimeter is moving from what you can see to what your tools can verify at the transaction level. The tools already exist. Most people just aren't using them yet. Follow @SaharaAI for more on AI, security, and the agentic economy.(Sahara AI 🔆)