IP Blocker & Bot Blocker. Static IP blocklists become stale within hours as bot operators rotate infrastructure, and inflated bot traffic triggers plan upgrades. An LLM agent analyzes behavioral fingerprints, user-agent entropy, and request cadence to adapt classification rules in real time — a dynamic loop impossible to replicate with static webhooks. Client-side fingerprinting beacon, AI analysis, secure storage, bot filter Express app, visual dashboard.