Blog
From the team
Thoughts on browser automation, AI agents, and building reliable web infrastructure.
Why Your Automation Keeps Triggering CAPTCHA: The 7-Signal Diagnostic Guide
If your script worked yesterday and is hitting CAPTCHA today, the cause is identifiable. Walk through the seven signals — in order of likelihood.
The 7 Best Browsers for AI Agent Automation in 2026
Engine-level vs. plugin-level. Local vs. cloud. A ranked comparison of the seven browser options that matter for production AI agents.
Browser Fingerprinting Explained: The 20+ Signals Anti-Bot Systems Use to Detect Automation
A complete reference to what fingerprinting is, which signals matter most, and why coherence beats spoofing — for AI agent builders and automation engineers.
The Browser Runtime for AI Agents: Why Orchestration Isn't Enough
Most AI agent failures on the web are infrastructure failures, not reasoning failures. Here's why a browser runtime layer matters — and how to choose one.
Why Your Playwright Scripts Keep Getting Blocked by Cloudflare (And How To Fix It)
What Cloudflare actually reads from Playwright sessions, why most stealth fixes stop working, and the structural answer that holds up in production.