Priya Subramanian

Traces reveal silent failures that success metrics and error logs miss in production agent runs.

Query-aware DOM pruning cuts extraction costs by compressing before reasoning, not after.

AI agents need local IP addresses to see the web as users in each market actually see it.

Attackers bypass bot detection by matching fonts to claimed operating systems in headless browsers.

Four types of AI crawlers now demand distinct robots.txt strategies beyond blanket blocking.

Keeping agents logged in across tasks requires architectural choices most prototypes skip entirely.

Behavioral CAPTCHAs block AI agents even when reasoning works perfectly.