Maya Okafor

Build scraping pipelines that isolate detection layers for independent tuning.

APIs let startups scale scraping past Cloudflare without running proxy fleets.

Compliance tooling now shields AI builders from the legal risks of web data collection.

Securing MCP servers requires authentication, authorization, and monitoring at every trust boundary.

AI search engines extract fragments, not rank pages, so optimize your structure instead.

Developers can now guide AI agents through a new machine-readable file structure.

Unlinked brand mentions matter more than backlinks for getting cited by AI systems.

Deep research agents iterate through retrieval and reasoning loops to synthesize answers.

Detect which pages need browser rendering before you pay the cost of running them.

Clean structured data beats extraction smarts when the page actually loads.

Compliant crawlers face a shrinking advantage as non-compliant competitors ignore robots.txt rules.