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Writing about the things we work on: agents that use tools, how to compare language models honestly, how software drives a browser, and how browsers are identified. It is written to explain, not to sell.

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Browser fingerprinting, explained

· 10 min read

What a browser fingerprint is, which surfaces it is built from, why entropy and stability both matter, and why an incoherent disguise is worse than none.

fingerprinting
privacy
browsers

Agentic AI in 2026: what has actually changed

· 9 min read

What separates an agent from a chatbot: tool use, the planning loop, memory, evaluation and guardrails — and the places agents still reliably fail.

agents
llm
evaluation