PII tokenization for LLMs: tokenization vs masking, with code
Keep personal data away from the model provider with reversible, format-preserving tokens, plus the CI test that proves nothing leaked.
BigCircle
BigCircle builds production AI systems with governance built in. https://bigcircle.ai
Latest articles
How much does an AI agent cost to build and run?
AI agent cost has three parts: the build, the run and the keep-alive. The build is the system that can take a real task. The run is the model calls, tool calls and retries each task then spends, and t
Why AI agents report unfinished work as done
A 200 OK is not a finished task. How to define the expected final state, verify it with a separate read, and handle timeouts and retries.