A response to Katelyn Lesse's article on secure agents, and why outbound mediation is only useful when it enforces a broader authorization and information-flow model.

A response to Yoshua Bengio's post on agents lying, cheating, and coordinating: the failure is not that agents have human motives, but that we are giving proxy optimizers tools, time, and weak accountability.

A hiring-market note on why AI makes visible judgment, problem framing, and situated workflow artifacts more valuable than generic tool fluency.

* application ideas * company ideas * project ideas