Modernizing legacy code with agents: translating the code is the easy part
Nearly 40% of sensitive migrations drift silently, and a third of those drifts are endorsed by the model that produced them.
Your agents are ready, but your data platform is not
The same models drop from 91% to under 21% accuracy when textbook schemas are replaced by real warehouses.
Your agent benchmark gives you a score, not a map of its limits
An all-or-nothing rule gives the same zero to an agent that did nothing and one that did almost everything.
Maybe your agent should not be an agent: the five-step determinism test
60% of an agent's behavioral divergence appears in the first two steps. Five questions to decide what stays code.
Coding agents: why peer adoption matters as much as the tool
The strongest coefficient in a study of tens of thousands of engineers is not technical. It is social.