Topic
Developer tutorials published as disclosed vendor product outreach, where implementation advice terminates in a named product recommendation.
A dev.to harness stamps connect, TTFB, body, patch and test time on every generate call. In live mode the first two clocks come from one expression, so curl still names the handshake, and the published numbers are synthetic.
Reality
A dev.to post lays out a coding-agent eval protocol that hashes the token and tool-call envelope alongside the tasks, so editing a cap changes the run id. No executed runs are published with it.
Reality
A queue worker built its remaining-seconds budget from time.time(), and after the host woke from sleep it logged remaining=-1842.7. Two days of debugging went to sockets, Docker and NTP before the clocks got compared.
Reality
The policy lives in a JSON file a reviewer can read without reading the code, and the gate resolves overlapping matches by severity, so a JWT found inside a log line is denied instead of merely warned on.
Reality
A generated C++20 thread pool cleared its functional suite with no warnings. The same source built with -fsanitize=thread reported an unsynchronized write to the stop flag.
Reality
A GitLab CI job burned three model calls to produce one answer. Fingerprinting the normalized request, while excluding branch names and build IDs, costs less than begging for more free quota.
Reality