framework
Java application framework the author uses in production and wires to the local model.
No evidence-backed relationships are recorded.
An intern's slice of a legacy Java modernization project found the bottleneck is not generation. It is having a test that can tell you when the model is actually finished.
Reality
A side project swapped RabbitMQ, Redis and Elasticsearch for SKIP LOCKED, an unlogged table and a GIN index. The queue arithmetic shows where that choice stops working.
Reality
Spring's annotations run in a generated wrapper around your bean, not inside your method. Which wrapper you get, and how callers reach it, decides whether the behaviour fires.
Reality
Wiz says a TeamCity honeypot exposing JDWP was mining Monero within hours, and GreyNoise counted more than 6,000 unique IPs scanning for the protocol in 90 days.
Reality
Qwen 3.8 27B ran on a MacBook Pro from a 17GB GGUF and spent 21 minutes on one SVG. Licensing and access stopped being the blocker; latency and KV cache budgeting became the job.
Reality