Most context engineering goes into supplying the model with knowledge. For a Java project nearly all of that is redundant, because the model already read the specs. What it does not have is an opinion about how your…
In this talk, we’ll explore why the JDK’s garbage collectors work the way they do and how Java memory management affects application performance. We’ll look at the sometimes non-obvious relationship between RAM and CPU,…
Every class file passes a formal dataflow analysis before the JIT ever sees it, and that quiet checkpoint is what actually makes the JVM’s sandbox model possible. Ask most Java developers what stands between untrusted…
CRDTs let replicas merge concurrent edits without coordination. The catch is what it costs to keep them talking to each other, and how delta-state CRDTs quietly fix it. Coordination-free replication keeps showing up as…
From Spec-Driven Development to Living Specifications in Java Projects Coding agents have changed the speed at which we can produce software. But producing code faster does not automatically mean producing better…