Release notes are user-facing summaries that communicate software changes to developers, testers, and users. Clear notes improve coordination, testing focus, and product understanding. section 4.5
An LLM can transform code into concise, accessible release notes by:
- Specifying the audience, Java context, bullet-point format, and a requirement for legibility. section 4.5.2
- Using delimiters to distinguish the source code from the instructions. section 4.5.2
- Adding “Only output the release notes” to reduce unnecessary wordiness. section 4.5.2
Timesheet transformation
A Java Timesheet class becomes notes describing its ConcurrentHashMap storage, validation of project names and positive durations, case normalization, retrieval methods, and the lowercase-name usage constraint. section 4.5.2
###
import java.util.*;
import java.util.concurrent.ConcurrentHashMap;
public class Timesheet {
private ConcurrentHashMap<String, Long> timesheets =
➥new ConcurrentHashMap<>();
public boolean submitTimesheet(String projectName, long duration) {
if (projectName != null && duration > 0) {
projectName = projectName.toLowerCase();
timesheets.put(projectName,
➥timesheets.getOrDefault(projectName, 0L) + duration);
return true;
} else {
return false;
}
}
public Collection<Long> getTimesheets() {
return timesheets.values();
}
public long getTotalTimesheetHours(String projectName) {
return timesheets.getOrDefault(projectName.toLowerCase(), 0L);
}
}
###
Inspect the Java input used to generate the release-note example. section 4.5.2


