Which tool captures sub‑agent runtime logs without modifying source code?

Dynamic instrumentation framework

Static code analyzer

Unit test runner

Memory profiler

What is the primary advantage of using contract‑based testing for sub‑agents?

Ensures interface compliance across versions

Reduces code size

Eliminates need for logging

Improves UI responsiveness

When a sub‑agent fails under high concurrency, which metric is most indicative of the root cause?

Thread contention latency

CPU temperature

Disk I/O throughput

Network packet loss

Which debugging technique isolates a misbehaving sub‑agent without affecting the main agent?

Kernel‑mode tracing

Global breakpoint insertion

Source‑level recompilation

Process‑level sandboxing

In automated testing pipelines, what ensures that sub‑agent updates do not break backward compatibility?

Static dependency graphs

Versioned integration test suites

Manual code review only

Code minification

Which tool captures sub‑agent runtime logs without modifying source code?

Dynamic instrumentation framework

Static code analyzer

Unit test runner

Memory profiler

What is the primary advantage of using contract‑based testing for sub‑agents?

Ensures interface compliance across versions

Reduces code size

Eliminates need for logging

Improves UI responsiveness

When a sub‑agent fails under high concurrency, which metric is most indicative of the root cause?

Thread contention latency

CPU temperature

Disk I/O throughput

Network packet loss

Which debugging technique isolates a misbehaving sub‑agent without affecting the main agent?

Kernel‑mode tracing

Global breakpoint insertion

Source‑level recompilation

Process‑level sandboxing

In automated testing pipelines, what ensures that sub‑agent updates do not break backward compatibility?

Static dependency graphs

Versioned integration test suites

Manual code review only

Code minification

Harness Engineering

Unit 1

Durable Execution

Unit 2

Context Management

Unit 3

Handoffs

Unit 4

Sub Agents

Unit 4 • Chapter 5

Debugging and Testing Sub Agents Effectively

Summary

Concept Check

Which tool captures sub‑agent runtime logs without modifying source code?

What is the primary advantage of using contract‑based testing for sub‑agents?

When a sub‑agent fails under high concurrency, which metric is most indicative of the root cause?

Which debugging technique isolates a misbehaving sub‑agent without affecting the main agent?

In automated testing pipelines, what ensures that sub‑agent updates do not break backward compatibility?

Harness Engineering

Unit 1

Durable Execution

Unit 2

Context Management

Unit 3

Handoffs

Unit 4

Sub Agents

Unit 4 • Chapter 5

Debugging and Testing Sub Agents Effectively

Summary

Concept Check

Which tool captures sub‑agent runtime logs without modifying source code?

What is the primary advantage of using contract‑based testing for sub‑agents?

When a sub‑agent fails under high concurrency, which metric is most indicative of the root cause?

Which debugging technique isolates a misbehaving sub‑agent without affecting the main agent?

In automated testing pipelines, what ensures that sub‑agent updates do not break backward compatibility?