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18 · Agent Engineering

Q&A Review Bank

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Agent Engineering - Q&A Review Bank

30 questions across the module: harnesses, loops and graphs, context, coding and computer-use agents, skills and memory, verifiers and environments, and spec-driven development. Try each one before revealing the answer.

Learning objectives 45 min
By the end of this page you will be able to:
  • Recall the main design principles of agent engineering and the evidence behind them
  • Apply them to short design scenarios
  • Explain the trade-offs behind each principle
Prerequisites
  • Chapters 1-8 of this module

Harness, Loops and Graphs

Check yourself
0 / 9 answered
  1. What is an agent harness?
  2. How do long-running coding harnesses carry work across context windows?
  3. Why separate generation from evaluation?
  4. What is a sprint contract?
  5. When should a harness component be removed?
  6. When does a recurring task justify building a loop?
  7. What limits how much a loop can improve an agent's output?
  8. Name three signals that justify turning a loop into a graph.
  9. What is the 'dies halfway' test?

Context

Check yourself
0 / 4 answered
  1. What is context rot?
  2. Just-in-time vs up-front context?
  3. Name five techniques for managing a long-running agent's context.
  4. How should compaction be scheduled given prompt caching?

Coding and Computer-Use Agents

Check yourself
0 / 5 answered
  1. What makes a repository agent-ready?
  2. What did METR's 2025 randomised trial of AI tools find?
  3. Interactive vs background coding agents?
  4. API, DOM automation or pixels - how do you choose for a computer-use task?
  5. Why are browser agents with logged-in sessions high risk?

Skills and Memory

Check yourself
0 / 5 answered
  1. What is in a skill, and which fields are required?
  2. Explain progressive disclosure for skills.
  3. AGENTS.md, skill, MCP server or memory - where does each kind of knowledge go?
  4. Why must skills be reviewed like code?
  5. Name the five policies of a memory subsystem.

Verifiers, Environments and Specs

Check yourself
0 / 7 answered
  1. Rank verifier types by reliability.
  2. What are the parts of an agent environment?
  3. How did RLVR extend to agents?
  4. Give three reward-hacking behaviours and a defence for each.
  5. What did Baker et al. find about chain-of-thought monitoring?
  6. Vibe coding vs vibe engineering?
  7. What are the stages of the Spec Kit workflow?

Last reviewed: 2026-09

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