LangChain

LangChain Certified Agent Engineer

LCAE

Building, testing, deploying and monitoring agents across the LangChain agent-development lifecycle. Semi-open-book, live-proctored exam with a live LangSmith organization used to answer some questions. Credential valid 24 months.

What this bank covers

Some questions in this exam are answered against a LIVE LangSmith organization during the sitting — you are asked to look something up or act in a real workspace, not to recall it. This bank rehearses the knowledge those questions rest on; it cannot rehearse working in the console under time. Practise in your own LangSmith org alongside these sets. The exam is semi-open-book and live-proctored.

Duration
120 min
Exam questions
40
Passing score
28 / 40
Exam fee
$99
Question formats:Multiple choice
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Domain 1 · 25 questions

Domain papers 501 questions

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25 questions · 60 min
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25 questions · 60 min
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Full-length, exam-like practice tests. Available with Pro.

Mock exam 1
40 questions · 120 min
Mock exam 2
40 questions · 120 min
Mock exam 3
40 questions · 120 min

Try a sample question

All 10 sample questions →
Question 1Building Agents

A team keeps skills in a store and edits a SKILL.md to fix a wrong step. Running locally, the fix appears on the very next run. On their LangSmith Deployment, new threads get the fixed instructions, but users continuing existing threads keep receiving the old skill list and wording. What explains the difference, and what is the documented fix?

  1. A.

    LangSmith Deployment disables the discovery step of SkillsMiddleware, so the skill list is frozen to whatever was bundled into the image

  2. B.

    Skills load once per thread and stay in state; the deployment's persistent checkpointer keeps that list for the thread, whereas the local runs had none. Reset skills_metadata to None to reload

  3. C.

    The deployment snapshots the store when a revision is built, so a new revision must be deployed before any thread can see the edited skill

  4. D.

    Provider-side prompt caching is replaying the previously cached system prompt, so removing the prompt caching middleware from the agent's stack would let the existing threads see the edited skill at once

Show answer

Answer: B

Skill metadata is cached in thread state; with a persistent checkpointer it survives for the thread's life until skills_metadata is reset to None.

  • A. Discovery clearly runs on the deployment, because new threads pick up the fixed skill; it is not disabled there.
  • B. Correct. Thread state holds the skill list; the deployment's checkpointer preserves it, so a reset to `None` is needed to reload.
  • C. New threads already see the edit, which rules out a store snapshot taken at build time; no redeploy is needed for a store change.
  • D. Prompt caching only reuses a prefix that is actually sent; the stale wording comes from skill metadata held in the thread's state.

What's on the exam

4 domains · 4 task statements, straight from the official exam guide (as of 2026-09-17).

  1. 1.1Designing agents with create_agent and deepagents, and shaping the context they operate in.
    • Differences between create_agent and deepagents.
    • Middleware.
    • Context engineering for long-running agents.
    • AGENTS.md and SKILL.md.
    • Sandboxing.

Outline reproduced from the vendor's public exam guide for study reference.Official guide

LCAE practice — frequently asked questions

Are these real LCAE exam questions?

No. Every question on CertifyAIx is original, written by us against LangChain's publicly available LCAE exam guide to rehearse the skills it lists. None are actual exam questions, and CertifyAIx is not affiliated with or endorsed by LangChain.

How many LCAE practice questions are there?

501 practice questions, including 3 full-length timed mock exams and 42 domain papers of up to 25 questions (mixed and by topic). Every question has a detailed explanation of why the right answer wins and why each distractor loses.

Is the content up to date with the current LCAE exam guide?

The questions are written against the LCAE exam guide dated 2026-09-17, and we revise them when LangChain updates the guide.

What question formats are covered?

The same formats the real LCAE uses: Multiple choice. Each is rendered and graded the way the exam does it.

How long is the LCAE exam and how many questions does it have?

According to LangChain's published exam details: 40 questions, 120 minutes, passing score 28 / 40. Our mock exams use the same time limit and question count. Always confirm current details with LangChain before booking.

Can I practise LCAE for free?

Yes. 3 papers are free, with up to 10 questions a day on the free plan and no card needed. Pro unlocks every paper and mock exam with no daily limit.

Does CertifyAIx guarantee that I will pass?

No practice material can guarantee a result. CertifyAIx helps you find and close your weak areas — accuracy by exam-guide domain and topic shows what to study next.