How many Order Steps questions are in this list?

76 questions are published in this slice right now (out of 100 requested). More land as our curation team publishes them.

Are these real AI interview questions?

Yes. Every question is sourced from real AI interview reports across companies like OpenAI, Anthropic, Google, Microsoft, and Cohere, then reviewed by senior AI engineers for accuracy.

Do these questions come with detailed answers?

Yes. Every entry links to a full answer with explanations, hints, key tradeoffs, and recommended follow up questions. Most also include difficulty ratings and community quality scores.

How is the ranking calculated?

Questions are sorted by community quality score, with rating count as the tiebreaker, then difficulty (easier first). Quality scores come from interview candidates rating each question after working through it.

Where can I find more Order Steps questions?

Beyond this Top 76 list, the full Order Steps library on Zenaique includes every published question, filterable by format, difficulty, role, and experience level.

Curated · Order Steps

Top 100 Order Steps Interview Questions

Here are the top 76 AI interview questions in Order Steps format, sorted by community quality. Each entry links to a detailed answer with explanations, hints, and source grade follow ups. See all in this format →

Sorted by community quality · refreshed as new questions are published.

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01
Put the steps of a basic RAG query pipeline in order.
Order StepsEasy
02
Order the spans in a typical instrumented RAG trace
Order StepsEasy
03
Order the stages of an invoice extraction pipeline from upload to approved record
Order StepsEasy
04
Order the on call response to a sudden loss spike at 600B tokens
Order StepsEasy
05
Order the lifecycle of one OTel span from start to export
Order StepsEasy
06
Order the cache layers an LLM request should check before paying for tokens
Order StepsEasy
07
Order a post-training pipeline from base checkpoint to deployed assistant
Order StepsEasy
08
Order the lifecycle of a single extended thinking API call
Order StepsEasy
09
Order the historical MoE milestones chronologically
Order StepsEasy
10
Order the three canonical RLHF stages from pretrained base to aligned assistant
Order StepsEasy
11
Order the sublayers a token visits inside one encoder-decoder decoder block
Order StepsEasy
12
Order the phases of a warmup-stable-decay pretraining run
Order StepsEasy
13
Order the five steps of the canonical agent loop from first to last
Order StepsEasy
14
Order retrieved chunks by relevance into a layout that exploits primacy and recency
Order StepsEasy
15
Order the stages of a hybrid sparse plus dense query with reranking inside the database layer.
Order StepsEasy
16
Arrange a production pretraining data pipeline in order.
Order StepsEasy
17
PremiumPut the BPE training…
Order StepsMedium
18
PremiumOrder the slots to…
Order StepsMedium
19
PremiumOrder the tail end…
Order StepsMedium
20
Order the steps of an LLM CI/CD eval gate from trigger to decision
Order StepsMedium
21
Order the four phases of a single iteration of a ReAct (Reason + Act) loop in the correct sequence.
Order StepsMedium
22
PremiumOrder the steps for…
Order StepsMedium
23
Order the steps of one handoff in the OpenAI Agents SDK Runner loop
Order StepsMedium
24
Walk through the triage order when a customer support LoRA tanks MMLU by 4 points post-deploy
Order StepsMedium
25
Sequence the forward passes and loss steps inside a single DPO training step
Order StepsMedium
26
Order the attention sub-layers in a T5 decoder block and what each one's Q, K, and V read from in self-attention versus in cross-attention.
Order StepsMedium
27
Order the deployment stages from safest to most exposed for a major prompt change
Order StepsMedium
28
Order the steps of canonical embed then rerank 2 stage retrieval
Order StepsMedium
29
PremiumOrder the operations inside…
Order StepsMedium
30
Order the steps of a typical prompt-change deploy lifecycle, from edit to full rollout
Order StepsMedium
31
Order the layers you'd investigate when debugging a RAG faithfulness regression that just shipped to production, from most likely to least likely cause.
Order StepsMedium
32
Sequence the stages of a multimodal RAG pipeline over figure heavy PDFs
Order StepsMedium
33
Sequence the steps of training a projection style VLM from frozen backbones to serving.
Order StepsMedium
34
Order the layers of a defence in depth safety stack from innermost to outermost
Order StepsMedium
35
Order the phases of the Plan and Execute pattern from start to finish
Order StepsMedium
36
P99 TTFT spikes every Tuesday at 9am, order the triage steps
Order StepsMedium
37
Order the pieces of state that must be restored to resume a training run bit exactly
Order StepsMedium
38
Order the stages of a LlamaIndex RAG pipeline from raw data to a query response
Order StepsMedium
39
Put the MCP tool discovery and invocation steps in the correct order
Order StepsMedium
40
Put the steps of one round of vanilla speculative decoding in the correct order
Order StepsMedium
41
Rank these chat API cost levers from highest to lowest typical ROI
Order StepsMedium
42
Order the steps of a static interrupt_before breakpoint flow in LangGraph
Order StepsMedium
43
Order the safe rollout steps for migrating a single agent feature to a multi-agent team
Order StepsMedium
44
Arrange the steps of a contextual retrieval ingestion pipeline
Order StepsMedium
45
Sequence the offline indexing pipeline that prepares a corpus for retrieval
Order StepsMedium
46
Order the stages of a production LLM quality assurance pipeline from development to release
Order StepsMedium
47
Order the stages of a constitutional RLAIF pipeline
Order StepsMedium
48
Sequence a robust retry policy for a transient LLM API failure
Order StepsMedium
49
Order the four eval approaches from cheapest/fastest to most expensive/slowest
Order StepsMedium
50
Order the stages that turn an image into LLM ready tokens in a vision-language model
Order StepsMedium
51
A source document is edited: sequence the incremental index update steps
Order StepsMedium
52
Order the components of a queue based pipeline for long running LLM jobs
Order StepsMedium
53
Order the ship readiness steps for a production fine-tuned model
Order StepsMedium
54
Arrange the fallback ladder for a chat app whose primary model is overloaded
Order StepsMedium
55
PremiumOrder the four steps…
Order StepsMedium
56
Order the rollout of a semantic search relaunch over a legacy keyword engine
Order StepsMedium
57
Order the stages of a retrieval and assembly pipeline that exploits the lost-in-the-middle curve
Order StepsMedium
58
Order the steps in building a 5k pair DPO dataset on helpfulness.
Order StepsMedium
59
Order the main stages in the DeepSeek-R1 training pipeline.
Order StepsMedium
60
Order the migration steps for moving 8M vectors from Pinecone to pgvector with zero query downtime.
Order StepsMedium
61
Order the rollout steps for migrating a dense serving stack to an 8-expert MoE.
Order StepsMedium
62
PremiumOrder an advanced query…
Order StepsMedium
63
Sequence a blue green swap to this month's model without betting production on it
Order StepsMedium
64
Order the steps in an expert parallel MoE forward pass
Order StepsMedium
65
Reconstruct the offline build steps of a GraphRAG index
Order StepsMedium
66
Put the key MCP milestones in chronological order
Order StepsMedium
67
Order the components of one agent iteration as they appear in the assembled prompt, top to bottom
Order StepsMedium
68
Order these context elements from first to evict to never evict when the budget tightens
Order StepsHard
69
Order the stream parts emitted by streamText for one tool call plus a final text response
Order StepsHard
70
Order the debugging steps for an accuracy drop after capping thinking budgets
Order StepsHard
71
Order the pipeline that stretches an 8k pretrained model to 128k context
Order StepsHard
72
Production recall dropped overnight with no deploy. Order the investigation from cheapest check to most invasive.
Order StepsHard
73
A team's Pinecone bill rose 5x month over month with no traffic change. Order the most likely causes to investigate, from most likely to least likely.
Order StepsHard
74
Put the vLLM style continuous batching scheduler steps in correct order for one iteration
Order StepsHard
75
Order these instruction datasets from highest to lowest quality per example
Order StepsHard
76
Order the zero downtime cutover sequence for swapping embedding models under live traffic with rollback safety.
Order StepsHard

76 of 100 requested: only 76 order steps questions so far.

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