How many Predict Output questions are in this list?

37 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 Predict Output questions?

Beyond this Top 37 list, the full Predict Output library on Zenaique includes every published question, filterable by format, difficulty, role, and experience level.

Curated · Predict Output

Top 100 Predict Output Interview Questions

Here are the top 37 AI interview questions in Predict Output 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
Predict the output: how many tokens does this string become with a typical BPE tokenizer?
Predict OutputEasy·Qual 4.0
02
For a causal mask over a 4-token sequence, what value sits at row 2, column 3?
Predict OutputEasy·Qual 4.0
03
Estimate the token tax a single tool round-trip adds compared with an inline answer
Predict OutputMedium·Qual 4.0OpenAI
04
Predict: what is the end to end success rate of a 10-step agent task if each step succeeds with 90% probability?
Predict OutputMedium·Qual 4.0
05
Predict the break-even read count for Anthropic prompt caching given the 1.25x / 0.1x rates
Predict OutputMedium·Qual 4.0Anthropic
06
Predict the total cost of one Claude Sonnet API call with realistic token counts
Predict OutputMedium·Qual 4.0
07
Reference: 'The cat sat on the mat.' Generated: 'A feline rested on the rug.' Predict whether BLEU-4 will be close to 0 or close to 1, and explain why.
Predict OutputMedium·Qual 4.0
08
Predict the softmax output for a causal masked attention row.
Predict OutputMedium·Qual 4.0
09
With max_grad_norm=1.0 and a raw gradient L2 of 12.5, what is the post-clip norm and scale factor?
Predict OutputMedium·Qual 4.0
10
Predict whether tokenizer.encode('world') and tokenizer.encode(' world') produce the same token IDs in tiktoken.
Predict OutputMedium·Qual 4.0
11
Predict the typical layer count for a Llama 7B and a Llama 70B
Predict OutputMedium·Qual 4.0
12
Estimate the trainable param count for a Llama-3 8B LoRA at r=16 targeting all-linear modules.
Predict OutputMedium·Qual 4.0
13
Predict supportable concurrent-user count under a 200k TPM rate limit
Predict OutputMedium·Qual 4.0OpenAI
14
Predict how many tokens the rainbow flag emoji 🏳️‍🌈 uses in a byte level BPE tokenizer with no emoji in training data.
Predict OutputMedium·Qual 4.0
15
Predict the shape of recall and latency on an IVF index of 10M vectors as nprobe sweeps from 1 to 50.
Predict OutputMedium·Qual 4.0Pinecone
16
The same sentence in English, Spanish, Hindi, and Japanese. Predict the token ratio on o200k_base for each.
Predict OutputMedium·Qual 4.0
17
Predict the retrieval trace: how a multi-hop RAG agent answers a chained question that single-shot RAG would fail on.
Predict OutputHard·Qual 4.0
18
Predict the throughput and per-request latency behaviour as batch size grows past saturation
Predict OutputHard·Qual 4.0NVIDIA
19
Predict the approximate token count difference between 'Hello world' and its Arabic equivalent 'مرحبا بالعالم' in a GPT-4 tokenizer.
Predict OutputHard·Qual 4.0
20
Predict the hardware cost vs gross margin for serving $15/M output tokens on H100
Predict OutputHard·Qual 4.0
21
Predict the trainable parameter count for a Llama-style 7B decoder block by block
Predict OutputHard·Qual 4.0
22
Predict: what per-step accuracy is required to achieve 90% end to end success on a 10-step agent task?
Predict OutputHard·Qual 4.0
23
Compute the KV cache memory for a single request at 4096 context on Llama-2 70B (MHA) in FP16.
Predict OutputHard·Qual 4.0
24
Predict the token count difference between 'def fibonacci(n):' and 'def f(n):' in cl100k_base.
Predict OutputHard·Qual 4.0
25
Predict the LLM's behavior when a malicious server shadows a trusted tool without host namespacing
Predict OutputHard·Qual 4.0
26
Predict the bandwidth-vs-compute latency of a single Llama-70B decode step on H100
Predict OutputHard·Qual 4.0NVIDIA
27
Predict the critical batch size where decode crosses from memory-bound to compute-bound on H100
Predict OutputHard·Qual 4.0NVIDIA
28
Predict the KV cache size in GB for given model dimensions
Predict OutputHard·Qual 4.0NVIDIA
29
Predict the RRF (Reciprocal Rank Fusion) output ranking given these two retrievers' results.
Predict OutputHard·Qual 4.0
30
Predict whether speculative decoding wins for given α, K, c
Predict OutputHard·Qual 4.0
31
Predict what the model emits next in this ReAct trace, given the observation just returned.
Predict OutputHard·Qual 4.0
32
Predict which answer a vanilla GPT-4 judge prefers: short+correct vs long+off-topic
Predict OutputHard·Qual 4.0
33
Predict how cl100k_base tokenizes '1024', '2048', and '100000', and explain how inconsistent splitting causes LLM arithmetic failures.
Predict OutputHard·Qual 4.0
34
Predict the arithmetic intensity of decode at varying batch sizes
Predict OutputHard·Qual 4.0NVIDIA
35
Predict the correct client behavior when an MCP server responds with an unsupported protocol version
Predict OutputHard·Qual 4.0
36
Predict what happens when a client calls resources/subscribe on a server that did not advertise it
Predict OutputHard·Qual 4.0
37
Predict what slice-level eval reveals about an 85% faithful RAG system suspected to fail on multi-hop queries
Predict OutputHard·Qual 4.0

37 of 100 requested: only 37 published predict output questions so far.

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