https://www.u2xai.academy/videos/advance-case-written-memo-or-prd-delivered-as-round-one-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g8frk02i2pqemy5zzhroh/coverPRD Memo Round: AI PM Interview QuestionHow to handle an AI PM interview that opens with a written memo or PRD as round one, and why that memo is your first impression. Video with transcript.https://www.u2xai.academy/api/videos/cms3g8frk02i2pqemy5zzhroh/stream2026-07-27T16:36:21Zyes https://www.u2xai.academy/videos/a-framework-for-choosing-the-right-model-per-task2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8fbxs006zv8qf4hmyit4p/coverChoosing the Right AI Model per Task (Video)A 2-minute video for product managers on choosing the right AI model per task: small models for high-volume work, large ones for complex jobs.https://www.u2xai.academy/api/videos/cmry8fbxs006zv8qf4hmyit4p/stream1312026-07-24T00:58:55Zyes https://www.u2xai.academy/videos/agent-vs-chatbot-the-real-difference2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8l1ht0088v8qfvv5wmzoh/coverAI Agent vs Chatbot: 2-Minute Video for PMsA 2-minute video on AI agent vs chatbot for product managers: why autonomy is the real difference, what agents risk and cost, and when to build each.https://www.u2xai.academy/api/videos/cmry8l1ht0088v8qfvv5wmzoh/stream1462026-07-24T01:03:21Zyes https://www.u2xai.academy/videos/ai-sends-transcripts-all-invitees-attendance-drops-now-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g7ims02gypqemtwfd649u/coverAI Transcripts Cut Attendance: Interview QuestionA video answer to the AI PM interview question where an AI sends meeting transcripts to every invitee and attendance drops. What do you do? With transcript.https://www.u2xai.academy/api/videos/cms3g7ims02gypqemtwfd649u/stream2026-07-27T16:35:38Zyes https://www.u2xai.academy/videos/amazon-question-going-deep-to-diagnose-an-ml-system2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9log703k9v8qfcd052pa2/coverDiagnosing an ML System: Amazon Interview QuestionA 2-minute video on an Amazon interview question for product managers: how to diagnose an ML system by tracing a failure back through the data pipeline.https://www.u2xai.academy/api/videos/cmry9log703k9v8qfcd052pa2/stream1472026-07-24T01:31:51Zyes https://www.u2xai.academy/videos/anatomy-of-a-tool-call-what-actually-happens2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8i55b007ev8qfmih8u31n/coverAI Tool Calling Explained: 3-Minute Video for PMsA 3-minute video on what happens in an AI tool call: the model writes the order, your code does the work, and why product managers must validate it.https://www.u2xai.academy/api/videos/cmry8i55b007ev8qfmih8u31n/stream1702026-07-24T01:01:06Zyes https://www.u2xai.academy/videos/anthropic-question-defining-a-model-redline2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9hhh702jhv8qfond7la7z/coverAI Model Redlines: Anthropic Interview QuestionA 3-minute video on an Anthropic interview question: how product managers define AI model redlines, test the edges with tricky prompts and track drift.https://www.u2xai.academy/api/videos/cmry9hhh702jhv8qfond7la7z/stream1612026-07-24T01:28:35Zyes https://www.u2xai.academy/videos/anthropic-question-handling-hallucinations-in-production2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9gpwu02cmv8qfj0qmlvtg/coverAI Hallucinations: Anthropic Interview QuestionA 2-minute video on an Anthropic interview question: how product managers stop AI hallucinations in production with grounding and a fact-checking model.https://www.u2xai.academy/api/videos/cmry9gpwu02cmv8qfj0qmlvtg/stream1492026-07-24T01:27:59Zyes https://www.u2xai.academy/videos/approach-genai-safety-consumer-products-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g5wzc02f6pqem92x5yowl/coverGenAI Safety in Products: AI PM Interview QuestionA video answer to the AI PM interview question on how you approach generative AI safety in consumer products. For AI PM candidates. With transcript.https://www.u2xai.academy/api/videos/cms3g5wzc02f6pqem92x5yowl/stream2026-07-27T16:34:23Zyes https://www.u2xai.academy/videos/a-rag-pipeline-end-to-end2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry941pm00bwv8qfrd51dhqh/coverRAG Pipeline Explained: 2-Minute Video for PMsA 2-minute video that explains a RAG pipeline end to end for product managers, using a restaurant kitchen to show how retrieval stops made-up answers.https://www.u2xai.academy/api/videos/cmry941pm00bwv8qfrd51dhqh/stream1282026-07-24T01:18:08Zyes https://www.u2xai.academy/videos/attention-mechanism-demystified2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8gi3f0079v8qff6nbwcb9/coverAttention Mechanism Explained: 3-Minute VideoA 3-minute video that explains the attention mechanism for product managers: how a model weighs each word, and why long prompts cost more and lose focus.https://www.u2xai.academy/api/videos/cmry8gi3f0079v8qff6nbwcb9/stream1542026-07-24T00:59:50Zyes https://www.u2xai.academy/videos/balance-product-velocity-safety-constraints-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g6b2m02fmpqemuvewsijv/coverProduct Velocity vs Safety: AI PM Interview QuestionA video answer to the AI PM interview question on balancing product velocity with AI safety constraints, and the trap in the word "balance". With transcript.https://www.u2xai.academy/api/videos/cms3g6b2m02fmpqemuvewsijv/stream2026-07-27T16:34:42Zyes https://www.u2xai.academy/videos/balancing-latency-relevance-and-cost-in-rag2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry97zu800csv8qfi3uepdls/coverRAG Trade-Offs: Latency, Relevance and Cost (Video)A 3-minute video for product managers on RAG trade-offs between latency, relevance and cost, and how caching, chunking and routing bring the bill down.https://www.u2xai.academy/api/videos/cmry97zu800csv8qfi3uepdls/stream1622026-07-24T01:21:12Zyes https://www.u2xai.academy/videos/build-customer-trust-when-launching-ai-features-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g77ul02gmpqeml0q2kh73/coverCustomer Trust in AI Features: Interview QuestionA video answer to the AI PM interview question on building customer trust when launching AI features, past "be transparent, be ethical". With transcript.https://www.u2xai.academy/api/videos/cms3g77ul02gmpqeml0q2kh73/stream2026-07-27T16:35:24Zyes https://www.u2xai.academy/videos/building-an-evaluation-framework-from-scratch2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9nwei03n3v8qfgg5i7754/coverLLM Evaluation Framework Explained for PMs (Video)A 2-minute video on building an LLM evaluation framework from scratch: pick sample inputs, write a checklist of rules and set a pass or fail gauge.https://www.u2xai.academy/api/videos/cmry9nwei03n3v8qfgg5i7754/stream1312026-07-24T01:33:34Zyes https://www.u2xai.academy/videos/build-llm-inference-pipeline-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fxcbq02bgpqemqzmloqx7/coverLLM Inference Pipeline: AI PM Interview QuestionA video answer to the AI PM interview question on how you would build an LLM inference pipeline, starting with the request path. With transcript.https://www.u2xai.academy/api/videos/cms3fxcbq02bgpqemqzmloqx7/stream2026-07-27T16:27:43Zyes https://www.u2xai.academy/videos/build-vs-buy-vs-fine-tune-making-the-call2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9bmca014yv8qf0yiyk9aj/coverBuild vs Buy vs Fine-Tune AI: 3-Minute VideoA 3-minute video for product managers on build vs buy vs fine-tune AI models, why fine-tuning changes style and format, and when RAG is the better call.https://www.u2xai.academy/api/videos/cmry9bmca014yv8qf0yiyk9aj/stream1552026-07-24T01:24:01Zyes https://www.u2xai.academy/videos/capability-vs-safety-improvement-one-roadmap-prioritize-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g6ejs02fqpqemkbddpqj7/coverCapability vs Safety Roadmap: Interview QuestionA video answer to the AI PM interview question on prioritising a capability improvement against a safety improvement on one roadmap. With transcript.https://www.u2xai.academy/api/videos/cms3g6ejs02fqpqemkbddpqj7/stream2026-07-27T16:34:46Zyes https://www.u2xai.academy/videos/catching-regressions-after-a-model-swap2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9przv03nsv8qfc11av0kx/coverLLM Regression Testing After a Model Swap (Video)A 2-minute video on catching regressions after an AI model swap: record a baseline, build a golden dataset, run shadow evals and gate the release.https://www.u2xai.academy/api/videos/cmry9przv03nsv8qfc11av0kx/stream1352026-07-24T01:35:02Zyes https://www.u2xai.academy/videos/choosing-llm-vs-classic-ml-for-churn-prediction2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8aimc0067v8qf10r9oatp/coverLLM vs Classic ML for Churn Prediction (Video)A 3-minute video for product managers on LLM vs classic ML for churn prediction, and how using both turns support ticket sentiment into a feature.https://www.u2xai.academy/api/videos/cmry8aimc0067v8qf10r9oatp/stream1512026-07-24T00:55:10Zyes https://www.u2xai.academy/videos/chunking-what-it-is-and-why-it-matters2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry96b4400cdv8qfxdtdlt84/coverText Chunking in RAG Explained: 2-Minute VideoA 2-minute video on text chunking in RAG for product managers: how documents get split, why context bleeds across chunks, and how overlap helps.https://www.u2xai.academy/api/videos/cmry96b4400cdv8qfxdtdlt84/stream1132026-07-24T01:19:54Zyes https://www.u2xai.academy/videos/context-engineering-vs-prompt-engineering2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry98fau00cxv8qfnsafhy4u/coverContext Engineering vs Prompt Engineering (Video)A 2-minute video for product managers on context engineering vs prompt engineering, why the right facts matter more than wording, and how RAG supplies them.https://www.u2xai.academy/api/videos/cmry98fau00cxv8qfnsafhy4u/stream1112026-07-24T01:21:32Zyes https://www.u2xai.academy/videos/context-windows-overflow2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry89lzl0062v8qfctlr04p8/coverLLM Context Window Explained: 3-Minute VideoA 3-minute video on the LLM context window for product managers: the shared token budget, why bigger windows cost more, and the lost in the middle effect.https://www.u2xai.academy/api/videos/cmry89lzl0062v8qfctlr04p8/stream1742026-07-24T00:54:28Zyes https://www.u2xai.academy/videos/dau-claude-feature-dropped-15-last-week-diagnose-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g7b3a02gqpqem1s3adsyr/coverDAU Drop at Claude: AI PM Interview QuestionA video answer to the AI PM interview question where daily active users of a Claude feature dropped 15% last week, and how to diagnose it. Transcript included.https://www.u2xai.academy/api/videos/cms3g7b3a02gqpqem1s3adsyr/stream2026-07-27T16:35:28Zyes https://www.u2xai.academy/videos/define-hallucinations-llms-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fwhwv02akpqemnurc2wyc/coverHallucination in LLMs: AI PM Interview QuestionWhat is hallucination in an LLM, and why does it happen? A video answer to this AI PM interview question, past "the model got it wrong". With transcript.https://www.u2xai.academy/api/videos/cms3fwhwv02akpqemnurc2wyc/stream2026-07-27T16:27:04Zyes https://www.u2xai.academy/videos/describe-time-ai-project-failed-did-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g7t6f02hapqem8ksq1bkf/coverAI Project Failure: AI PM Interview QuestionA video answer to the AI PM interview question "describe a time your AI project failed", and how to avoid false modesty in your story. With transcript included.https://www.u2xai.academy/api/videos/cms3g7t6f02hapqem8ksq1bkf/stream2026-07-27T16:35:52Zyes https://www.u2xai.academy/videos/design-ai-agent-streaming-service-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fw82102acpqemz34spujm/coverAI Agent for Streaming: AI PM Interview QuestionA video answer to the AI PM interview question on designing an AI agent for a video streaming service, and why an agent differs from a chatbot. With transcript.https://www.u2xai.academy/api/videos/cms3fw82102acpqemz34spujm/stream2026-07-27T16:26:51Zyes https://www.u2xai.academy/videos/design-ai-feature-enterprise-users-claude-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fvum202a0pqemuqblotuv/coverClaude Enterprise Feature: AI PM Interview QuestionA worked answer to a real AI PM interview question: design an AI feature for enterprise users of Claude. Watch the video or read the transcript to prepare.https://www.u2xai.academy/api/videos/cms3fvum202a0pqemuqblotuv/stream2026-07-27T16:26:34Zyes https://www.u2xai.academy/videos/design-ai-product-ride-sharing-app-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fvatk029kpqemuvjxac19/coverRide-Sharing AI Product: AI PM Interview QuestionA worked answer to a real AI PM interview question: design an AI product for a ride-sharing app. Watch the video or read the transcript as you prepare.https://www.u2xai.academy/api/videos/cms3fvatk029kpqemuvjxac19/stream2026-07-27T16:26:08Zyes https://www.u2xai.academy/videos/designing-a-human-in-the-loop-feedback-system2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9qsxd03o2v8qf8nnceuhc/coverHuman in the Loop AI: Designing Feedback SystemsA 2-minute video on human in the loop AI for product managers: how a flag, choose and teach loop works, and why thumbs up or down beats a blank text box.https://www.u2xai.academy/api/videos/cmry9qsxd03o2v8qf8nnceuhc/stream1102026-07-24T01:35:50Zyes https://www.u2xai.academy/videos/designing-a-router-what-the-classifier-must-do2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8s6wt009yv8qfnbnxr7h7/coverLLM Router Design: What the Classifier Must DoA 2-minute video on LLM router design for product managers: how a classifier reads each prompt and sends it to the cheapest model that fits the job.https://www.u2xai.academy/api/videos/cmry8s6wt009yv8qfnbnxr7h7/stream1082026-07-24T01:08:55Zyes https://www.u2xai.academy/videos/designing-for-failure-bad-tool-calls-and-timeouts2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9f8oe01y1v8qfrx9g1qqi/coverAI Tool Failure Handling: Timeouts and FallbacksA 2-minute video for product managers on handling AI tool failures: timeouts, fallback routing, and dropping from live data to cached data to an error.https://www.u2xai.academy/api/videos/cmry9f8oe01y1v8qfrx9g1qqi/stream1172026-07-24T01:26:50Zyes https://www.u2xai.academy/videos/designing-memory-for-an-ai-agent2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8mb0v008pv8qfes5hs19x/coverAI Agent Memory Explained: 2-Minute Video for PMsA 2-minute video on AI agent memory for product managers: working, short-term and long-term memory, and how to decide what the agent should save.https://www.u2xai.academy/api/videos/cmry8mb0v008pv8qfes5hs19x/stream1272026-07-24T01:04:20Zyes https://www.u2xai.academy/videos/design-rag-system-tiktoks-moderation-team-catch-misinfo-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fvplu029wpqemyhlnzxfa/coverRAG for TikTok Moderation: AI PM Interview QuestionA worked answer to an AI PM interview question: design a RAG system that helps TikTok's moderation team catch misinformation. Video with a transcript.https://www.u2xai.academy/api/videos/cms3fvplu029wpqemyhlnzxfa/stream2026-07-27T16:26:27Zyes https://www.u2xai.academy/videos/design-safeguards-ai-that-acts-users-behalf-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g674702fipqemie4kxxjc/coverAI Agent Safeguards: AI PM Interview QuestionA video answer to the AI PM interview question on designing safeguards for an AI agent that acts on a user's behalf. For AI PM candidates. With transcript.https://www.u2xai.academy/api/videos/cms3g674702fipqemie4kxxjc/stream2026-07-27T16:34:37Zyes https://www.u2xai.academy/videos/design-users-interact-ai-scheduling-assistant-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fw3ld02a8pqemm3nqfdrz/coverAI Scheduling Assistant UX: AI PM Interview QuestionA video answer to the AI PM interview question on designing how users interact with an AI scheduling assistant, with a focus on trust. With transcript.https://www.u2xai.academy/api/videos/cms3fw3ld02a8pqemm3nqfdrz/stream2026-07-27T16:26:45Zyes https://www.u2xai.academy/videos/drawing-the-safety-redlines2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9fi6d020zv8qfmy8idbcv/coverAI Guardrails Explained: 3-Minute Video for PMsA 3-minute video on AI guardrails for product managers: input and output checks, and balancing hard redlines for compliance with softer ones for users.https://www.u2xai.academy/api/videos/cmry9fi6d020zv8qfmy8idbcv/stream1652026-07-24T01:27:03Zyes https://www.u2xai.academy/videos/embeddings-made-intuitive2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8zalw00b7v8qfsuaxun4i/coverEmbeddings Explained: Semantic Search for PMsA 2-minute video that explains what embeddings are for product managers, and how semantic search finds results by meaning instead of exact keywords.https://www.u2xai.academy/api/videos/cmry8zalw00b7v8qfsuaxun4i/stream1272026-07-24T01:14:26Zyes https://www.u2xai.academy/videos/estimate-number-chatgpt-users-worldwide-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g718002gepqemscsnin0b/coverEstimate ChatGPT Users: AI PM Interview QuestionA video answer to the AI PM interview question asking you to estimate the number of ChatGPT users worldwide, and what the room is checking. With transcript.https://www.u2xai.academy/api/videos/cms3g718002gepqemscsnin0b/stream2026-07-27T16:35:16Zyes https://www.u2xai.academy/videos/estimating-inference-cost-for-10m-users2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9euf601uxv8qf8il6vt4e/coverAI Inference Cost Estimation: 2-Minute VideoA 2-minute video on estimating AI inference cost when scaling to millions of users, how user behaviour moves the bill, and limits that protect margins.https://www.u2xai.academy/api/videos/cmry9euf601uxv8qf8il6vt4e/stream1422026-07-24T01:26:32Zyes https://www.u2xai.academy/videos/evaluate-prompt-live-practical-probe-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g8v0r02iipqemw60e567j/coverHow to Evaluate a Prompt: AI PM Interview QuestionA worked answer to a live AI PM interview probe: how do you evaluate a prompt with a repeatable method instead of eyeballing outputs? Video and transcript.https://www.u2xai.academy/api/videos/cms3g8v0r02iipqemw60e567j/stream2026-07-27T16:36:41Zyes https://www.u2xai.academy/videos/evaluating-an-ai-feature-before-launch2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9mxrh03myv8qflxbdvch7/coverEvaluating an AI Feature Before Launch (Video)A 2-minute video on evaluating an AI feature before launch with offline evals: build a golden dataset, grade outputs and fix prompts before users see them.https://www.u2xai.academy/api/videos/cmry9mxrh03myv8qflxbdvch7/stream1282026-07-24T01:32:49Zyes https://www.u2xai.academy/videos/evaluating-a-non-deterministic-system2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9p9ds03niv8qfk5vetzy5/coverEvaluating Non-Deterministic AI: 2-Minute VideoA 2-minute video for product managers on evaluating non-deterministic AI: run a prompt many times, grade with a second model and read the score spread.https://www.u2xai.academy/api/videos/cmry9p9ds03niv8qfk5vetzy5/stream1242026-07-24T01:34:38Zyes https://www.u2xai.academy/videos/evaluating-faithfulness-vs-retrieval-quality2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9sd4n03ocv8qf43ylsddt/coverRAG Evaluation: Faithfulness vs Retrieval (Video)A 1-minute video on RAG evaluation for product managers: telling retrieval quality apart from faithfulness, so you know where a wrong answer came from.https://www.u2xai.academy/api/videos/cmry9sd4n03ocv8qf43ylsddt/stream882026-07-24T01:37:03Zyes https://www.u2xai.academy/videos/explain-complex-ai-concept-non-technical-stakeholder-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g7wox02hepqemmgespdk6/coverExplaining AI to Stakeholders: Interview QuestionA video answer to the AI PM interview question on explaining a complex AI concept to a non-technical stakeholder. For AI PM candidates. With transcript.https://www.u2xai.academy/api/videos/cms3g7wox02hepqemmgespdk6/stream2026-07-27T16:35:56Zyes https://www.u2xai.academy/videos/explaining-hallucination-to-an-executive2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry90t2800bcv8qfwtx05skh/coverAI Hallucination Explained for Executives (Video)A 2-minute video on explaining AI hallucination to non-technical executives with a GPS metaphor, plus practical ways product managers reduce the risk.https://www.u2xai.academy/api/videos/cmry90t2800bcv8qfwtx05skh/stream982026-07-24T01:15:37Zyes https://www.u2xai.academy/videos/f0-12026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cms3fu19e0284pqem38g575xx/coverAI PM Interview Scoring: What Hiring Managers ScoreA video on what hiring managers score in an AI PM interview: the five columns on their scorecard and how to aim each answer at one. Includes a transcript.https://www.u2xai.academy/api/videos/cms3fu19e0284pqem38g575xx/stream2026-07-27T16:25:09Zyes https://www.u2xai.academy/videos/f1-12026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cms3fu50j0288pqem69r4zvoe/coverLLM Basics: Tokens, Context Window, TemperatureA video on LLM basics for AI PM interviews: tokens, context windows, temperature and hallucinations, defined the way interviewers expect. With transcript.https://www.u2xai.academy/api/videos/cms3fu50j0288pqem69r4zvoe/stream2026-07-27T16:25:14Zyes https://www.u2xai.academy/videos/f1-22026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cms3fu8zt028cpqemty351g6c/coverRAG, Fine-Tuning and RLHF Explained for AI PMsA video on six ideas AI PM interviews test: RAG, fine-tuning, RLHF and DPO, evals, inference and agents, treated as tools to use. Includes a transcript.https://www.u2xai.academy/api/videos/cms3fu8zt028cpqemty351g6c/stream2026-07-27T16:25:19Zyes https://www.u2xai.academy/videos/f2-12026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cms3fucbl028gpqemxlida1oo/coverCIRCLES Method for AI Product Design (Video)A video on the CIRCLES method for AI product design interviews, with an AI overlay so answers cover data, model limits and failure cases. With transcript.https://www.u2xai.academy/api/videos/cms3fucbl028gpqemxlida1oo/stream2026-07-27T16:25:23Zyes https://www.u2xai.academy/videos/f2-22026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cms3fug76028kpqem2k9g3y8e/coverAI PM Metrics: North Star, Guardrails, GuesstimatesA video on AI PM interview metrics: North Star and guardrail metrics, funnels, guesstimates and diagnosis questions, one tool at a time. With transcript.https://www.u2xai.academy/api/videos/cms3fug76028kpqem2k9g3y8e/stream2026-07-27T16:25:28Zyes https://www.u2xai.academy/videos/f2-32026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cms3ful45028opqemz31c055s/coverSTAR Method for AI PM Behavioural InterviewsA video on the STAR method for behavioural answers in AI PM interviews, and how to show real AI experience without overselling it. Includes a transcript.https://www.u2xai.academy/api/videos/cms3ful45028opqemz31c055s/stream2026-07-27T16:25:35Zyes https://www.u2xai.academy/videos/f2-42026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cms3fuot9028spqemqi295rhq/coverWriting a PRD Under Time Pressure: AI PM Take-HomeA video on writing a PRD, memo or eval framework under time pressure in an AI PM take-home or written round, using a ready structure. With transcript.https://www.u2xai.academy/api/videos/cms3fuot9028spqemqi295rhq/stream2026-07-27T16:25:40Zyes https://www.u2xai.academy/videos/familiar-rlhf-know-about-dpo-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fx51d02b8pqembn52mqsf/coverRLHF vs DPO: AI PM Interview QuestionRLHF vs DPO: a video answer to the AI PM interview question on these two preference tuning methods, what they share and how they differ. Transcript included.https://www.u2xai.academy/api/videos/cms3fx51d02b8pqembn52mqsf/stream2026-07-27T16:27:34Zyes https://www.u2xai.academy/videos/fp12026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cms3fuswp028wpqem0mialqub/coverProduct Sense Round: AI PM Interview QuestionA video on how to approach the product sense round of an AI PM interview, with a practice problem and a worked solution. Includes a transcript.https://www.u2xai.academy/api/videos/cms3fuswp028wpqem0mialqub/stream2026-07-27T16:25:45Zyes https://www.u2xai.academy/videos/fp22026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cms3fuwjf0290pqem3o0blkly/coverTechnical Round: AI PM Interview QuestionA video on how to approach the technical round of an AI PM interview, with a practice problem and a worked solution. Includes a full transcript to read.https://www.u2xai.academy/api/videos/cms3fuwjf0290pqem3o0blkly/stream2026-07-27T16:25:50Zyes https://www.u2xai.academy/videos/fp32026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cms3fuz7s0294pqemha5epgcv/coverStrategy Round: AI PM Interview QuestionA video on how to approach the strategy round of an AI PM interview, with a practice problem and a worked solution. Includes a full transcript to read.https://www.u2xai.academy/api/videos/cms3fuz7s0294pqemha5epgcv/stream2026-07-27T16:25:53Zyes https://www.u2xai.academy/videos/fp42026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cms3fv29z0298pqem7t308ae7/coverExecution and Metrics: AI PM Interview QuestionA video on how to approach the execution and metrics round of an AI PM interview, with a practice problem and a worked solution. Includes a transcript.https://www.u2xai.academy/api/videos/cms3fv29z0298pqem7t308ae7/stream2026-07-27T16:25:57Zyes https://www.u2xai.academy/videos/fp52026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cms3fv54u029cpqem9tilp788/coverBehavioural Round: AI PM Interview Practice ProblemHow to approach the behavioural round of an AI PM interview. This video gives you a practice problem, a worked solution and a transcript to read along with.https://www.u2xai.academy/api/videos/cms3fv54u029cpqem9tilp788/stream2026-07-27T16:26:01Zyes https://www.u2xai.academy/videos/fp62026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cms3fv7mu029gpqemfa8jgclu/coverTake-Home Round: AI PM Interview Practice ProblemHow to approach the take-home round of an AI PM interview. This video gives you a practice problem, a worked solution and a transcript to read along with.https://www.u2xai.academy/api/videos/cms3fv7mu029gpqemfa8jgclu/stream2026-07-27T16:26:04Zyes https://www.u2xai.academy/videos/glean-question-building-end-to-end-agentic-systems2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9kae8038fv8qf8gng8rlf/coverAgentic Systems: Glean AI PM Interview QuestionA 2-minute video on building end-to-end agentic systems, a real Glean AI PM interview question. Learn how an agent runs multi-step workflows to finish a job.https://www.u2xai.academy/api/videos/cmry9kae8038fv8qf8gng8rlf/stream1062026-07-24T01:30:46Zyes https://www.u2xai.academy/videos/goal-ai-only-social-network-openai-building-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g6okl02g2pqemccozapxd/coverGoals for an AI Social Network: Interview QuestionA video answer to the AI PM interview question on what goal you would set for an AI-only social network built by OpenAI. Transcript included.https://www.u2xai.academy/api/videos/cms3g6okl02g2pqemccozapxd/stream2026-07-27T16:34:59Zyes https://www.u2xai.academy/videos/google-question-ai-agents-you-have-built-for-productivity2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9i57y02pav8qfbb6aoid5/coverProductivity AI Agents: Google Interview QuestionA 2-minute video on a Google AI PM interview question about AI agents for productivity, and how software agents differ from physical robots.https://www.u2xai.academy/api/videos/cmry9i57y02pav8qfbb6aoid5/stream962026-07-24T01:29:06Zyes https://www.u2xai.academy/videos/google-question-high-level-system-design-for-gemini2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9iegp02rkv8qftmk926x7/coverGemini System Design: Google PM Interview QuestionA 2-minute video on high-level system design for Gemini, a Google AI PM interview question. It explains inference clusters and model latency for PMs.https://www.u2xai.academy/api/videos/cmry9iegp02rkv8qftmk926x7/stream1412026-07-24T01:29:18Zyes https://www.u2xai.academy/videos/grounding-and-how-to-measure-it2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry92h7b00bmv8qfux8fauyo/coverGrounding in AI Explained: How to Measure ItWhat grounding in AI means and how to measure it, in a 2-minute video for product managers. Learn how tying answers to approved documents cuts hallucinations.https://www.u2xai.academy/api/videos/cmry92h7b00bmv8qfux8fauyo/stream1222026-07-24T01:16:55Zyes https://www.u2xai.academy/videos/guardrail-metrics-track-one-flags-issue-now-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g74na02gipqemuyfcv6b6/coverGuardrail Metrics: AI PM Interview QuestionA video answer to the AI PM interview question on which guardrail metrics you would track, and what you do when one flags an issue. With transcript.https://www.u2xai.academy/api/videos/cms3g74na02gipqemuyfcv6b6/stream2026-07-27T16:35:20Zyes https://www.u2xai.academy/videos/handle-hallucinations-genai-model-production-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fwlc702aopqemmejmani1/coverLLM Hallucinations in Production: Interview QuestionA video answer to the AI PM interview question on handling hallucinations in a generative AI model in production, beyond one prompt trick. With transcript.https://www.u2xai.academy/api/videos/cms3fwlc702aopqemmejmani1/stream2026-07-27T16:27:08Zyes https://www.u2xai.academy/videos/handling-frequently-changing-information-in-rag2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9713f00civ8qfuakzlmus/coverRAG Data Updates Explained: Handling Changing FactsA 2-minute video for product managers on handling frequently changing information in RAG, so your AI stops giving customers outdated answers when facts change.https://www.u2xai.academy/api/videos/cmry9713f00civ8qfuakzlmus/stream1022026-07-24T01:20:27Zyes https://www.u2xai.academy/videos/have-adopted-ai-workflows-walk-through-examples-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g7mfo02h2pqem2pbisprc/coverUsing AI in Your Workflow: AI PM Interview QuestionA video answer to the AI PM interview question on how you have adopted AI in your own workflows, with examples to walk through. With transcript included.https://www.u2xai.academy/api/videos/cms3g7mfo02h2pqem2pbisprc/stream2026-07-27T16:35:43Zyes https://www.u2xai.academy/videos/have-text-music-capabilities-productize-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fvfom029opqemxx4za2co/coverProductising Text-to-Music: AI PM Interview QuestionA worked answer to a real AI PM interview question: you have text-to-music capabilities, so how do you productise them? Video with a full transcript.https://www.u2xai.academy/api/videos/cms3fvfom029opqemxx4za2co/stream2026-07-27T16:26:14Zyes https://www.u2xai.academy/videos/how-routing-shapes-unit-economics-at-scale2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8siek00a3v8qf4pnocjy0/coverLLM Routing Cost Explained: Unit Economics at ScaleA 2-minute video on how model routing shapes AI unit economics at scale. Product managers learn why sending every prompt to a large model hurts profit margins.https://www.u2xai.academy/api/videos/cmry8siek00a3v8qf4pnocjy0/stream1072026-07-24T01:09:10Zyes https://www.u2xai.academy/videos/how-transformers-work-the-depth-filter2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8fyl80074v8qfdviq89f4/coverHow Transformers Work: Model Depth ExplainedHow transformers work, from attention to why model depth matters, in a 3-minute video for product managers building AI products on large language models.https://www.u2xai.academy/api/videos/cmry8fyl80074v8qfdviq89f4/stream1772026-07-24T00:59:24Zyes https://www.u2xai.academy/videos/if-were-already-pm-this-team-why-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g8ybu02impqemf7uw74vn/coverAlready a PM on This Team: AI PM Interview QuestionA worked AI PM interview answer: if you were already a PM on this team, what would you do and why? Show you did the homework. Video with transcript.https://www.u2xai.academy/api/videos/cms3g8ybu02impqemf7uw74vn/stream2026-07-27T16:36:45Zyes https://www.u2xai.academy/videos/improve-chatgpt-enterprise-users-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fvkpj029spqemr25qdsjk/coverChatGPT for Enterprise: AI PM Interview QuestionA worked answer to a real AI PM interview question: how would you improve ChatGPT for enterprise users? Watch the video or read the transcript to prepare.https://www.u2xai.academy/api/videos/cms3fvkpj029spqemr25qdsjk/stream2026-07-27T16:26:21Zyes https://www.u2xai.academy/videos/industry-could-benefit-most-from-enterprise-chatgpt-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g63s202fepqem3q565nyp/coverEnterprise ChatGPT Use Cases: Interview QuestionA video answer to the AI PM interview question on which industry could benefit most from enterprise ChatGPT, and why you pick one. With transcript.https://www.u2xai.academy/api/videos/cms3g63s202fepqem3q565nyp/stream2026-07-27T16:34:32Zyes https://www.u2xai.academy/videos/inside-a-tool-definition-name-description-schema2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8jo5j007vv8qfho16vwan/coverLLM Tool Definition: Name, Description, SchemaA 2-minute video on what goes inside an AI tool definition: the name, description and schema. Learn why agents pick the wrong function and how to fix it.https://www.u2xai.academy/api/videos/cmry8jo5j007vv8qfho16vwan/stream1372026-07-24T01:02:17Zyes https://www.u2xai.academy/videos/langchain-basics-and-when-to-reach-for-it2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8opp70094v8qfvdurflgl/coverLangChain Basics Explained: When to Use ItLangChain basics in a 3-minute video for product managers: what the orchestration framework does and when plain code is the better choice for your AI app.https://www.u2xai.academy/api/videos/cmry8opp70094v8qfvdurflgl/stream1652026-07-24T01:06:13Zyes https://www.u2xai.academy/videos/langchain-vs-langgraph-compared2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8p61s0099v8qfezvks6bg/coverLangChain vs LangGraph Explained (2-Minute Video)LangChain vs LangGraph, compared in a 2-minute video for product managers. Learn when a straight step-by-step chain fits and when complex flows need LangGraph.https://www.u2xai.academy/api/videos/cmry8p61s0099v8qfezvks6bg/stream1062026-07-24T01:06:34Zyes https://www.u2xai.academy/videos/launched-ai-feature-had-real-model-limits-did-design-cx-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g85aq02hqpqemi3jpccy5/coverDesigning UX for AI Limits: AI PM Interview QuestionA video answer to the AI PM interview question on a launched AI feature with real model limits, and how you designed the customer experience. With transcript.https://www.u2xai.academy/api/videos/cms3g85aq02hqpqemi3jpccy5/stream2026-07-27T16:36:08Zyes https://www.u2xai.academy/videos/lead-chatgpt-6-rollout-launch-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g6wwt02gapqemja92bflz/coverLaunching ChatGPT 6: AI PM Interview QuestionA video answer to the AI PM interview question where you lead the ChatGPT 6 rollout and must plan the launch, beyond a marketing date. With transcript included.https://www.u2xai.academy/api/videos/cms3g6wwt02gapqemja92bflz/stream2026-07-27T16:35:10Zyes https://www.u2xai.academy/videos/llm-as-judge-what-it-is-and-when-to-trust-it2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9ol8d03n8v8qfiuok8a5k/coverLLM as a Judge Explained: When to Trust ItLLM as a judge explained in a 2-minute video for product managers: how one model grades AI outputs in bulk, and when you can trust the scores it gives.https://www.u2xai.academy/api/videos/cmry9ol8d03n8v8qfiuok8a5k/stream932026-07-24T01:34:06Zyes https://www.u2xai.academy/videos/long-term-product-vision-anthropic-as-roadmap-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g6hi102fupqemugrppi6x/coverProduct Vision for Anthropic: Interview QuestionA video answer to the AI PM interview question asking for your long-term product vision for Anthropic, laid out as a roadmap. With transcript included.https://www.u2xai.academy/api/videos/cms3g6hi102fupqemugrppi6x/stream2026-07-27T16:34:50Zyes https://www.u2xai.academy/videos/mcp-explained-why-the-protocol-exists2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8d0un006pv8qfo1dlyapj/coverModel Context Protocol Explained: Why MCP ExistsModel Context Protocol explained in a 2-minute video for product managers. Learn why MCP exists and how it replaces a tangle of custom connectors for AI tools.https://www.u2xai.academy/api/videos/cmry8d0un006pv8qfo1dlyapj/stream1352026-07-24T00:57:07Zyes https://www.u2xai.academy/videos/mcp-vs-one-off-api-integrations2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8oatf008zv8qf2di4l7wo/coverMCP vs API: Why One-Off Integrations Break (Video)MCP vs API integrations in a 3-minute video for product managers. Learn why a custom bridge for every AI tool costs budget and what the protocol does instead.https://www.u2xai.academy/api/videos/cmry8oatf008zv8qf2di4l7wo/stream1512026-07-24T01:05:53Zyes https://www.u2xai.academy/videos/measure-success-openai-if-instrumentation-went-down-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g6tea02g6pqemz3nn3f38/coverMeasuring Success at OpenAI: Interview QuestionA video answer to the AI PM interview question on how to measure success for OpenAI, and what to do if instrumentation goes down. With transcript.https://www.u2xai.academy/api/videos/cms3g6tea02g6pqemz3nn3f38/stream2026-07-27T16:35:05Zyes https://www.u2xai.academy/videos/meta-question-whiteboarding-an-evaluation-framework2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9m6se03mtv8qfrgtxev0y/coverAI Evaluation Framework: Meta Interview QuestionA 3-minute video on whiteboarding an AI evaluation framework, a real Meta AI PM interview question. Learn how to define what good means for your product.https://www.u2xai.academy/api/videos/cmry9m6se03mtv8qfrgtxev0y/stream1582026-07-24T01:32:14Zyes https://www.u2xai.academy/videos/metrics-did-use-evaluate-llms-performance-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fwszn02awpqemiwq7lo3h/coverLLM Evaluation Metrics: AI PM Interview QuestionA video answer to the AI PM interview question on which LLM evaluation metrics you used, and why "accuracy" alone falls short. Transcript included.https://www.u2xai.academy/api/videos/cms3fwszn02awpqemiwq7lo3h/stream2026-07-27T16:27:18Zyes https://www.u2xai.academy/videos/microsoft-question-system-design-of-an-ai-experience2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9ldu703i2v8qfwgfdaw12/coverAI System Design: Microsoft AI PM Interview QuestionA 2-minute video on system design for an AI experience, a Microsoft AI PM interview question. It walks through the AI system stack as a four-storey building.https://www.u2xai.academy/api/videos/cmry9ldu703i2v8qfwgfdaw12/stream1192026-07-24T01:31:37Zyes https://www.u2xai.academy/videos/microsoft-question-trade-offs-in-model-selection2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9kumo03cwv8qf5jkpagr7/coverModel Selection: Microsoft AI PM Interview QuestionA 2-minute video on trade-offs in model selection, a Microsoft AI PM interview question. Learn to balance cost, speed and intelligence when picking an LLM.https://www.u2xai.academy/api/videos/cmry9kumo03cwv8qf5jkpagr7/stream1312026-07-24T01:31:12Zyes https://www.u2xai.academy/videos/model-10x-capability-at-10x-cost-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g60i802fapqemzswf25hn/cover10x Capability at 10x Cost: AI PM Interview QuestionA video answer to the AI PM interview question about a model with ten times the capability at ten times the cost. What do you do? Transcript included.https://www.u2xai.academy/api/videos/cms3g60i802fapqemzswf25hn/stream2026-07-27T16:34:28Zyes https://www.u2xai.academy/videos/model-routing-and-why-it-matters2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8rru1009tv8qf4ic4yjw3/coverLLM Model Routing Explained: Why It MattersLLM model routing explained in a 1-minute video for product managers. Learn how a router sends each prompt to the right model so you stop overpaying for AI.https://www.u2xai.academy/api/videos/cmry8rru1009tv8qf4ic4yjw3/stream812026-07-24T01:08:35Zyes https://www.u2xai.academy/videos/models-gave-inconsistent-predictions-did-work-scientists-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g88g102hupqemirxg6qah/coverWorking With Data Scientists: Interview QuestionA video answer to the AI PM interview question on working with scientists when the model gave inconsistent predictions. With transcript included.https://www.u2xai.academy/api/videos/cms3g88g102hupqemirxg6qah/stream2026-07-27T16:36:12Zyes https://www.u2xai.academy/videos/model-weights-and-when-they-change2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8whyt00anv8qfa81yhftf/coverModel Weights Explained: When They Change (Video)A 2-minute video for product managers on what model weights are and when they change, and why an AI model does not learn from your users' live prompts.https://www.u2xai.academy/api/videos/cmry8whyt00anv8qfa81yhftf/stream1152026-07-24T01:12:16Zyes https://www.u2xai.academy/videos/narrating-a-shipped-ai-feature-and-its-model-choices2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8dlcs006uv8qfx84e5ubh/coverExplain AI Model Choices in a PM Interview (Video)A 2-minute video on narrating a shipped AI feature in a PM interview. Learn a five-step way to explain your model choices as a clear story with trade-offs.https://www.u2xai.academy/api/videos/cmry8dlcs006uv8qfx84e5ubh/stream1482026-07-24T00:57:34Zyes https://www.u2xai.academy/videos/next-token-prediction-explained-simply2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry86zol005nv8qf24asuqmo/coverNext Token Prediction Explained (2-Minute Video)Next token prediction explained in a 2-minute video for product managers. Learn how large language models calculate the probability of each next word.https://www.u2xai.academy/api/videos/cmry86zol005nv8qf24asuqmo/stream1302026-07-24T00:52:26Zyes https://www.u2xai.academy/videos/nvidia-question-how-gpus-power-deep-learning2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9in4h02tsv8qf7nqkvib7/coverGPUs for Deep Learning: Nvidia Interview QuestionA 2-minute video on how GPUs power deep learning, a real Nvidia AI PM interview question. Learn how CPUs and GPUs differ and why chip choice drives cloud cost.https://www.u2xai.academy/api/videos/cmry9in4h02tsv8qf7nqkvib7/stream1402026-07-24T01:29:29Zyes https://www.u2xai.academy/videos/nvidia-question-rag-design-with-latency-relevance-cost2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9jao402zwv8qfhmo49v2i/coverRAG System Design: Nvidia AI PM Interview QuestionA 2-minute video on RAG design across latency, relevance and cost, a real Nvidia AI PM interview question. Learn to balance the three without overspending.https://www.u2xai.academy/api/videos/cmry9jao402zwv8qfhmo49v2i/stream1012026-07-24T01:30:00Zyes https://www.u2xai.academy/videos/observability-for-ai-products2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9q4va03nxv8qfeu1wv4ik/coverAI Observability Explained for Product ManagersAI observability explained in a 2-minute video for product managers. Learn how to monitor the hidden steps inside an AI product so you can trace bad outputs.https://www.u2xai.academy/api/videos/cmry9q4va03nxv8qfeu1wv4ik/stream1052026-07-24T01:35:19Zyes https://www.u2xai.academy/videos/openai-question-a-model-with-10x-capability-at-10x-cost2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9g9qz0287v8qfw345p0b4/coverModel Routing and AI Cost: OpenAI Interview QuestionA 2-minute video on an OpenAI AI PM interview question: a model with 10x capability at 10x cost. Learn how model routing keeps your AI costs under control.https://www.u2xai.academy/api/videos/cmry9g9qz0287v8qfw345p0b4/stream1112026-07-24T01:27:38Zyes https://www.u2xai.academy/videos/openai-question-defining-hallucinations-in-llms2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9g2hi026cv8qfy6e12aae/coverLLM Hallucinations: OpenAI AI PM Interview QuestionA 2-minute video on defining hallucinations in LLMs, a real OpenAI AI PM interview question. Learn why models confidently fill training gaps with made-up facts.https://www.u2xai.academy/api/videos/cmry9g2hi026cv8qfy6e12aae/stream1132026-07-24T01:27:29Zyes https://www.u2xai.academy/videos/perplexity-question-explaining-how-rag-works2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9jlc20329v8qfv74mvsha/coverHow RAG Works: Perplexity AI PM Interview QuestionA 2-minute video on explaining how RAG works, a real Perplexity AI PM interview question. An open-book test analogy shows how retrieval stops made-up facts.https://www.u2xai.academy/api/videos/cmry9jlc20329v8qfv74mvsha/stream982026-07-24T01:30:13Zyes https://www.u2xai.academy/videos/precision-recall-and-f1-for-stakeholders2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9ouny03ndv8qfr73tc8bz/coverPrecision, Recall and F1 Explained for StakeholdersPrecision, recall and F1 explained in a 3-minute video for product managers. Learn to explain model quality to stakeholders and why accuracy alone misleads.https://www.u2xai.academy/api/videos/cmry9ouny03ndv8qfr73tc8bz/stream1782026-07-24T01:34:19Zyes https://www.u2xai.academy/videos/pre-training-vs-post-training-explained2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8vbzy00aiv8qfw0jl1van/coverPre-Training vs Post-Training Explained (Video)LLM pre-training vs post-training in a 2-minute video for product managers. Learn how the two stages differ in cost and time so you can plan your AI budget.https://www.u2xai.academy/api/videos/cmry8vbzy00aiv8qfw0jl1van/stream1232026-07-24T01:11:21Zyes https://www.u2xai.academy/videos/prioritize-features-ai-writing-assistant-word-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fvz7802a4pqemv6tul161/coverAI Writing Assistant in Word: PM Interview QuestionA worked answer to an AI PM interview question: prioritise features for an AI writing assistant in Microsoft Word. Watch the video or read the transcript.https://www.u2xai.academy/api/videos/cms3fvz7802a4pqemv6tul161/stream2026-07-27T16:26:40Zyes https://www.u2xai.academy/videos/prompt-vs-tool-vs-skill-drawing-the-lines2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8lj0j008dv8qfyz04gqtz/coverPrompt vs Tool vs Skill: Drawing the Lines (Video)Prompt vs tool vs skill, explained in a 2-minute video for product managers writing AI agent specs, so you stop building the wrong features for your agent.https://www.u2xai.academy/api/videos/cmry8lj0j008dv8qfyz04gqtz/stream1332026-07-24T01:03:44Zyes https://www.u2xai.academy/videos/prototype-prompt-chain-discuss-measuring-reliability-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g8nxv02iapqeme1fdf493/coverPrompt Chain Reliability: AI PM Interview QuestionA worked answer to a real AI PM interview task: prototype a prompt chain and explain how you'd measure its reliability. Video and transcript for PM candidates.https://www.u2xai.academy/api/videos/cms3g8nxv02iapqeme1fdf493/stream2026-07-27T16:36:32Zyes https://www.u2xai.academy/videos/prototyping-a-prompt-chain-for-multi-step-tasks2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8mzk2008uv8qfnw0e9xif/coverPrompt Chaining Explained: Multi-Step Tasks (Video)Prompt chaining in a 2-minute video for product managers. Learn how to prototype a chain of simple prompts for multi-step tasks that stays easy to debug.https://www.u2xai.academy/api/videos/cmry8mzk2008uv8qfnw0e9xif/stream1092026-07-24T01:04:52Zyes https://www.u2xai.academy/videos/rag-fundamentals-what-it-is-and-when-to-use-it2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8cmgk006kv8qfk48x29ct/coverRetrieval Augmented Generation Explained for PMsWhat retrieval augmented generation (RAG) is and when to use it, using a closed-book exam analogy. A 2-minute video for product managers building AI features.https://www.u2xai.academy/api/videos/cmry8cmgk006kv8qfk48x29ct/stream1462026-07-24T00:56:49Zyes https://www.u2xai.academy/videos/rag-vs-fine-tuning-vs-prompting-picking-the-right-one2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry94y1h00c1v8qfeafzvyz8/coverRAG vs Fine-Tuning vs Prompting: 2-Minute VideoRAG vs fine-tuning vs prompting: the cost and effort of each, explained with an assistant analogy. A 2-minute video to help product managers pick the right one.https://www.u2xai.academy/api/videos/cmry94y1h00c1v8qfeafzvyz8/stream1302026-07-24T01:18:50Zyes https://www.u2xai.academy/videos/sequencing-multiple-agents-with-non-overlapping-jobs2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8uxlv00adv8qfavjkzk23/coverMulti-Agent Orchestration: Sequencing AI AgentsHow to sequence multiple AI agents with non-overlapping jobs, like an assembly line, so they don't trip over each other. A 2-minute video for product managers.https://www.u2xai.academy/api/videos/cmry8uxlv00adv8qfavjkzk23/stream1482026-07-24T01:11:03Zyes https://www.u2xai.academy/videos/skills-and-runtime-loading-what-retrains-vs-what-loads2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8lud9008iv8qfi372qsxz/coverModel Retraining vs Runtime Loading ExplainedModel retraining vs runtime loading: why new AI skills rarely need retraining, explained with a pianist analogy. A 2-minute video for product managers.https://www.u2xai.academy/api/videos/cmry8lud9008iv8qfi372qsxz/stream1252026-07-24T01:03:59Zyes https://www.u2xai.academy/videos/slightly-unusual-beliefs-hold-defend-them-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g829p02hmpqemrshixs6a/coverUnusual Beliefs You Hold: AI PM Interview QuestionA video answer to the AI PM interview question on what slightly unusual beliefs you hold and how you defend them. For AI PM candidates. With transcript.https://www.u2xai.academy/api/videos/cms3g829p02hmpqemrshixs6a/stream2026-07-27T16:36:04Zyes https://www.u2xai.academy/videos/strategies-keep-product-defensible-ai-saturated-market-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g6l4x02fypqemlyi8ulsc/coverDefensible AI Products: AI PM Interview QuestionA video answer to the AI PM interview question on what keeps a product defensible in a market full of AI products. For AI PM candidates. With transcript.https://www.u2xai.academy/api/videos/cms3g6l4x02fypqemlyi8ulsc/stream2026-07-27T16:34:55Zyes https://www.u2xai.academy/videos/system-design-summarizing-unread-messages2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9a15100r7v8qfvoml0gut/coverAI Message Summarisation: System Design for PMsSystem design for summarising unread messages with AI: abstractive summaries that turn a noisy feed into a clean digest. A 3-minute video for product managers.https://www.u2xai.academy/api/videos/cmry9a15100r7v8qfvoml0gut/stream1832026-07-24T01:22:47Zyes https://www.u2xai.academy/videos/tell-me-about-time-built-ai-product-from-scratch-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g7pl202h6pqemdm48nq5x/coverAI Product Built From Scratch: Interview QuestionA video answer to the AI PM behavioural question "tell me about a time you built an AI product from scratch". For AI PM candidates. With transcript.https://www.u2xai.academy/api/videos/cms3g7pl202h6pqemdm48nq5x/stream2026-07-27T16:35:47Zyes https://www.u2xai.academy/videos/temperature2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry88njy005xv8qf7wcoj9o4/coverLLM Temperature Explained for Product ManagersWhat temperature in an LLM controls: variance, not quality. Learn when low or high settings suit your AI feature. A 3-minute video for product managers.https://www.u2xai.academy/api/videos/cmry88njy005xv8qf7wcoj9o4/stream1712026-07-24T00:53:43Zyes https://www.u2xai.academy/videos/temperature-0-vs-temperature-2-in-practice2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8xilv00asv8qfzm53d9sf/coverTemperature 0 vs 2 in LLMs: 2-Minute VideoTemperature 0 vs temperature 2 in practice, explained with a loaded die and a wild die. See how word selection changes. A 2-minute video for product managers.https://www.u2xai.academy/api/videos/cmry8xilv00asv8qfzm53d9sf/stream1312026-07-24T01:13:03Zyes https://www.u2xai.academy/videos/the-four-layers-of-the-ai-product-stack2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8ucs500a8v8qf28utr9t0/coverAI Product Stack Explained: The Four LayersThe four layers of the AI product stack, explained with a smart house analogy, so you know which layer broke when a model fails. A 2-minute video for PMs.https://www.u2xai.academy/api/videos/cmry8ucs500a8v8qf28utr9t0/stream1362026-07-24T01:10:36Zyes https://www.u2xai.academy/videos/the-role-of-gpus-in-your-cost-structure2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9e99n01q0v8qf66mqidxy/coverGPU Costs in AI Explained for Product ManagersThe role of GPUs in your AI cost structure, explained with a pizza oven analogy, so compute spend doesn't drive up your burn rate. A 2-minute video for PMs.https://www.u2xai.academy/api/videos/cmry9e99n01q0v8qf66mqidxy/stream1372026-07-24T01:26:04Zyes https://www.u2xai.academy/videos/the-testing-pyramid-for-an-ai-product2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9pj4003nnv8qf1t7ptwxh/coverAI Testing Pyramid Explained for Product ManagersThe testing pyramid for an AI product: three layers of checks that catch model mistakes before production, using a health check analogy. A 2-minute video.https://www.u2xai.academy/api/videos/cmry9pj4003nnv8qf1t7ptwxh/stream1292026-07-24T01:34:50Zyes https://www.u2xai.academy/videos/the-two-failure-modes-of-rag2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry97lq400cnv8qf7wgbmdds/coverRAG Failure Modes Explained: Why RAG FailsThe two failure modes of RAG, explained with a research assistant in a library, and why a chatbot gives confident wrong answers. A 3-minute video for PMs.https://www.u2xai.academy/api/videos/cmry97lq400cnv8qf7wgbmdds/stream1532026-07-24T01:20:54Zyes https://www.u2xai.academy/videos/tokens-what-they-are-and-why-they-matter2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8ye1800b2v8qfmo04fzrs/coverWhat Are Tokens in AI? Explained for PMsWhat tokens are in AI and why they matter for app speed and API costs, explained with a necklace analogy. A 2-minute video for product managers.https://www.u2xai.academy/api/videos/cmry8ye1800b2v8qfmo04fzrs/stream1242026-07-24T01:13:44Zyes https://www.u2xai.academy/videos/tool-and-function-calling-under-the-hood2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8c3ng006fv8qfgzxhle1m/coverTool Calling in LLMs Explained for PMsHow tool and function calling works under the hood: the model writes a structured request and your system runs it. A 3-minute video for product managers.https://www.u2xai.academy/api/videos/cmry8c3ng006fv8qfgzxhle1m/stream1532026-07-24T00:56:24Zyes https://www.u2xai.academy/videos/trade-offs-of-abstraction-layers-in-ai-stacks2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8q34d009jv8qf9vvx9rf7/coverAI Abstraction Layers: Raw API vs WrappersThe trade-offs of abstraction layers in AI stacks: raw APIs versus simple wrappers, explained with a home theatre analogy. A 2-minute video for PMs.https://www.u2xai.academy/api/videos/cmry8q34d009jv8qf9vvx9rf7/stream1052026-07-24T01:07:17Zyes https://www.u2xai.academy/videos/trading-off-latency-quality-and-cost2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9arw300wuv8qf2knd67f0/coverLatency vs Quality vs Cost: AI Trade-Offs for PMsHow to trade off latency, quality and cost in AI apps by mapping user journeys to different models. A 2-minute video for product managers building AI features.https://www.u2xai.academy/api/videos/cmry9arw300wuv8qf2knd67f0/stream1322026-07-24T01:23:22Zyes https://www.u2xai.academy/videos/two-written-prompts-2-pager-each-plus-panel-presentation-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g8buy02hypqem5qox31ta/coverAI PM Panel Presentation and 2-Pager Interview RoundA video on handling an AI PM interview format with two written prompts, a two-page answer for each, and a panel presentation. With transcript included.https://www.u2xai.academy/api/videos/cms3g8buy02hypqem5qox31ta/stream2026-07-27T16:36:16Zyes https://www.u2xai.academy/videos/vc-asks-build-ai-career-coaching-company-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fwcrv02agpqem5ec1qj8l/coverAI Career Coaching Startup: AI PM Interview QuestionA video answer to the AI PM interview question where a VC asks you to build an AI career coaching company. Learn how to frame the business. Transcript included.https://www.u2xai.academy/api/videos/cms3fwcrv02agpqem5ec1qj8l/stream2026-07-27T16:26:57Zyes https://www.u2xai.academy/videos/vector-databases-and-why-you-need-one2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry95hn900c8v8qf8q0uv8x5/coverVector Databases Explained for Product ManagersWhat a vector database is and why you need one for search that understands user intent instead of matching exact words. A 1-minute video for product managers.https://www.u2xai.academy/api/videos/cmry95hn900c8v8qf8q0uv8x5/stream872026-07-24T01:19:15Zyes https://www.u2xai.academy/videos/walk-through-eval-pipeline-design-human-loop-setup-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g8rf002iepqemu9xpdwo4/coverEval Pipeline Design: AI PM Interview QuestionA worked answer to a real AI PM interview task: walk through eval pipeline design and a human-in-the-loop setup, from data to decision. Video, transcript.https://www.u2xai.academy/api/videos/cms3g8rf002iepqemu9xpdwo4/stream2026-07-27T16:36:36Zyes https://www.u2xai.academy/videos/what-a-hybrid-ai-system-looks-like-in-practice2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9dikp01kov8qfmc3vf0gt/coverHybrid AI Systems Explained: What They Look LikeWhat a hybrid AI system looks like in practice: automation plus human oversight, explained as cruise control vs a self-driving car. A 2-minute video for PMs.https://www.u2xai.academy/api/videos/cmry9dikp01kov8qfmc3vf0gt/stream1322026-07-24T01:25:30Zyes https://www.u2xai.academy/videos/what-goes-into-the-context-window-and-in-what-priority2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry98ya700h2v8qfpw3dtk9u/coverContext Window Priority Explained for AI PMsWhat goes into the context window and in what priority, explained with a moving truck analogy, so your AI app keeps to the rules. A 2-minute video for PMs.https://www.u2xai.academy/api/videos/cmry98ya700h2v8qfpw3dtk9u/stream1002026-07-24T01:21:57Zyes https://www.u2xai.academy/videos/whats-criteria-selecting-model-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fwxv602b0pqemrkcv8yu9/coverLLM Model Selection Criteria: Interview QuestionA video answer to the AI PM interview question on the criteria you use to select a model for a product, instead of naming a favourite. With transcript.https://www.u2xai.academy/api/videos/cms3fwxv602b0pqemrkcv8yu9/stream2026-07-27T16:27:25Zyes https://www.u2xai.academy/videos/whats-effect-adjusting-llms-context-window-size-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fwp4b02aspqemkz0tupxu/coverLLM Context Window Size: AI PM Interview QuestionA video answer to the AI PM interview question on what changes when you adjust an LLM's context window size, and the trade-offs behind it. Transcript included.https://www.u2xai.academy/api/videos/cms3fwp4b02aspqemkz0tupxu/stream2026-07-27T16:27:13Zyes https://www.u2xai.academy/videos/what-stays-constant-as-models-improve-monthly2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9fspo023pv8qfo4kspd6z/coverLLM Gateway Explained: What Stays ConstantWhat stays constant as models improve every month: an AI gateway keeps your core logic safe from rewrites, explained with a harbour analogy. A 1-minute video.https://www.u2xai.academy/api/videos/cmry9fspo023pv8qfo4kspd6z/stream782026-07-24T01:27:16Zyes https://www.u2xai.academy/videos/whats-understanding-rag-framework-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fx12s02b4pqemksf7igsj/coverRAG Framework Explained: AI PM Interview QuestionWhat is the RAG framework? A video answer to this AI PM interview question, explaining retrieval augmented generation in plain terms. With transcript.https://www.u2xai.academy/api/videos/cms3fx12s02b4pqemksf7igsj/stream2026-07-27T16:27:29Zyes https://www.u2xai.academy/videos/what-to-check-first-when-quality-drops2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9snh103ohv8qfau9tbggk/coverLLM Quality Drop: What to Check First (Video)When AI quality drops, check your evaluation dataset before rebuilding the model. Explained with a fuse box analogy. A 2-minute video for product managers.https://www.u2xai.academy/api/videos/cmry9snh103ohv8qfau9tbggk/stream1042026-07-24T01:37:16Zyes https://www.u2xai.academy/videos/when-a-raw-sdk-call-beats-a-framework2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8pdts009ev8qfkhl9mdhk/coverRaw SDK vs Framework: When a Direct Call WinsWhen a raw SDK call beats a heavy AI framework for simple features, and the extra cost a framework adds, explained with a tea analogy. A 2-minute video for PMs.https://www.u2xai.academy/api/videos/cmry8pdts009ev8qfkhl9mdhk/stream1172026-07-24T01:06:44Zyes https://www.u2xai.academy/videos/when-not-to-use-an-llm-at-all2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9c29b0195v8qfgef7fs4g/coverWhen Not to Use an LLM: 2-Minute Video for PMsWhen not to use an LLM at all: for simple tasks it adds cost, slow load times and hallucinations. A 2-minute video for product managers on what to use instead.https://www.u2xai.academy/api/videos/cmry9c29b0195v8qfgef7fs4g/stream1382026-07-24T01:24:22Zyes https://www.u2xai.academy/videos/when-offline-evals-pass-but-users-are-unhappy2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9rjs303o7v8qfz66aumbp/coverOffline Evals vs Production: The Gap ExplainedWhy offline evals can pass while users are unhappy: the offline-to-online gap between a static test set and the live app. A 3-minute video for product managers.https://www.u2xai.academy/api/videos/cmry9rjs303o7v8qfz66aumbp/stream1712026-07-24T01:36:25Zyes https://www.u2xai.academy/videos/when-orchestration-earns-its-place2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8rbpd009ov8qfh630t577/coverAI Orchestration Explained: When to Use ItWhen AI orchestration earns its place, and why a routing layer on a simple feature only adds cost, like a traffic light on a dirt road. A 2-minute video.https://www.u2xai.academy/api/videos/cmry8rbpd009ov8qfh630t577/stream1362026-07-24T01:08:14Zyes https://www.u2xai.academy/videos/when-rag-is-overkill2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry995md00j3v8qf1tje7f2n/coverWhen RAG Is Overkill: 2-Minute Video for PMsWhen retrieval augmented generation is overkill, and why a vector database for a small dataset burns budget and delays launch. A 2-minute video for PMs.https://www.u2xai.academy/api/videos/cmry995md00j3v8qf1tje7f2n/stream1472026-07-24T01:22:06Zyes https://www.u2xai.academy/videos/when-use-rule-based-infra-vs-nn-vs-llm-models-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3fx8ld02bcpqemfxo8knu2/coverRules vs ML vs LLM: AI PM Interview QuestionA video answer to the AI PM interview question on when to use rules, a neural network or an LLM, and why an LLM isn't the default. With transcript.https://www.u2xai.academy/api/videos/cms3fx8ld02bcpqemfxo8knu2/stream2026-07-27T16:27:39Zyes https://www.u2xai.academy/videos/whiteboard-eval-framework-generative-feature-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g8k7z02i6pqemxiafozvk/coverEval Framework for Generative AI: Interview QuestionA worked answer to a real AI PM interview task: whiteboard an evaluation framework for a generative AI feature and make 'good' measurable. Video, transcript.https://www.u2xai.academy/api/videos/cms3g8k7z02i6pqemxiafozvk/stream2026-07-27T16:36:27Zyes https://www.u2xai.academy/videos/who-executes-the-function-model-vs-runtime2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8io7y007jv8qfk79ye9m6/coverWho Executes Tool Calls: Model vs RuntimeWho executes the function: the model or the runtime? The model never runs the code. Explained with a film director and crew analogy. A 3-minute video for PMs.https://www.u2xai.academy/api/videos/cmry8io7y007jv8qfk79ye9m6/stream1582026-07-24T01:01:31Zyes https://www.u2xai.academy/videos/why-an-llm-is-not-a-database-you-query2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8xvi300axv8qftud193m9/coverLLM vs Database: Why an LLM Isn't a DatabaseWhy an LLM is not a database you query: parametric knowledge, and why treating it like a search engine leads to made-up answers. A 2-minute video for PMs.https://www.u2xai.academy/api/videos/cmry8xvi300axv8qftud193m9/stream1472026-07-24T01:13:20Zyes https://www.u2xai.academy/videos/why-anthropic-draws-ai-safety-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g7zuv02hipqemjl1dc4ef/coverWhy Anthropic and AI Safety: Interview QuestionA video answer to the AI PM interview question "why Anthropic, and what draws you to AI safety?", and why generic passion falls flat. Transcript included.https://www.u2xai.academy/api/videos/cms3g7zuv02hipqemjl1dc4ef/stream2026-07-27T16:36:00Zyes https://www.u2xai.academy/videos/why-a-sterner-prompt-does-not-fix-hallucination2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry91eym00bhv8qfbe6h7lmg/coverFixing Hallucination: Grounding Over Stern PromptsWhy a sterner prompt doesn't fix AI hallucination and grounding the model in real data does. Learn why warnings fail. A 2-minute video for product managers.https://www.u2xai.academy/api/videos/cmry91eym00bhv8qfbe6h7lmg/stream1052026-07-24T01:16:05Zyes https://www.u2xai.academy/videos/why-identical-prompts-give-different-answers2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry93bo900brv8qfprz12kdi/coverSame Prompt, Different Answers: LLM RandomnessWhy identical prompts give different answers: how temperature drives LLM randomness and how adjusting it makes outputs consistent. A 2-minute video for PMs.https://www.u2xai.academy/api/videos/cmry93bo900brv8qfprz12kdi/stream1112026-07-24T01:17:34Zyes https://www.u2xai.academy/videos/why-models-hallucinate-and-the-pm-playbook-to-handle-it2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry87kzf005sv8qfvsaseo2n/coverWhy LLMs Hallucinate: The PM Playbook (Video)Why LLMs hallucinate (they predict the next word, they don't know facts) and the product manager playbook to handle it before it breaks trust. A 2-minute video.https://www.u2xai.academy/api/videos/cmry87kzf005sv8qfvsaseo2n/stream1332026-07-24T00:52:53Zyes https://www.u2xai.academy/videos/why-vague-tool-descriptions-are-real-bugs2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry8j6fb007ov8qf8vrc2kuc/coverLLM Tool Descriptions: Why Vague Text Is a BugWhy vague tool descriptions are real bugs: the model only reads the labels, like a vending machine, so unclear text causes wrong actions. A 3-minute video.https://www.u2xai.academy/api/videos/cmry8j6fb007ov8qf8vrc2kuc/stream1542026-07-24T01:01:54Zyes https://www.u2xai.academy/videos/why-xgboost-beats-an-llm-for-tabular-prediction2026-10-06T16:29:31Zhttps://www.u2xai.academy/api/videos/cmry9cvpk01fcv8qfcj8avmcw/coverXGBoost vs LLM for Tabular PredictionWhy XGBoost beats an LLM for tabular prediction such as customer churn from spreadsheet data, and how it avoids bloated cloud bills. A 2-minute video for PMs.https://www.u2xai.academy/api/videos/cmry9cvpk01fcv8qfcj8avmcw/stream1222026-07-24T01:25:00Zyes https://www.u2xai.academy/videos/youre-metas-pm-ai-chat-define-success-goals-interview-question2026-10-06T16:40:48Zhttps://www.u2xai.academy/api/videos/cms3g7ew502gupqemj0aoek3y/coverMeta AI Chat Success Metrics: Interview QuestionA video answer to the AI PM interview question where you're Meta's PM for AI chat and must define success and goals. For AI PM candidates. Transcript included.https://www.u2xai.academy/api/videos/cms3g7ew502gupqemj0aoek3y/stream2026-07-27T16:35:33Zyes