RAG for Research Labs
Blueprint a RAG system for a lab wiki and PDFs: chunking policy, hybrid retrieval, and citation-anchored answers. Add privacy filters.
Explore Prompts
Page 382 of 570 · 6832 prompts
IR System Design Interview (Postdoc)
Answer a design prompt: scholarly search with citation grounding. Provide indexing pipeline, re-ranking, and dedupe heuristics with diagrams.
Pen-Test Scope & Ethics
Draft a template statement of work for a student-run pen-test of a voluntary target. Define scope, rules of engagement, and reporting format.
Cloud Security Primer (College/Grad)
Map IAM, network segmentation, KMS, and logging across one cloud provider. Provide a minimal landing zone with guardrails.
Secure Coding Kata (College)
Prepare a weekly coding kata: fix input validation, auth, secrets, and logging issues. Provide code snippets in Python/JS and test cases.
SOC Playbook Mini: Triage to Closure
Create a triage playbook: alert enrichment, false positive filters, incident severity, and closure checklist. Include a sample ticket flow.
Cyber Policy & Law (HS/College)
Summarize key cyber laws (privacy, CFAA-like, data breach). Draft a one-page policy memo on responsible disclosure for student clubs.
MBA Case: Market Entry (ASEAN)
Write a concise case: competitor map, regulatory hurdles, channel options, and a 90-day test plan. Provide board-ready slides outline.
MBA Toolkit: Unit Economics 101
Teach contribution margin, payback period, and LTV/CAC with a simple SaaS example. Include a spreadsheet template and sensitivity analysis prompts.
Evaluation Clinic: Good vs Faithful
Design an evaluation harness that measures relevance and faithfulness for IR+LLM answers. Include human labeling rubric and inter-rater checks.
Indexing at Scale: Tradeoffs
Explain inverted vs vector vs hybrid index structures. Build a cost/latency model with dataset size from 10K→10M and propose sharding strategy.
Learning to Rank Starter (Grad)
Train a simple LTR model with handcrafted features (BM25 score, title match, click priors). Provide cross-validation setup and feature importance chart.