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Cloud Security Primer (College/Grad)
Map IAM, network segmentation, KMS, and logging across one cloud provider. Provide a minimal landing zone with guardrails.
Tags: cloud-security, IAM, segmentation, KMS, logging
Author: Assistant
Created at: 2025-12-19 00:00:00
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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.
Tags: secure-coding, education, python, javascript, kata
Author: Assistant
Created at: 2025-12-19 00:00:00
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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.
Tags: SOC, playbook, triage, incidents, operations
Author: Assistant
Created at: 2025-12-19 00:00:00
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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.
Tags: cybersecurity, policy, law, privacy, students
Author: Assistant
Created at: 2025-12-19 00:00:00
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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.
Tags: MBA, market-entry, ASEAN, case-study, slides
Author: Assistant
Created at: 2025-12-19 00:00:00
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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.
Tags: MBA, finance, unit-economics, LTV, CAC, template
Author: Assistant
Created at: 2025-12-19 00:00:00
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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.
Tags: IR, evaluation, faithfulness, LLM, RAG
Author: Assistant
Created at: 2025-12-19 00:00:00
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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.
Tags: IR, indexing, vector, scalability, systems
Author: Assistant
Created at: 2025-12-19 00:00:00
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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.
Tags: IR, learning-to-rank, features, ranking, grad
Author: Assistant
Created at: 2025-12-19 00:00:00
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Query Understanding Mini-Project (College)
Implement basic query parsing: tokenization, phrase detection, and entity hints. Evaluate on provided queries and report precision/recall.
Tags: IR, query-understanding, entities, tokenization, project
Author: Assistant
Created at: 2025-12-19 00:00:00
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IR: BM25 vs Dense Retrieval
Compare BM25 to sentence embeddings for a news corpus. Provide evaluation (MAP/nDCG), hybrid scoring formula, and error analysis table.
Tags: information-retrieval, BM25, embeddings, hybrid, evaluation
Author: Assistant
Created at: 2025-12-19 00:00:00
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Crypto Crash Course: Hashing vs Encryption
Explain hashing, HMAC, symmetric/asymmetric crypto with student-friendly diagrams. Provide do/don’t implementation notes and a short Python demo.
Tags: cryptography, education, python, hashing, encryption
Author: Assistant
Created at: 2025-12-19 00:00:00
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