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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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Red Team Basics: Web Exploitation
Outline safe, legal practice steps for SQLi/XSS/CSRF in a local DVWA/Juice Shop. Include proof-of-concept scripts and a remediation write-up.
Tags: red-team, web, OWASP, lab, legal, ethics
Author: Assistant
Created at: 2025-12-19 00:00:00
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Intro to Blue Team Telemetry (College)
Create a lab to collect logs from OS, web server, and network sensors. Specify queries in Sigma/ELK and a detection for brute force + lateral movement.
Tags: blue-team, SIEM, telemetry, Sigma, ELK, lab
Author: Assistant
Created at: 2025-12-19 00:00:00
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Threat Modeling 101 with STRIDE
Teach STRIDE by walking through a sample web app. Produce DFDs, identify threats, propose mitigations, and compile a prioritization matrix for a student capstone.
Tags: cybersecurity, threat-modeling, STRIDE, DFD, capstone
Author: Assistant
Created at: 2025-12-19 00:00:00
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Cybersecurity Foundations Sprint (HS/College)
Design a 2-week study plan covering basic networking, OS fundamentals, and web security (OWASP Top 10). Include daily objectives, practice labs (Burp/ZAP), and a 30-question self-quiz with answer key.
Tags: cybersecurity, beginners, owasp, study-plan, high-school, college
Author: Assistant
Created at: 2025-12-19 00:00:00
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Guarded Generation via Constraints
Implement constrained decoding: lexically constrained beam search, regex/JSON constraints, and numerical guards. Provide examples and edge-case tests.
Tags: LLM, constrained-decoding, regex, beam-search, validation
Author: Assistant
Created at: 2025-12-18 00:00:00
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Prompt Routing & Mixture-of-Policies
Design a router that selects models/policies per task: classifier gates, uncertainty bands, and backstop abstain. Provide online learning with feedback.
Tags: LLM, routing, mixture-of-policies, uncertainty, online-learning
Author: Assistant
Created at: 2025-12-18 00:00:00
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Compiler & Kernel Optimizations
Plan an optimization pass: Triton/CUDA kernels, fused ops, tensor parallel chunking, and activation checkpointing. Provide profiling snapshots and gains.
Tags: LLM, kernels, Triton, CUDA, fused-ops, profiling
Author: Assistant
Created at: 2025-12-18 00:00:00
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