Explore Prompts

Implement basic query parsing: tokenization, phrase detection, and entity hints. Evaluate on provided queries and report precision/recall.

Compare BM25 to sentence embeddings for a news corpus. Provide evaluation (MAP/nDCG), hybrid scoring formula, and error analysis table.

Explain hashing, HMAC, symmetric/asymmetric crypto with student-friendly diagrams. Provide do/don’t implementation notes and a short Python demo.

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.

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.

Teach STRIDE by walking through a sample web app. Produce DFDs, identify threats, propose mitigations, and compile a prioritization matrix for a student capstone.

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.

Implement constrained decoding: lexically constrained beam search, regex/JSON constraints, and numerical guards. Provide examples and edge-case tests.

Design a router that selects models/policies per task: classifier gates, uncertainty bands, and backstop abstain. Provide online learning with feedback.

Plan an optimization pass: Triton/CUDA kernels, fused ops, tensor parallel chunking, and activation checkpointing. Provide profiling snapshots and gains.

Produce a latency decomposition (queue→prefill→decode→post). Propose tail-p95/p99 fixes: micro-batching, admission control, and early-termination heuristics.

Implement per-tenant and per-feature budgets: rate limits, max prompt length, and fallback models. Provide business rules and alerts to prevent runaway spend.