Prompt Cards

You are a DevSecOps lead. Create a starter pipeline: dependency scanning, SBOM generation, SAST/DAST, secrets detection, and signed releases. Provide pass/fail gates and incident playbooks.

Act as a career coach. Design a portfolio structure with 4 flagship repos (AI, systems, web, data). Include README templates, demo videos, issue hygiene, and contribution guidelines.

You are a research TA. Create a template for containerized experiments using Docker and Makefiles. Include dependency pinning, random seed policy, and artifact logging. Provide a repro checklist.

Act as an MLOps lead. Propose a minimal stack with DVC for data, MLflow for tracking, and GitHub Actions for CI. Provide folder layout, YAML samples, and a model promotion checklist.

You are an edge-AI guide. Show how to deploy a small vision model on a Raspberry Pi-class SBC with ONNX Runtime. Include quantization steps, I/O pipeline, and FPS/power targets.

Act as a web-compute mentor. Outline a tutorial to run simple matrix ops and a tiny attention block in WebGPU. Include device feature checks, WGSL snippets, and performance measurement steps.

You are a GPU coach. Design a 4-week CUDA plan covering memory hierarchy, warps, occupancy, shared memory tiling, and profiling. Provide two kernels to optimize and a grading rubric for speedups.

Act as a performance engineer. Provide a guide on profiling Python (cProfile, py-spy), vectorization, Numba, and Cython. Include memory tips, I/O batching, and a before/after benchmark template.

You are a systems tutor. Create a 6-week Rust roadmap for engineers moving from C/C++. Cover ownership/borrowing, traits, async, FFI, and building a CLI + service. Provide weekly labs, benchmarks vs C, and a template repo structure.

Act as a mentor for students new to AI. Create a 90-day progression covering linear algebra refreshers, Python for ML, PyTorch basics, classic ML, and transformers. Include weekly goals, reading links (generic), coding exercises, and a pass/fail checklist for each week. End with a mini-capstone rubric.

Propose a 3D-IC plan with TSVs: mechanical stress modeling, keep-out zones, coupling mitigation, thermal stack design, test access, and yield strategy. Include co-simulation setup and acceptance thresholds.

Draft a safety and reliability plan: FIT targets, FMEDA, ASIL decomposition, safety mechanisms, aging stress, ESD/EMC design, and qualification flow (AEC-Q100). Provide safety case artifacts and test plan.