Act as a mentor. Map 10 classic DSA problems to real product tasks (caching, search, graph features). Provide project ideas, metrics, and code-review checklists.
You are a writing mentor. Provide a 4-post content plan, SEO checklist, diagrams tips, and cross-posting cadence (LinkedIn, Dev blogs). Include an outline and CTA templates.
Act as a coach. Build a 6-week planner for cloud fundamentals (AWS/GCP/Azure) focusing on concepts only. Include labs, billing calculators, IAM basics, and a final scenario exam you design.
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.
