
Created by
Longwave AI Lab
AI Systems & Deterministic Harness Engineering Studio

Autonomous AI coding agents and multi-agent IDE workflows have transformed how modern engineering teams build software. However, once a codebase scales beyond a single prototype file, developers encounter severe production failure modes: context rot, subagent Git worktree collisions, specification gaming, mocked-out unit tests, visual layout overlaps, and silent security regressions.This comprehensive Practice Test suite contains 60 scenario-based architectural debugging questions across 3 full-length exams designed specifically for software engineers, AI systems architects, and technical leads working with Cursor, Claude Code, Windsurf, and autonomous agent harnesses.What You Will Master Across 3 Full-Length Practice Exams (60 Questions Total):1. Exam 1 — Context Isolation, Prompt Injection Anti-Slop Harnesses (20 Questions): Diagnose attention dilution in long trajectories, enforce immutable SHA-256 test-file locks, prevent reward hacking where agents delete or skip failing assertions, and neutralize indirect prompt injection inside Model Context Protocol tool outputs.2. Exam 2 — Multi-IDE Rules, Deterministic Compilers Visual/DOM Layouts (20 Questions): Eliminate instruction drift across multi-IDE rule compilers, build deterministic Abstract Syntax Tree and bounding-box DOM collision gates, prevent SVG viewBox clipping and off-screen viewport timeouts, and enforce two-layer deterministic plus semantic verification.3. Exam 3 — Edge/Wasm Privacy, Programmatic SEO Production Agent Ops (20 Questions): Debug client-side WebAssembly linear heap growth, 300 DPI JFIF binary header injection, linear-time Euclidean Distance Transforms, Content Security Policy network sandboxing, and Content-Addressable SHA-256 incremental build caches.Every single question includes a realistic production failure scenario, four plausible architectural choices, a deep-dive root-cause explanation for the correct answer, and clear breakdowns of why each distractor fails in real-world engineering environments.
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