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Get Started Free →Frontend engineering review — walks the 7 Matt Pocock forcing questions (device, LCP target, rendering, bundle budget, SEO vs auth, design system, WCAG), picks the framework + rendering profile, forks into specialists (a11y-audit, performance-profiler, epic-design). Invokes the cs-frontend-engineer agent with context fork.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-07 | ✗→✓ | ▲ Improved | -26% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -19% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -15% | 0% |
| case-10 | ✗→✓ | ▲ Improved | -37% | 0% |
| case-11 | ✗→✓ | ▲ Improved | 14% | 0% |
Use the cs-frontend-engineer agent (uses context: fork) to handle this inquiry:
$ARGUMENTS
Canonical source: engineering-team/skills/senior-frontend/references/forcing_questions.md (7 questions, one-per-turn, recommendation + canon citation per question).
engineering-team/skills/senior-frontend/references/forcing_questions.md. One per turn. Recommend with cited canon. Track in /tmp/frontend-grill-<date>.md.bash python engineering-team/skills/senior-frontend/scripts/frontend_decision_engine.py \ --primary-device <mobile-4g|desktop-fiber|low-end-android|corporate-network> \ --lcp-target-ms <N> --seo-dependent <true|false> \ --auth-walled <true|false> --team-size <N>
a11y-audit for WCAG baseline (always)performance-profiler for CWV baseline + bundle auditepic-design only for astro-or-static marketing surfacesapple-hig-expert only for Apple-platform-native surfacesdependency-auditor before any major releasecs-karpathy-reviewer before any commita11y-audit on customer-facing surface.performance-profiler.Profiles live at engineering-team/skills/senior-frontend/profiles/. Four built-in: next-app-router, remix-or-sveltekit, vite-spa, astro-or-static. Copy one to <your-org>.json and adjust to add your org's defaults.
/cs:fullstack-review — full-stack lens (parent)/cs:backend-review — for API contract on the consumer side/cs:engineer-grill — cross-role 21-question grill/karpathy-check — Karpathy 4-principle reviewOther measured skills in the registry, with their headline benchmark lift.