ab-test-setup
FreePlan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
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i18n decision guide: library choice, namespaces, key conventions, LatAm locales, lazy loading, anti-patterns.
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Markets: ES (AR/MX/CO/CL), PT (BR), EN. ES is source-of-truth locale. Use when: >1 country/language, backend content needs translation, local formats required. Skip when: monolingual MVP without multi-country roadmap, or user-generated content.
| Layer | Library |
|---|---|
| Web (React+Vite) | i18next + react-i18next |
| Mobile (RN/Expo) | i18next + react-i18next + expo-localization |
| Backend Go | go-i18n/v2 (nicksnyder) |
| Backend TS | i18next server-side or intl-messageformat |
| Formatting | Native Intl.* (DateTimeFormat, NumberFormat) — no external deps |
Rejected: react-intl (verbose), lingui (large teams only), next-intl (Next.js only).
Split by feature: common, auth, courses, notifications. One JSON per namespace per locale.
Split when: 50+ keys, route-specific loading, separate team ownership.
Keep shared UI (buttons, labels) in common.
Pattern: feature.component.element or feature.action.state
Good: courses.list.empty, courses.create.error.duplicate | Bad: button1, text_here
_zero, _one, _other (auto-handles all CLDR rules){{name}}) — never concatenate translated strings<Trans> with component mappings, never raw HTML in t()Intl.* exclusively for dates/numbers/currencyamount (integer minor units) + currency (ISO 4217)jsEngine: "hermes" + intl: true)es-AR ≠ es-MX for currency/dates — always full BCP47 (pt-BR, not pt_br)Detection order: 1. Query param 2. User pref (DB) 3. Cookie/localStorage 4. Browser locale 5. Fallback es. Persist on change, sync to backend on login.
Lazy loading: web — always per route (i18next-http-backend); mobile — bundle if <50KB, dynamic otherwise; CDN with versioned cache.
Workflow: dev adds ES key → i18next-parser in CI → Crowdin/Lokalise → auto-PR. CI fails on missing keys.
Security: never interpolate user HTML in t(), validate locale against allowlist, log key+locale not rendered text.
t() — breaks extractionIntl_one/_other/_zeroNo reviews yet. Tell others what you thought.
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Plan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
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Web/mobile accessibility decision guide: WCAG 2.2 AA, ARIA, keyboard nav, focus management, contrast, testing. Use for: a11y, accessibility, wcag, aria, screen reader, keyboard, contrast.
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Design multi-agent systems, create agent architectures, define communication patterns, and build autonomous agent workflows with structured evaluation frameworks.
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Inter-agent communication protocol for C-suite agent teams. Defines invocation syntax, loop prevention, isolation rules, response formats, and quality loops.
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