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SawasdeeTalk

Tonal-pressure practice for Thai. Built like a conversation, not a flashcard deck.

MVPEdTech / Language Learning
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The Challenge

Most language apps teach grammar drills and call it fluency. Thai punishes that pattern faster than any romance language: it is tonal, the wrong tone on khao means rice, news, hill or white, and Duolingo-style streaks do not prepare anyone for the moment a Bangkok vendor asks a follow-up question. The 1M+ Thai learners globally have flashcards. They do not have a partner to fail in front of, in five tones, before the trip.

The Solution

We deploy a conversation-first system instead of a curriculum-first one. Six story-based missions (greetings, café, travel, food, market, taxi) drive the learner toward a goal — order the drink, get the discount, book the room — and the Gemini-powered NPC will not let them skip past mispronunciation. A dedicated Tone Practice screen drills the five Thai tones (mid, low, high, rising, falling) with TTS playback so the ear catches what the textbook cannot show. Real Mode strips the tutor scaffolding when the learner is ready to be talked to like a person, not a student.

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How We Built It

The Operating Thesis

Tonal pressure destroys more Thai learners than vocabulary gaps. Every mainstream language app — Duolingo, Babbel, Memrise — teaches Thai as if it were French with stranger letters. It is not. Thai is a five-tone language where mai can mean new, not, silk, wood, or burn depending only on pitch contour. Flashcards do not simulate the moment a vendor in Chiang Mai asks a clarifying question and the learner has 1.5 seconds to answer in the right tone. SawasdeeTalk exists because conversational courage in Thai cannot be self-taught from a quiz — it has to be rehearsed under live pressure, in a place where being wrong is free.

What We Deploy

  • Six mission arcs: m1–m6, each a goal-driven scenario (greetings, café, market, travel, food, taxi). Every mission is a vocabulary stage paired with a conversation stage. The AI signals MISSION COMPLETE only when the learner has actually achieved the in-world goal — not when they tap through.
  • Five-Tone Practice: A dedicated screen drills mid, low, high, rising, and falling tones with Gemini TTS playback. The ear is trained against the same voice the conversation engine uses — no whiplash between practice and live.
  • AI Conversation Partner: Gemini 2.5 Flash with character-specific system instructions, JSON-schema-enforced responses (English text, Thai script, phonetic, tutor note), and a Real Mode toggle that drops the teaching scaffolding mid-mission when the learner is ready to be treated as a peer.
  • Translator: Bidirectional Thai ↔ English on demand, wired to the same Gemini pipeline so the voice and register stay consistent with the conversation engine.
  • Explore Mode: A cultural-scene browser (96 scene records) covering attractions and contexts the learner is statistically about to walk into — Bangkok temples, Chiang Mai markets, Phuket beaches.
  • Mission Map + Persona Journey: Gamified progression with badges and a persona arc, so the learner can see what they have rehearsed and what they have not — the inverse of a streak counter that rewards showing up over performing.

The Architecture

Production-grade infrastructure. Vite 6 build pipeline, React 19.2 with lazy-loaded screens behind Suspense so first paint is fast on a phone over Bangkok 4G. The conversation, translation, and TTS layers all run through a single Gemini service module (services/geminiService.ts) calling gemini-2.5-flash for text and gemini-2.5-flash-preview-tts with the Kore voice for Thai audio. State lives in a React Context (UserProgressContext) — no hidden Redux, no premature backend. The PWA layer (manifest.json + service-worker.js) makes the app installable on Android and iOS without app-store friction. A Supabase scaffold (profiles, user_progress, badges) is wired through scripts/apply-supabase-migrations.mjs so the day persistent accounts ship, the schema is already arena-forged, not bolted on.

What's Built (Verified 2026-05-07)

  • 16 lazy-loaded screens: splash, onboarding, home dashboard, mission map, mission detail, conversation, vocabulary practice, tone practice, translator, explore, profile, settings, pricing, blog, privacy policy, terms of service.
  • 7 module sections: core, learning, tools, content, monetization, legal, resources. Each section owns its screens and components — boundaries enforced by folder, not by convention.
  • 75 TypeScript source files across sections, components, hooks, services, and screens. Seven custom hooks carry the runtime contract.
  • 6 mission arcs and 96 scene records seeded in constants. Five Thai tones modeled in constants/tonePracticeData.ts.
  • Single-service AI surface: One geminiService.ts module exports getAITextResponse, getAudioForText, getPronunciationFeedback, and getTranslation — every model call routes through one file. Schema-validated JSON responses prevent the AI from drifting out of the teaching contract.
  • Test scaffolding: Vitest 4 unit harness with jsdom and Testing Library; Playwright 1.58 wired for end-to-end runs.
  • PWA shipped: manifest.json declares standalone display, brand theme #f97316, 192px and 512px icons. Service worker registered.

Out of scope — by design, forever

  • Multi-language expansion: We do not add Vietnamese, Khmer, or Lao. Thai is the product. A second tonal language is a different product.
  • Native app store distribution: PWA only. The install friction tax of an app store is paid by every user; the maintenance tax of two native binaries is paid by us. Neither is worth it for a pre-trip practice tool.
  • Live human tutors: We do not broker teachers. The product is the AI partner that is patient at 11 PM the night before a flight — not a marketplace.
  • Custom voice cloning: We use Gemini's prebuilt Thai voice. We do not run our own TTS pipeline. The model owners ship better Thai voices every quarter than we could build in a year.
  • Personalized speech-pathology grading: Tone Practice gives feedback, not a clinical assessment. We are not a speech-language clinic.

Why This Matters for the Platform

SawasdeeTalk is the language-learning instance of the same operating thesis that powers every HavenWizards 88 venture: humans need externalized structure to behave well under pressure. The same systems lens that built CapitalWizards (behavioral discipline for retail investors), Bayanihan Harvest (60+ deployed agricultural systems), and HW88 Education (governance pedagogy) now lives in the conversational-fluency category. The Filipino diaspora and Thai-curious tourism flow between Manila, Bangkok, and Chiang Mai is large enough to support a focused product — and underserved enough that a serious tool feels like relief, not noise.

Roadmap

  • Phase 1 — PWA MVP (current): Six missions, five-tone practice, translator, explore, AI conversation with Real Mode, PWA install path, Vitest plus Playwright harness, Supabase schema scaffolded for the next phase.
  • Phase 2 — Persistence and Subscriptions (Q3 2026): User accounts and progress persistence on the Supabase tables already scaffolded. Tier-based feature locks, Free → Pro conversion measurement, 5–10 new missions, Explore expansion.
  • Phase 3 — Voice Intelligence (Q4 2026 onward): Voice tone analysis with formal/informal/polite register feedback, SRS-driven vocabulary review, real-conversation mode refinement, accessibility hardening.

Tech Stack

Vite 6React 19.2TypeScript 5.8Google Gemini (@google/genai)gemini-2.5-flashgemini-2.5-flash-preview-ttsReact ContextPWA (manifest + service worker)Supabase (scaffolded)Firebase 12.9Vitest 4Playwright 1.58Web Speech API
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