README.md

# SnapKitty OCR — The Book Ingestion App

Android app (Kotlin + Jetpack Compose) for OCR'ing Ahmad's handwritten notebooks
into THE BOOK digital corpus and feeding the results to the sovereign agent stack.

## What it does

1. **Pick images** from gallery (multi-select — scan a stack of pages at once)
2. **Camera mode** — capture live from phone camera
3. **Google ML Kit OCR** — on-device, offline, no API key, Latin + handwriting
4. **Tag each batch** by chapter (THE_BOOK_CH3, MOTHERS_POEM, etc.)
5. **WORM-seal** each page with SHA-256 hash + timestamp
6. **Push to agents**:
   - `snapkitty-shell :3700` → `/ocr/ingest` → triggers THE_BOOK workflow
   - `ROBOB :4600` → `/ocr/book_page` → Brain analysis via Bedrock
   - `ABZU IDE :4000` → `/api/book_page` → live feed in Phoenix LiveView

## Install

1. Open in Android Studio (Electric Eel or newer)
2. Connect Android device or start emulator
3. `./gradlew installDebug`

## For real device (not emulator)

In `AgentBridge.kt`, replace `10.0.2.2` with your machine's LAN IP:
```kotlin
private val SHELL_URL = "http://192.168.1.X:3700/ocr/ingest"
```

## Chapter Tags

Use consistent tags so THE BOOK assembles correctly:
```
THE_BOOK_CH1  — Master Toltec Mitote
THE_BOOK_CH2  — A Patient Mind
THE_BOOK_CH3  — Past Present Future
THE_BOOK_CH4  — Mastery of Intelligence
THE_BOOK_CH5  — Sacred Taxonomy
THE_BOOK_CH6  — Mothers Poem (poetry only — no code)
THE_BOOK_CH7  — Soul to Code
THE_BOOK_CH8  — Agent Illumination Protocol
THE_BOOK_NEW  — New pages not yet assigned to a chapter
```

## Architecture

```
Android App (Kotlin)
  ├── OcrProcessor.kt     — ML Kit text recognition, SHA-256 WORM hash
  ├── AgentBridge.kt      — HTTP push to shell/ROBOB/ABZU (graceful degradation)
  └── MainActivity.kt     — Compose UI: gallery picker + camera + results list

Sovereign Stack (receives)
  ├── snapkitty-shell     — indexes page into THE_BOOK corpus
  ├── ROBOB               — Brain (Claude Sonnet 4.6 Bedrock) analyzes page
  └── ABZU IDE            — live feed in GITLAB tab (or new BOOK tab)
```

## WORM Seal Format

Each page is hashed as: `SHA-256(tag:pageIndex:timestamp:ocrText)`
The first 16 hex chars become the `worm_hash` displayed in the app and sent to agents.

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SnapKitty Collective · 2026