text stringlengths 3 8.33k | repo stringclasses 52
values | path stringlengths 6 141 | language stringclasses 35
values | sha stringlengths 64 64 | chunk_index int32 0 273 | n_tokens int32 1 896 |
|---|---|---|---|---|---|---|
import React from "react";
import { AbsoluteFill, useCurrentFrame, interpolate } from "remotion";
interface SubtitleOverlayProps {
text: string;
}
export const SubtitleOverlay: React.FC<SubtitleOverlayProps> = ({ text }) => {
const frame = useCurrentFrame();
const opacity = interpolate(frame, [0, 5], [0, 1], {... | ai-video | templates/remotion-project/src/compositions/SubtitleOverlay.tsx | TypeScript | c4a2c3b9a8a9ad23ab99a735475210920e52e1962af760bd6dd91b83ce6b192a | 0 | 234 |
import React from "react";
import { AbsoluteFill, Audio, Sequence } from "remotion";
import type { VideoAssemblyProps } from "../lib/props-schema";
import { getSegmentStartFrame } from "../lib/timing";
import { ClipSequence } from "./ClipSequence";
import { SubtitleOverlay } from "./SubtitleOverlay";
export const Vide... | ai-video | templates/remotion-project/src/compositions/VideoAssembly.tsx | TypeScript | d78c136bf911b531eafe340097224fc8969dc19c44daccddc2bd1f0519269e3b | 0 | 308 |
import { z } from "zod";
export const SegmentSchema = z.object({
src: z.string(),
durationFrames: z.number().positive(),
trimStartFrames: z.number().nonnegative().default(0),
trimEndFrames: z.number().nonnegative().default(8),
});
export const SubtitleSchema = z.object({
text: z.string(),
startFrame: z.nu... | ai-video | templates/remotion-project/src/lib/props-schema.ts | TypeScript | f2c07f34595844060e9d5b3f6d6ccc44f6607f146efeb460849ce99cdd30c9fb | 0 | 287 |
export function secondsToFrames(seconds: number, fps: number): number {
return Math.round(seconds * fps);
}
export function framesToSeconds(frames: number, fps: number): number {
return frames / fps;
}
export function calculateTotalDuration(
segments: { durationFrames: number; trimStartFrames: number; trimEndFr... | ai-video | templates/remotion-project/src/lib/timing.ts | TypeScript | bd7c5250ccc24f62fc36cea366ac404b7e99e4136ca999fc7ff8c5eab42ee091 | 0 | 270 |
{
"mode": "yolo",
"depth": "standard",
"parallelization": true,
"commit_docs": true,
"model_profile": "quality",
"workflow": {
"research": true,
"plan_check": true,
"verifier": true
}
}
| asai | .planning/config.json | JSON | f9ed87bcaa598dccef0783ef5d44ed5d748f492bd98a4debabf004e6a028b66b | 0 | 61 |
# ASAI KI-Lernplattform
## What This Is
An interactive AI/ML education platform for German-speaking students aged 15-20 in the DACH region. Combines discovery-based learning, Socratic AI tutoring, and browser-based ML experimentation — all running offline-first on school Chromebooks with full EU compliance.
## Core ... | asai | .planning/PROJECT.md | Markdown | 490f4543d3d60c7a647184029d6e4d03f6917a7828bbcb229c46b86b32131deb | 0 | 896 |
---|
| Bun + Elysia over Node + Express | Type-safe Eden client, faster runtime | — Pending |
| Azure OpenAI EU over OpenAI US | DSGVO compliance requires EU data residency | — Pending |
| JupyterLite over server-side Jupyter | Offline execution, no server costs per user | — Pending |
| PWA over native apps | Chromeboo... | asai | .planning/PROJECT.md | Markdown | 1b39c6695058df3a1e62e0f91985ed6fee814137948c5da2bc0ffac74f314488 | 1 | 155 |
# Requirements: ASAI KI-Lernplattform
**Defined:** 2026-01-27
**Core Value:** Students can learn AI/ML concepts interactively through a Socratic AI tutor that guides without giving answers, while teachers maintain full oversight and override capability.
## v1 Requirements
Requirements for pilot MVP release. Each map... | asai | .planning/REQUIREMENTS.md | Markdown | b405f677d7ff39906f4e5eb6dc64056db48baf1f32fea15724fbd09946f44aa2 | 0 | 896 |
*: User sees clear indicator of online/offline status
- [ ] **OFLN-10**: Large assets (Pyodide ~180MB) load progressively
### LMS Integration
- [ ] **LMS-01**: Platform registers as LTI 1.3 tool with Moodle
- [ ] **LMS-02**: Platform registers as LTI 1.3 tool with Microsoft Teams
- [ ] **LMS-03**: User can launch pla... | asai | .planning/REQUIREMENTS.md | Markdown | 07014a765d8229a9f8063ba68fe8bac50470691768dfd0d147cbb3ba67c5eeef | 1 | 896 |
- **LESS-12**: Visual ML model inspector for neural networks
- **LESS-13**: Extended content library (30+ lessons)
- **LESS-14**: Lessons cover unsupervised learning
### Collaboration
- **COLB-01**: Student can request peer help on exercise
- **COLB-02**: Teacher moderates peer help requests
## Out of Scope
Explici... | asai | .planning/REQUIREMENTS.md | Markdown | 5b1469ff5a3373871c6b993726986eac00eb00e445245ec192749baef8f3e405 | 2 | 896 |
Pending |
| LESS-01 | Phase 4 | Pending |
| LESS-02 | Phase 4 | Pending |
| LESS-03 | Phase 4 | Pending |
| LESS-04 | Phase 4 | Pending |
| LESS-05 | Phase 4 | Pending |
| LESS-06 | Phase 4 | Pending |
| LESS-07 | Phase 4 | Pending |
| LESS-08 | Phase 4 | Pending |
| LESS-09 | Phase 4 | Pending |
| LESS-10 | Phase 4 | ... | asai | .planning/REQUIREMENTS.md | Markdown | 5abcc125bd43ad73e11ff1e75b4d995bba2bf08fcfd08f3a20642d077010d0c9 | 3 | 270 |
# Roadmap: ASAI KI-Lernplattform
## Overview
This roadmap delivers an offline-first PWA for teaching AI/ML concepts to German-speaking secondary students (ages 15-20) through interactive browser-based Python execution and Socratic AI tutoring. The journey progresses from foundational infrastructure (monorepo + PWA ar... | asai | .planning/ROADMAP.md | Markdown | d7dde7aca380e5e9889c469b3c0d35cccd0563f79a48796a698de2c1693a913d | 0 | 896 |
when reconnected
**Depends on**: Phase 1
**Requirements**: OFLN-02, OFLN-03, OFLN-04, OFLN-05, OFLN-06, OFLN-07, OFLN-08
**Success Criteria** (what must be TRUE):
1. User can view and navigate through cached lessons without internet connection
2. User's lesson progress is saved to IndexedDB when offline and syncs a... | asai | .planning/ROADMAP.md | Markdown | 60feb38fd90963622546943ce084babf4356322b0d176737dff925c9746bc069 | 1 | 896 |
student per lesson
3. Teacher can view complete AI conversation history for any student with flagging capability
4. Teacher can manually adjust student lesson progress or override AI difficulty recommendations
5. Teacher dashboard loads in under 2 seconds for classes with 30+ students
**Plans**: TBD
Plans:
- [ ]... | asai | .planning/ROADMAP.md | Markdown | 1a4bde0784d67f120ce5185ae86142d4253f3e50e236695e586d6c7700d0eb22 | 2 | 773 |
# Project State
## Project Reference
See: .planning/PROJECT.md (updated 2026-01-27)
**Core value:** Students can learn AI/ML concepts interactively through a Socratic AI tutor that guides without giving answers, while teachers maintain full oversight and override capability.
**Current focus:** Phase 1 - Foundation
... | asai | .planning/STATE.md | Markdown | cc2c414432b8b5e6579e47158baf00ba1b899e31a44d9e382f91868267c5ee75 | 0 | 714 |
# Architecture Research
**Domain:** AI/ML Education Platform
**Researched:** 2026-01-27
**Confidence:** MEDIUM
## Standard Architecture
### System Overview
```
┌─────────────────────────────────────────────────────────────────────────┐
│ PRESENTATION LAYER │
├──... | asai | .planning/research/ARCHITECTURE.md | Markdown | 599bae762f72ed3652f6a71fe4e60abeee4cb276669d3083bdfe8efc3be43f6a | 0 | 896 |
│ └──────┬─────┘ └────────┬────────┘ └───────┬────────┘ │
│ │ │ │ │
├─────────┼──────────────────┼─────────────────────┼───────────────────────┤
│ BUSINESS LAYER │
├─────────┼──────... | asai | .planning/research/ARCHITECTURE.md | Markdown | ec873ccd0513f6229bfbd2bac7cd6e3a300faec0c0d2f1ccb501da606cd525e9 | 1 | 896 |
───────────────────────────────┘ │
└─────────────────────────────────────────────┘
```
### Component Responsibilities
| Component | Responsibility | Typical Implementation |
|-----------|----------------|------------------------|
| **apps/web** | Student/Teacher UI, PWA shell, offline-first client | Next.js... | asai | .planning/research/ARCHITECTURE.md | Markdown | c8cd30eaa29c49f138c160f1f036db6d724786657caafa05b3fd95335fe123d8 | 2 | 896 |
SQL migrations
│ │ │ └── client.ts # Database client setup
│ │ └── package.json
│ │
│ ├── ai-tutor/ # RAG implementation
│ │ ├── src/
│ │ │ ├── embeddings/ # Embedding generation
│ │ │ ├── retrieval/ # Vector search
│ │ │ ├── prompts/ # Prompt temp... | asai | .planning/research/ARCHITECTURE.md | Markdown | 0636b5e6af22bbc0c144d7fcc5ee1c6436606789867ff32a814212d197d7b56e | 3 | 896 |
: [
{
urlPattern: /^https:\/\/api\.asai\.com\/lessons/,
handler: 'CacheFirst', // Serve from cache, fallback to network
},
{
urlPattern: /^https:\/\/api\.asai\.com\/progress/,
handler: 'NetworkFirst', // Try network, fallback to cache
}
],
})
// Queue offline mutations
self.... | asai | .planning/research/ARCHITECTURE.md | Markdown | 3941412c484fd7a6f3a3004bd6b87a9880bf0861723c58200d87813721cfdc67 | 4 | 896 |
.ts
import { validateJWT, extractClaims } from './validator'
export async function handleLTILaunch(request: Request) {
const { id_token, state } = await request.formData()
// 1. Validate JWT from platform
const payload = await validateJWT(id_token, {
issuer: process.env.LTI_ISSUER,
clientId: process.env... | asai | .planning/research/ARCHITECTURE.md | Markdown | 7ef6bd13de8cedcb10bd7716e0f947b4967cdd745dc1cef7b1f8b6fe4ecc12e1 | 5 | 896 |
Student clicks lesson] (apps/web)
↓
[Eden Treaty GET /lessons/:id] (type-safe)
↓
[Elysia route handler] (apps/api)
↓
[Query lesson data + check progress] (packages/database)
↓
[Return lesson content + metadata]
↓
[Render lesson UI + embed JupyterLite] (apps/web)
↓
[Student completes exercise]
... | asai | .planning/research/ARCHITECTURE.md | Markdown | 69ab93cc5f5f70b437a67825a56b8da6fd904f06a8ac99f5ff7e5406475492ac | 6 | 896 |
, lazy-load non-essential kernels
- **Fix:** Pre-warm IndexedDB with starter notebooks (install via Service Worker)
3. **Third bottleneck: PostgreSQL writes during peak usage**
- All students submitting progress at end of class period
- **Fix:** Write buffering in Redis, async batch inserts
- **Fix:** Read... | asai | .planning/research/ARCHITECTURE.md | Markdown | 998fc15289985d62346a25e3b5435e1ac70903191d921f153a951e4837103399 | 7 | 896 |
-------------------|-------|
| **LMS (via LTI 1.3)** | OAuth2/OIDC flow for launch, JWT validation, OAuth2 for grade passback | Each LMS instance requires separate registration. Store platform keys securely. |
| **Vector Database** | HTTP API with API key (Pinecone, Weaviate) or self-hosted (Qdrant) | Keep embeddings a... | asai | .planning/research/ARCHITECTURE.md | Markdown | 1be174bee388ca021ef2b1ce1903db49fb63e1824d94b910bd680aa820d706fe | 8 | 896 |
work standalone. Needs research phase.
8. **Teacher Dashboard Phase**
- ✅ Student progress views
- ✅ AI interaction logs
- ✅ Manual grade override
- **Why eighth:** Builds on all previous features. Read-heavy, may need optimizations.
### Critical Path
**Must build in order:**
1. Foundation → Authenticati... | asai | .planning/research/ARCHITECTURE.md | Markdown | 4b01df2da71047b9706b1f16a3154efc24ac5ddba04734e5aff83a89c3b20d55 | 9 | 416 |
# Feature Research
**Domain:** AI/ML Education Platform (Secondary Education, DACH Region)
**Researched:** 2026-01-27
**Confidence:** MEDIUM
## Feature Landscape
### Table Stakes (Users Expect These)
Features users assume exist. Missing these = product feels incomplete.
| Feature | Why Expected | Complexity | Note... | asai | .planning/research/FEATURES.md | Markdown | 5a42d400d1714b699efe855d7587ef0d9432e4beb45825ec3777dd6369630803 | 0 | 896 |
Requested, Often Problematic)
Features that seem good but create problems.
| Feature | Why Requested | Why Problematic | Alternative |
|---------|---------------|-----------------|-------------|
| Full ChatGPT-style AI (gives answers) | Students want quick answers | Defeats learning objective; students copy without u... | asai | .planning/research/FEATURES.md | Markdown | af16578c2fdb263f7e734eba4a83e36514b0318d817fa8f3dff1b45cd890be71 | 1 | 896 |
Local + LTI 1.3)** - Schools require LMS integration, offline requires local accounts
- [x] **Interactive Code Editor (Monaco/CodeMirror)** - Core learning interface for Python
- [x] **Browser Python Execution (Pyodide)** - Run Python without servers, enables offline
- [x] **Basic ML Libraries (NumPy, Pandas, scikit-le... | asai | .planning/research/FEATURES.md | Markdown | b72c7e6eddafb9b040c393deb74147391b290304a0c1cce4fd0697ac9f34e2c7 | 2 | 896 |
|
| Misconception Detection | MEDIUM | HIGH | P3 |
| Teacher Analytics | MEDIUM | MEDIUM | P3 |
| Deep Learning Content | LOW | HIGH | P3 |
| Custom Content Authoring | LOW | HIGH | P3 |
**Priority key:**
- P1: Must have for launch (validate core hypothesis)
- P2: Should have, add when feasible (enhance validated conc... | asai | .planning/research/FEATURES.md | Markdown | 9d36535c5254184aef82fab5c717a2fb0dfa294a253cef463934975817541b2e | 3 | 832 |
# Pitfalls Research: AI/ML Education Platform
**Domain:** AI/ML Education Platform (PWA, Chromebook-first, Offline-first)
**Researched:** 2026-01-27
**Confidence:** MEDIUM
> This research focuses on pitfalls specific to: Turborepo + Bun + Elysia stack, PWA offline-first with large assets (JupyterLite ~180MB), RAG for... | asai | .planning/research/PITFALLS.md | Markdown | 8cee1692177a36049b4a97a0a2e9e5fef82a4597a5454144059bb8761637a221 | 0 | 896 |
estimate.quota) * 100;
if (percentUsed > 80) {
// Critical: Warn user, trigger cleanup
} else if (percentUsed > 60) {
// Warning: Suggest export/backup
}
}
```
3. **Auto-export to LMS via LTI:**
- Save student work to Moodle/Teams after each notebook run
- Use LTI Assignment and Grade Services for... | asai | .planning/research/PITFALLS.md | Markdown | 1f5f37f80cf2acd08a212c6500370b8aa849dafd0b382a41e12f5f6b041704de | 1 | 896 |
with questions, not answers"
- Provide "Flag inappropriate response" button
- Display interaction count: "Asked 5 questions so far"
**Warning signs:**
- User feedback: "The AI just told me the answer"
- Short conversations (student got answer immediately)
- High completion rate without genuine learning signals
-... | asai | .planning/research/PITFALLS.md | Markdown | 32e2fe4b7c36f3a598595553dd7d1cd7f2a53df3e430c21904f1a13bb869825e | 2 | 896 |
`typescript
// BAD: Simple role names (deprecated)
if (roles.includes('Instructor')) { ... }
// GOOD: Full vocabulary URIs
const INSTRUCTOR_ROLE = 'http://purl.imsglobal.org/vocab/lis/v2/membership#Instructor';
if (roles.includes(INSTRUCTOR_ROLE)) { ... }
```
**Warning signs:**
- Intermittent authentication failures
... | asai | .planning/research/PITFALLS.md | Markdown | be034679a8205899a0452103c98079bd4072fbe41b9321160a18d2b70ac66ae3 | 3 | 896 |
Why it happens:**
Turborepo optimizes for fast local dev, not deployment. Each app can version independently, but shared packages (`@repo/ui`, `@repo/database`) must stay synchronized. Bun's symlink-based workspaces differ from npm's hoisting, causing "works locally, fails in production."
**How to avoid:**
1. **Enforc... | asai | .planning/research/PITFALLS.md | Markdown | 0cd22bd14b0527cfe512bd3388050892c1069ee1a12f2c7b41b9656c0ce315d6 | 4 | 896 |
;
const percentUsed = (used / limit) * 100;
if (percentUsed > 80) {
// Warn user: "Memory low, save your work"
}
}
}
```
2. **Single kernel instance (not per-notebook):**
```typescript
// BAD: New kernel per notebook
notebooks.forEach(nb => nb.kernel = new Pyodide());
// GOOD: Shared kernel, isol... | asai | .planning/research/PITFALLS.md | Markdown | 47b8a180d90075ddb5ebed8d1bc29e728f010266eb1b7e3dab0366d51cef77e5 | 5 | 896 |
file I/O | Cannot deploy to Cloudflare/Vercel | Never in shared code |
---
## Integration Gotchas
Common mistakes when connecting to external services.
| Integration | Common Mistake | Correct Approach |
|-------------|----------------|------------------|
| **Moodle LTI** | Using HTTP redirect URI | All URLs must b... | asai | .planning/research/PITFALLS.md | Markdown | a85f2e9fa3fd6f5465a748cc2cc343bfbb37419291c4e0a8781152dbfa728e78 | 6 | 896 |
| DSGVO Article 5 violation | Anonymize `studentId`, implement data retention limits |
| **CORS wildcard `*` for LTI** | Any site can impersonate LMS | Allowlist specific platform origins |
| **No rate limiting on AI endpoints** | Resource exhaustion, €€€ OpenAI bills | Rate limit: 10 requests/min per student |
| **Emb... | asai | .planning/research/PITFALLS.md | Markdown | fa9a022189964a7ff6828885135d20ab8b7017c45426d385bf9449df9d324191 | 7 | 896 |
** | LOW | Implement cache versioning, delete old caches, request persistent storage |
| **LTI JWT signature failure** | MEDIUM | Rotate platform public keys, clear nonce cache, re-fetch JWKS endpoint |
| **Student work lost in IndexedDB** | HIGH | No recovery - implement LMS backup immediately, communicate data loss |... | asai | .planning/research/PITFALLS.md | Markdown | 9d75093f5f0b1b1db869bd91bb46b6a5d018efb840ef0944795e431e9b3e59ca | 8 | 891 |
# Technology Stack
**Project:** ASAI - AI/ML Education Platform
**Researched:** 2026-01-27
**Confidence:** HIGH
## Core Stack (Pre-selected)
These technologies were chosen before research and form the foundation:
| Technology | Version | Purpose | Why Selected |
|------------|---------|---------|--------------|
| *... | asai | .planning/research/STACK.md | Markdown | 4ed9a4a2f5b3dd5639f5e2365f0dac7ffb48cb4fa33307531658b75044770108 | 0 | 896 |
kernel. Supports ipywidgets, matplotlib, plotly. Runs via static file hosting (no server needed). IndexedDB for file storage. |
**Recommendation:** Use **JupyterLite** for full notebook experience (AI/ML education benefits from rich notebook UI). Use **Pyodide** directly only if you need custom Python integration with... | asai | .planning/research/STACK.md | Markdown | e5b5c85f777121a4beb650d0f308895ce19916263ca1478c8c50217d17f86a02 | 1 | 896 |
database | Industry standard relational database. Works with Drizzle ORM. Supports pgvector for embeddings if needed. EU region hosting available. |
| **postgres.js** | Latest | PostgreSQL driver | High-performance Postgres client. Works natively with Bun. Drizzle ORM recommended driver. Prepared statements by default.... | asai | .planning/research/STACK.md | Markdown | 2635bcde02c194148248b055094c53c9285127596c51376e148f8722a893ecef | 2 | 896 |
# Validation & Type Safety
| Library | Version | Purpose | Why Recommended |
|---------|---------|---------|-----------------|
| **Zod** | v4+ | Schema validation | TypeScript-first. Zero dependencies. 2KB gzipped. Static type inference. JSON Schema conversion. Integrates with React Hook Form. Elysia supports Zod nati... | asai | .planning/research/STACK.md | Markdown | 261b56b06b4695fe47a0ee3839e6a2f728540ef78dac0e17457b1b95c4cddcfc | 3 | 896 |
# Add to public/ folder or use iframe embed
```
### LTI 1.3
```bash
pnpm add ltijs
```
### RAG & AI
```bash
pnpm add langchain @langchain/azure-openai @azure/openai @azure/search-documents
```
### Database
```bash
pnpm add postgres dotenv
pnpm add -D drizzle-kit
```
### Authentication
```bash
pnpm add next-auth... | asai | .planning/research/STACK.md | Markdown | 42f49214bc36fee8085302c59a377b32ccd2bc0d2aeacfae0e7cc202dcd75f4c | 4 | 896 |
compatible but 5-10x faster. No reason to use Jest with Bun runtime. |
| Linting | ESLint + Prettier | Biome | ESLint/Prettier is battle-tested. Biome is faster but newer (less plugin ecosystem). |
| State Management | TanStack Query | SWR | TanStack Query has more features (mutations, optimistic updates, better DevToo... | asai | .planning/research/STACK.md | Markdown | 48133522cebc447d93c24061cbb560e6d8d9f67afa476006701ffb2c38cc3288 | 5 | 896 |
data) + JupyterLite (for notebooks)
Sync: TanStack Query with background sync + Dexie.Cloud (optional)
Service Worker: @serwist/next (caching strategies)
```
**Why:** TanStack Query handles server state with offline persistence. Dexie stores offline mutations. Serwist caches static assets and API responses.
### Patte... | asai | .planning/research/STACK.md | Markdown | 872f28b495aae8100df1a5649a6fb89ea063bed3139278ed9a5e8b2703095094 | 6 | 896 |
gaps.
**Solution:**
- Option A: Run ltijs in separate Node.js process (reverse proxy from main app)
- Option B: Test ltijs thoroughly with Bun. If it works, mount in Elysia.
- Option C: Use ltijs with Node.js only for LTI endpoints, rest of app uses Bun.
**Recommendation:** Start with Option B (test with Bun). Fallba... | asai | .planning/research/STACK.md | Markdown | f57a94c6f0054e1675fbed992e695e206a4bccbbf77d48b3b01af29ee464a193 | 7 | 896 |
# Project Research Summary
**Project:** ASAI - AI/ML Education Platform
**Domain:** Educational Technology (Secondary Education, DACH Region)
**Researched:** 2026-01-27
**Confidence:** MEDIUM
## Executive Summary
ASAI is an offline-first PWA for teaching AI/ML concepts to secondary students (ages 15-20) in the DACH ... | asai | .planning/research/SUMMARY.md | Markdown | 5789cde521f9b2e42f8aa34350ba76ba73b842654e6dcae656cf2d075eaba8aa | 0 | 896 |
+ (v1.0 beta available but stick to stable)
### Expected Features
**Must have (table stakes):**
- User Authentication (LTI 1.3 SSO + local accounts) - schools require LMS integration, offline requires local auth
- Interactive Code Editor (Monaco/CodeMirror) - browser-based Python coding is core to ML education
- Brow... | asai | .planning/research/SUMMARY.md | Markdown | 9cac9a3848d698fe1954206b7158479fae6e553466a1a26af07908e054e72d95 | 1 | 896 |
App`, web imports for Eden client. Breaking changes caught at compile time.
- **Offline-first PWA**: Service Worker cache strategies (shell cache, content cache, sync queue). IndexedDB for offline mutations. Background Sync API for queued requests.
- **RAG with guardrails**: Embed → Retrieve → Generate → Validate (safe... | asai | .planning/research/SUMMARY.md | Markdown | 7ae0b60ba82eb45279800e54e06cf8dbf6ba438c311cc23f278e290a7f64876e | 2 | 896 |
on monorepo communication working. PWA offline strategy must be architected from day one (cannot retrofit after users have corrupted cache states). Storage strategy is foundational for JupyterLite integration.
**Delivers:**
- Turborepo structure with apps/packages separation
- Elysia API with Eden Treaty type export
-... | asai | .planning/research/SUMMARY.md | Markdown | 1ae083c35e47f0d5ad08a39116db9daf8085e3d525582d9f32489c4636529937 | 3 | 896 |
*Avoids pitfalls:**
- Socratic AI giving answers (#3) - validation layers, RAG filtering
- EU AI Act compliance (#5) - transparency disclosure, audit logs
**Research flag:** NEEDS RESEARCH - Socratic prompt engineering, RAG retrieval filtering, LangChain.js with Azure OpenAI, response validation patterns. Use `/gsd:re... | asai | .planning/research/SUMMARY.md | Markdown | e95afbf44246abf12178716f7497a0245af070bbe627643c44f705065abf7029 | 4 | 896 |
System → AI Tutor (AI needs content to reference)
**Can parallelize:**
- Notebook Environment (Phase 2) + LTI Integration (Phase 3) - independent features
- AI Tutor (Phase 4) + Assignment System (Phase 5) - if basic content seeded manually
**Defer to end:**
- Teacher Dashboard (Phase 7) - needs data from prior phase... | asai | .planning/research/SUMMARY.md | Markdown | 76c7acd5600d5f3e4edb625e331bfec75b7d1b877cc4796f57d0008b9e79ca3f | 5 | 896 |
. Bun has Express compatibility layer but needs testing. **Fallback:** Run ltijs in separate Node.js process with reverse proxy from main Elysia app (Option A from STACK.md). Validate in Phase 3 planning.
- **Chromebook performance:** 180MB JupyterLite bundle on 4GB RAM Chromebooks with 50-100MB storage quota is tight... | asai | .planning/research/SUMMARY.md | Markdown | 0ab2e4dd537e6861bf8fa9ad1217465a2c833b2c23ddaa405311c7f721d7489a | 6 | 896 |
)
- ltijs: https://github.com/Cvmcosta/ltijs (v5.9.5, IMS Global LTI Advantage Complete Certified)
- Serwist: https://serwist.pages.dev/ (Workbox fork, Next.js PWA integration)
- Dexie.js: https://dexie.org/ (v4.0, IndexedDB wrapper)
- shadcn/ui: https://ui.shadcn.com/ (React 19 + Next.js 15 compatibility)
- TanStack Q... | asai | .planning/research/SUMMARY.md | Markdown | 86095a60c5aa23f66ff9b8b6db4fe1ed16000219bc6e3caa2de3f210eddcb805 | 7 | 505 |
# Dependencies
node_modules/
# Logs
logs
*.log
npm-debug.log*
yarn-debug.log*
lerna-debug.log*
.pnpm-debug.log*
# Runtime data
pids
*.pid
*.seed
*.pid.lock
# Coverage
coverage
*.lcov
.nyc_output
# TypeScript cache
*.tsbuildinfo
# Turborepo
.turbo/
# Next.js
.next/
out/
# Expo
.expo/
dist/
*.jks
*.p8
*.p12
*.key
... | aucta | .gitignore | Git Ignore | ad0d1b2ce85e57c5bb2e35aa3cc077aaa995182636833c0a4ffecd8dd83e5be4 | 0 | 293 |
# Aucta Development Guide for AI Agents
You are a senior Aucta engineer working in a Bun/Turborepo monorepo. You prioritize type safety, org-level data isolation, and small, reviewable diffs. The product is a real-time AI copilot for HVAC technicians — safety-critical context matters.
## Do
- Use Zod DTOs at every b... | aucta | AGENTS.md | Markdown | 0fc1b6776673e8063540c79b08100a045cb5a6f282d1d434202d1f4f48071fe1 | 0 | 896 |
Use raw SQL queries (use Drizzle ORM query builder)
## Project Structure
```
apps/mobile/ # Expo SDK 55 (technician-facing)
apps/web/ # Next.js 16 (owner/manager dashboard)
modules/ # Web-specific code (tRPC hooks, components)
packages/ai/ ... | aucta | AGENTS.md | Markdown | 8bc527d7d996913ef25822a70959bb3f6019234d415315ea6fa49db8ee499b6d | 1 | 896 |
} from "@aucta/shared/schemas/session";
import { SessionRepository } from "@aucta/ai/session/sessionRepository";
// Bad — regular import for types, barrel imports
import { SessionDTO } from "@aucta/shared";
import { SessionRepository } from "@aucta/ai";
```
## PR Checklist
- [ ] Title follows conventional commits: `... | aucta | AGENTS.md | Markdown | b6f92b7f97ac885652b8b9b9669befbd1ed43e07108d3b856f058a5e252c683c | 2 | 631 |
{
"$schema": "https://biomejs.dev/schemas/2.4.10/schema.json",
"vcs": {
"enabled": true,
"clientKind": "git",
"useIgnoreFile": true
},
"files": {
"ignoreUnknown": false,
"includes": ["**/*.ts", "**/*.tsx", "**/*.js", "**/*.jsx", "**/*.json", "**/*.css"]
},
"formatter": {
"enabled": t... | aucta | biome.json | JSON | f242ac6ceec991b203ded3ddd80fbeeb4d54a6f72ed327b08544aed7944c5b16 | 0 | 232 |
agents.md
<!-- GSD:project-start source:PROJECT.md -->
## Project
**Aucta**
Aucta is a real-time AI copilot for HVAC technicians. The mobile app streams camera video and microphone audio directly to Google's Gemini 2.5 Flash Live API via WebSocket. Gemini reasons over the multimodal input, calls domain-specific tool... | aucta | CLAUDE.md | Markdown | 1b3bd1121efab8bbe549d31fb80a7a57a873b9bb43e94cd3d509d25f4a7f3fd7 | 0 | 896 |
routing, typed routes, deep linking. Comes with SDK 55. New features: Colors API, Apple Zoom transition, SplitView. | HIGH |
| **NativeWind** | **4.2.3 (stable) or 5.0.0-preview.3 (preview)** | Mobile styling | **CRITICAL GOTCHA: v5 is NOT stable.** v5.0.0-preview.3 is a pre-release with active bug fixes (broken export... | aucta | CLAUDE.md | Markdown | d6ca50d6201bde0c1f31dc3a7a886fbbfd44fa9a0dc5ce77ccf19a52c21070da | 1 | 896 |
unified `error` parameter replaces `errorMap`/`message`/`invalid_type_error`). New: `z.toJSONSchema()`, `z.email()` top-level, metadata registries, file schemas. | HIGH |
| **Drizzle ORM** | 0.45.x | ORM | 7.4KB footprint, sub-500ms serverless cold starts. v0.45.2 has a critical security fix for `sql.identifier()` esca... | aucta | CLAUDE.md | Markdown | 34f9c2ed9dbed109260472c2d8fbfe5046c3208621584c4b379e99a4267d453d | 2 | 896 |
(captures text + diagrams as images). ColBERT-style late interaction. **CRITICAL GOTCHA: Python-only library.** No JavaScript SDK. Requires a Python sidecar service for embedding generation. See Architecture section. | MEDIUM |
### Infrastructure & Deployment
| Technology | Version | Purpose | Why | Confidence |
|-----... | aucta | CLAUDE.md | Markdown | d92c59f4aebd4e9f5155a1206bf8afac04a2745ba5abb091944f9657e38e9367 | 3 | 896 |
# Version-Specific Gotchas
### CRITICAL: NativeWind v5 is Preview, Not Stable
### CRITICAL: Gemini 2.5 Flash Live is "Preview"
- Ephemeral tokens: 1 use, 1-minute new-session window, 30-minute message window
- Session reconnection via `sessionResumption` has a ~2-minute disconnection window (per TECH-SPEC)
- Audio inpu... | aucta | CLAUDE.md | Markdown | ee94989ad738e469210dd88df0df91ac9baedc4ae78e75d871852c9118fd32f4 | 4 | 896 |
Redis infra needed). BullMQ requires a Redis instance and a worker process. Trigger.dev is good but less mature. |
| Vector DB | Qdrant | Pinecone / Weaviate / pgvector | Qdrant: multivector support (ColBERT native), EU hosting, generous free tier, open-source. Pinecone: no EU region until recently, proprietary. Weavia... | aucta | CLAUDE.md | Markdown | 682cf354b97b4f5862d42001936d08a29346674dadb004f7ac090a8d7aa16588 | 5 | 896 |
|
| **@google/generative-ai** | Legacy SDK. Replaced by `@google/genai` which is the unified SDK supporting Live API, ephemeral tokens, and all current features. |
| **NativeWind v5 (for now)** | v5.0.0-preview.3 is not stable. Start with v4.2.3. Upgrade when v5 reaches RC or stable. |
## Installation
# Root dev depend... | aucta | CLAUDE.md | Markdown | e1e6d1d7a2a4a6abbdd22fdb555cc536aac27a34c287ff7add100b5bcc813fca | 6 | 896 |
/releases (v4.1.2)
- ColPali: https://github.com/illuin-tech/colpali (Python, pip install colpali-engine)
- Qdrant multivector docs: https://qdrant.tech/documentation/concepts/vectors/ (multivector since v1.10, max_sim comparator)
- Qdrant releases: https://github.com/qdrant/qdrant/releases (v1.17.1)
- Next.js blog: ht... | aucta | CLAUDE.md | Markdown | df23e3362938ea69cf009de74c83b8267fff30fb9c35ec61f253f5d30fd1f74b | 7 | 597 |
{
"cli": {
"version": ">= 15.0.0",
"appVersionSource": "remote"
},
"build": {
"development": {
"developmentClient": true,
"distribution": "internal",
"ios": {
"simulator": true
}
},
"preview": {
"distribution": "internal"
},
"production": {}
},
... | aucta | eas.json | JSON | a7e0e6a10682b9c764a9bb024705df70776f7b5b95dd1b40a66fee73fa501950 | 0 | 99 |
# Aucta
## Legal, Regulatory & Business Strategy — Business Case, Compliance & Investor Readiness
**Product:** Aucta — HVAC AI Copilot for technicians and field teams.
**Version:** 3.0
**Date:** April 3, 2026
**Status:** Foundation / Pre-Development
**Audience:** Founding team, legal counsel, investors, business dev... | aucta | LEGAL-ADMIN.md | Markdown | 8403f8ff6be2e9a025265d26675d4c184708ab1bf1aee706753ec7953d66c1f7 | 0 | 896 |
audit trail |
| **Insurance Provider** | Risk assessment | Evidence of standardized procedures; reduced incident rates |
### 2.3 Internal to Our Company
| Role | Surface | What They Need |
|------|---------|----------------|
| **Sales/BD** | CRM + landing page analytics | Lead tracking, conversion metrics, demo sched... | aucta | LEGAL-ADMIN.md | Markdown | 40a5e3672010ca8f9a14bd34f61e209d2e137ee54947be5c7129ca2ec512b46f | 1 | 896 |
-time visual reasoning.** Not pre-authored SOPs. The AI sees the actual equipment and adapts.
2. **Automatic multilingual support.** No configuration needed. The technician speaks; the AI responds in their language. 30 HD voices, 24 languages.
3. **Real-time tool calling.** The AI calls domain-specific tools mid-conver... | aucta | LEGAL-ADMIN.md | Markdown | cf19defa9f7c57ecaffa5913b34e27d93043d47b8d53de118c9826ff67af7728 | 2 | 896 |
exportable records for regulatory/insurance audits
---
## 5. Regulatory Architecture
### 5.1 GDPR (DSGVO) — Mandatory, Austria-Based
As an Austria-based SaaS processing personal data of EU residents, GDPR compliance is non-negotiable and affects every architectural decision.
**Data Classification:**
| Data Type |... | aucta | LEGAL-ADMIN.md | Markdown | e718d79ed35c30353521aeba81840c6b87ba3dddc071cd295fb8324ecd2382ee | 3 | 896 |
), not a provider of an AI system.
**Risk classification:** **Limited risk (transparency obligations)**. The product does not involve biometric identification, critical infrastructure control, employment decisions, or any Annex III category. It provides guidance and recommendations; it does not make autonomous decisio... | aucta | LEGAL-ADMIN.md | Markdown | e48e967aadcd250821444d9343eb87e596000449089a0e13da124e2aa7aa3878 | 4 | 896 |
(KSchG)
- **Legal counsel review required before launch**
### 5.5 EU Data Act
The EU Data Act became applicable on **September 12, 2025** and is **regulatory tailwind** for this product.
**Strategic opportunity:**
- Connected HVAC products placed on market after September 12, 2026 must provide **"access by design"**... | aucta | LEGAL-ADMIN.md | Markdown | 9abb7e8771c93cd96d1279b6481375b0be3fb42d3cb720a04c59454e1d30828f | 5 | 896 |
sector revenue (2024): EUR 7.135B (WKO Statistik)
- 4,182 apprentices in Austrian SHL (January 2025, WKO Statistik)
- SAM calculation: 54,413 companies x avg 5 technicians x EUR 29/month x 12 = **~EUR 95M ARR**
**SOM — Vienna/Austria Initial Focus:**
- Conservative (5% penetration in 3 years): ~380 companies, ~EUR 660... | aucta | LEGAL-ADMIN.md | Markdown | 5332aacbdc239b3a8637eb6cd84003c07ee3a96e2ff7c278976a95b35e6d0f92 | 6 | 896 |
-|-------|-----------|
| **Rebar** | Series A (2024) | $14M | AI HVAC quoting/estimating from blueprints | Direct HVAC + AI; back-office, not field |
| **WorkHero** | Seed (2025) | $5M | AI back-office for small HVAC contractors | Direct HVAC + AI; Navitas Capital + ServiceTitan angel |
| **Netic AI** | Series B (2026)... | aucta | LEGAL-ADMIN.md | Markdown | e1ce283b6f9b90a485ab23803810c2cd4963854f7d325a304907a7535d9a0914 | 7 | 896 |
**Trade press:** Articles in Austrian HVAC publications (Kälte Klima Aktuell, HLK)
- Convert pilot users to paid Professional tier
### 10.3 Phase 3: DACH Expansion (Months 18+)
- Expand to Germany (35,000+ HVAC companies) and Switzerland
- i18n + multilingual AI already in place
- Leverage Austrian case studies for D... | aucta | LEGAL-ADMIN.md | Markdown | fb3c65a48b0f49cdc39ca6d1ea5c7850cf06592c30acbc1b49323e3559ed533e | 8 | 896 |
Medium | Medium | Validate with customer interviews; monitor AI cost per session closely; consider value-based pricing tiers; XOi charges $99/user/month as upper anchor |
---
## 13. Open Questions — Resolved
### Q1: Session Recording Consent
**Resolution:** Implement opt-in session recording with explicit per-sessi... | aucta | LEGAL-ADMIN.md | Markdown | 9369dafeff4a03a963711b25bac19b508def7dd66413fbc58edd75e527abde34 | 9 | 781 |
{
"name": "aucta",
"private": true,
"workspaces": [
"apps/*",
"packages/*"
],
"scripts": {
"typecheck": "turbo typecheck",
"lint": "turbo lint",
"test": "turbo test",
"dev": "turbo dev",
"build": "turbo build",
"format": "biome format --write .",
"check": "biome check --fix... | aucta | package.json | JSON | c3bab526cf75fcbb86033f0922af31a79dab232f68143d8b7896f44b854a2877 | 0 | 192 |
# Spec-Driven Development Workflow
This workflow is **opt-in**. Use it when explicitly requested by saying "use spec-driven development" or "follow the spec workflow". It complements GSD phases — use specs for complex features that benefit from a written design document before planning/execution.
## Design Documents
... | aucta | SPEC-WORKFLOW.md | Markdown | 62377d0f69d406a69605b5be27d754eb767e97ada6b99aedc760716a2fd85c2f | 0 | 852 |
# Aucta
## Technical Specification — Engineering Baseline
**Product:** Aucta — HVAC AI Copilot for technicians and field teams.
**Version:** 3.0
**Date:** April 3, 2026
**Status:** Foundation / Pre-Development
**Audience:** Engineering team, department leads, technical stakeholders
---
## 1. Product Overview
**Au... | aucta | TECH-SPEC.md | Markdown | be1b58a6aaf561803be9d622af5adeb714d4a536b0ea4083d0daffd6874084db | 0 | 896 |
updated in real time via tRPC subscriptions (SSE)
- Today's key numbers: sessions completed, total AI time, estimated cost
- Week/month trends: session volume, avg duration, language distribution
- Alerts: low-rated sessions, unusually long sessions, connection failures
- Revenue opportunities: aggregated replacement/u... | aucta | TECH-SPEC.md | Markdown | 49b8a111bf0359c72bcc207b0de2a7e18455e5e0a204bd96b3237052cbf089ba | 1 | 896 |
.ts # Tool description for Gemini function declaration
│ ├── types.ts # Zod input/output schemas
│ └── lookupErrorCode.test.ts
├── getEquipmentSpecs/
│ ├── index.ts
│ ├── prompt.ts
│ └── types.ts
├── getWiringDiagram/
├── calculateRefrigerantCharge/
├── checkSafetyRecall... | aucta | TECH-SPEC.md | Markdown | 3de71eec61f1e853000d3e82264297e02c1b6d7e6b8a0c250c68d85a24e8d392 | 2 | 896 |
responses so the AI can gracefully inform the technician
### 3.2 Session Orchestration Engine (`packages/ai/session/`)
Modeled on Claude Code's `QueryEngine.ts` — the central coordinator for LLM interactions.
```
packages/ai/session/
├── orchestrator.ts # SessionOrchestrator class — full session lifecyc... | aucta | TECH-SPEC.md | Markdown | 8c67a55522cd7554bd3d99d1326449af5522f08bb58d1aec51a1fa337c0ded23 | 3 | 896 |
─ reranker.ts # Cross-encoder reranking for precision
│ └── contextBuilder.ts # Build prompt context from retrieved articles
├── verify/
│ ├── verificationQueue.ts # Queue of AI-generated knowledge awaiting verification
│ ├── expertReview.ts # Senior technician review/approval wor... | aucta | TECH-SPEC.md | Markdown | e26bf45770b7e8b5e0216b60bfa0ca5e9a6b96b1a907db0bda8e1469d304c6b7 | 4 | 896 |
improvement):**
- LLM audits wiki for inconsistencies, imputes missing data
- Identifies coverage gaps: "No articles for Mitsubishi PUMY series"
- Suggests new article candidates from cross-referencing session patterns
- Tracks article utility: which articles are retrieved most, which correlate with positive session f... | aucta | TECH-SPEC.md | Markdown | 2cf37b6a188b31dc1b525945955439b3bffd8b2aa516af4217c39cd23392be9b | 5 | 896 |
** Role definition, safety-first mandate, language adaptation rules, explicit AI disclosure
2. **HVAC expertise + safety rules:** Domain knowledge, troubleshooting frameworks, F-Gas EU 2024/573 references, lockout/tagout, emergency response protocols
3. **Organization overlay:** Company-specific instructions from dashb... | aucta | TECH-SPEC.md | Markdown | 3f44e5b008c0c8cab2da4276975204bee27bc46221217000d0a7f423bd47a623 | 6 | 896 |
; owners can see everything in their org
- No cross-org data access is possible through the API
### 5.4 Rate Limiting
Implemented as tRPC middleware using `@upstash/ratelimit`:
| Endpoint | Strategy | Limit |
| ------------------------------ | ----------------------- | -----... | aucta | TECH-SPEC.md | Markdown | 4eedd3e74c15f907953b96f0363d04dd318a514e44a7a07265492541136c6964 | 7 | 896 |
** | NW 5.0.0-preview.3 + TW 4.2.x | Unified Tailwind v4 across web + mobile |
| Dashboard components | **shadcn/ui** | CLI v4 | Copy-paste ownership, Radix primitives, accessible ... | aucta | TECH-SPEC.md | Markdown | 43e179de48236d36f4114a6f01c162136fd3b6e18a938b70826e58d956452c4a | 8 | 896 |
`org:team:invite`, `org:team:manage`, `org:settings:edit`, `org:billing:manage`, `org:analytics:view`, `org:analytics:export`, `org:knowledge:verify`.
### 6.5 AI / Real-Time
| Decision | Tool | Version | Why ... | aucta | TECH-SPEC.md | Markdown | 223ba71c875b7e5754b96bc51bd5cc92059fae22461c0316bf85e32b6c123e86 | 9 | 896 |
------------ | ------------------------------------------------------ |
| Analytics + feature flags | **PostHog** (self-hostable) | Web 1.364.x / RN 4.39.x | Replaces 3 paid services; unlimited flags on free tier |
| Error tracking | **Sentry** | Next.js 10.47.x / RN 8.7.x | First... | aucta | TECH-SPEC.md | Markdown | 2b239db6b5f157bf96b1466a5d460734dea35a3bf28a15adffd20fe8201bea1d | 10 | 896 |
/ # Auth screens (login, signup, join-org)
│ │ │ ├── (app)/ # Authenticated screens
│ │ │ │ ├── session/ # Live AI session
│ │ │ │ ├── history/ # Past sessions
│ │ │ │ └── settings/ # Preferences
│ ... | aucta | TECH-SPEC.md | Markdown | d96c8db774ee8f9caa076b8c18a80adda63c0b6cab5b57a123139837ea439a55 | 11 | 896 |
── prompts/ # System prompt fragments
│ │ │ ├── core.ts
│ │ │ ├── hvacExpertise.ts
│ │ │ ├── safety.ts
│ │ │ ├── aiActTransparency.ts
│ │ │ └── builder.ts
│ │ └── agents/ # Specialized sub-agents (Phase 2)
│ │ ... | aucta | TECH-SPEC.md | Markdown | 72f3bdf785ada7d23f4a05bdf0d0f244b18a50c1dedac944b6f398e159a3ce2d | 12 | 896 |
md # Legal/administrative companion
│ ├── ARCHITECTURE.md
│ ├── API.md
│ └── DEPLOYMENT.md
│
├── AGENTS.md # Main agent guide — Do/Don't, Boundaries, PR checklist
├── CLAUDE.md # Pointer to AGENTS.md (auto-loaded by Claude Code)
├... | aucta | TECH-SPEC.md | Markdown | 05abc7483273dd6fec95d935bc2d6af306fa74a7e39857556b4ced0c76ab5d24 | 13 | 896 |
)
Drizzle row types never leak to the frontend. Explicit Zod-validated DTOs at every architectural boundary:
```
Repository (Drizzle types) → DTO → Service → DTO → tRPC Router → Client
```
DTOs live in `packages/shared/src/dto/` and are validated with Zod. Use string literal unions instead of Drizzle enums to stay O... | aucta | TECH-SPEC.md | Markdown | 48f2d84b285ec688539f3fb9b4d9b916214f503910eab7a8fb3b24c06d0dffb3 | 14 | 896 |
───────│
│ │ 7. token + config │
│ │ │
│ <─────────────────────────│ │
│ 8. { token, sessionId, │ │
│ tools, config } │ ... | aucta | TECH-SPEC.md | Markdown | 577f28fa3a0d4890a6b09a0ac4f104e1e7d1d5c7a5d7c95616bd75c6085a3dfd | 15 | 896 |
2.3B parameters, Apache 2.0) via Google AI Edge LiteRT runs on the phone's NPU. Provides basic guidance, safety lookups, and cached knowledge queries without connectivity. Seamless handoff back to Gemini Live when connectivity returns.
---
## 9. Database Schema
All tables managed via Drizzle ORM. Better Auth manages... | aucta | TECH-SPEC.md | Markdown | d18e73275f1e68148a3644951ac3c741acb8fbd55cd3b99b0eefd65e3eacbe7f | 16 | 896 |
----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| `knowledge_articles` | The wi... | aucta | TECH-SPEC.md | Markdown | b08f6c2c6dbb7044fde5d915eff0475e7e0b0e56b8b28fd5c3e2e8a9a0329c99 | 17 | 896 |
for usage tracking |
| 6 | `gdpr.export` | `gdpr/export-requested` | Package all org data as JSON/CSV → upload to Vercel Blob → email download link |
| 7 | `gdpr.delete` | `gdpr/deletion-requested` | Cascade delete pers... | aucta | TECH-SPEC.md | Markdown | b0c3739c5096091add7caa70ba9867384b406eb973898032b54b72175e87a0c9 | 18 | 896 |
-write, isolated test data)
- If `apps/mobile/**` or `packages/**` changed: trigger EAS Build (preview profile)
**On release tag:**
- EAS Build production profile
- App store submission via EAS Submit
---
## 13. Testing Strategy
| Layer | Tool | What Gets Tested ... | aucta | TECH-SPEC.md | Markdown | ee029703c53d6f1d09b214699687e18270334fcf0a44ea9fef67660a43ab1b94 | 19 | 896 |
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