echo-emily-backend / PROGRESS.md
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ECHO Project Progress Tracker

Date: 2026-04-15
Goal: Finish ECHO project today


πŸ“Š Overall Status

Component Status Progress
Emily Core Pipeline βœ… Done 100%
Emily FastAPI Server βœ… Done 100%
ECHO Frontend βœ… Done 100%
Integration (Frontend β†’ Backend) βœ… Done 100%
Auth + Server Persistence βœ… Done 100%
Security Hardening βœ… Done 100%
Mobile UX Polish βœ… Done 100%
Testing & Validation ⏳ In Progress 55%

βœ… Completed Steps

1. Emily Emotive Pipeline Core

Module File Status
Input Gateway src/pipeline/stages/input_gateway/input_normalizer.py βœ…
Emotion Engine (Heuristic) src/pipeline/stages/emotion_engine/emotion_classifier.py βœ…
Emotion Engine (NLP) src/pipeline/stages/emotion_engine/nlp_emotion_model.py βœ…
NLP Trainer src/pipeline/stages/emotion_engine/train_nlp_emotion_model.py βœ…
Dataset Prep src/pipeline/stages/emotion_engine/dataset_prep.py βœ…
Dual Memory Manager src/pipeline/stages/memory_manager/ βœ…
Policy Engine src/pipeline/stages/policy_engine/response_policy_selector.py βœ…
Prompt Builder src/pipeline/stages/prompt_builder/prompt_assembler.py βœ…
LLM Client (Ollama) src/pipeline/stages/llm_client/ollama_client.py βœ…
Safety Processor src/pipeline/stages/safety_processor/response_guard.py βœ…
Orchestrator src/pipeline/orchestrator/pipeline.py βœ…
Telemetry src/pipeline/telemetry/ βœ…

2. Training Infrastructure

Component Status
Dataset loaders (dair-ai, EmotionDialogue) βœ…
JSONL export (train/val/test) βœ…
NLP model trainer (lexical + NB) βœ…
Model artifact saver βœ…
Zero-arg launchers βœ…

3. FastAPI Server

Endpoint Status
GET / βœ…
GET /health βœ…
POST /api/pipeline/analyze βœ…
POST /api/emotion βœ…
GET /api/insights/{user_id} βœ… (mock)
GET /api/memory/{user_id} βœ… (mock)
CORS config βœ…
Startup/shutdown events βœ…

4. ECHO Frontend

Component File Status
Next.js 14 setup package.json, next.config.mjs βœ…
Tailwind config tailwind.config.ts βœ…
Design tokens (OLED, neon) βœ…
Card component src/components/Card.tsx βœ…
Button component src/components/Button.tsx βœ…
Input component src/components/Input.tsx βœ…
BentoGrid src/components/BentoGrid.tsx βœ…
ParticleBackground src/components/ParticleBackground.tsx βœ…
Dashboard page src/app/page.tsx βœ…
Root layout src/app/layout.tsx βœ…
Emily API client src/lib/emily-api.ts βœ…
Multi-page routing src/app/notes/page.tsx, src/app/insights/page.tsx βœ…
User login + per-user storage src/lib/user-data.ts βœ…
Auto-save analyzed notes src/app/page.tsx βœ…
Draft save + notes vault view src/app/page.tsx, src/app/notes/page.tsx βœ…
Parallax/scroll motion src/app/page.tsx βœ…
Real auth (register/login/me/logout) src/pipeline/api/main.py, src/pipeline/api/persistence.py βœ…
Server DB for entries/drafts/users src/pipeline/api/persistence.py (logs/echo_app.db) βœ…
Next API proxy routes src/app/api/pipeline/analyze/route.ts, src/app/api/backend/[...path]/route.ts βœ…
Frontend migrated to server data src/lib/backend-api.ts, src/app/*.tsx βœ…
Password reset flow src/pipeline/api/main.py, src/pipeline/api/persistence.py, src/app/page.tsx βœ…
Entry edit/delete src/pipeline/api/main.py, src/pipeline/api/persistence.py, src/app/notes/page.tsx βœ…
API rate limiting src/pipeline/api/main.py βœ…
Global DB-backed rate limiting src/pipeline/api/persistence.py βœ…
CORS tightening src/pipeline/api/main.py βœ…
Auth flow E2E-style test tests/test_api_auth_flow.py βœ…

5. Documentation

Doc Status
README.md βœ…
DOCs/Docs Main.md βœ…
DOCs/Basic Emotive AI Implementation Guide.md βœ…
DOCs/NLP Emotion Model Training Essentials.md βœ…
ECHO_website/README.md βœ…
ECHO_website/QUICKSTART.md βœ…
ECHO_website/ARCHITECTURE.md βœ…
ECHO_website/CLAUDE.md βœ…

❌ Pending Steps

1. Production Hardening (High Priority)

Task Details
Fallback observability Further telemetry dashboarding
Session rotation strategy Optional advanced policy (refresh tokens)

2. Testing (Medium Priority)

Task Details
End-to-end test Journal β†’ Emily β†’ Response
Emotion model smoke test Verify NLP model loads
API contract test Verify request/response shapes
Frontend component test Verify renders + interactions

3. Polish (Low Priority)

Task Details
Mobile responsive Improve multi-page breakpoints
Loading states Add richer skeleton/transition states
Motion polish More layered parallax + section reveals
Note management Bulk actions/search filters

🎯 Critical Path to Finish Today

1. Start Emily API server (uvicorn)
2. Start frontend app
3. Login with username
4. Analyze entries and verify auto-saved notes
5. Review Notes + Insights pages

πŸš€ Commands Reference

Start Emily Backend

cd D:\dheer@j\Emily
$env:PYTHONPATH="core/src"
.venv\Scripts\python -m uvicorn pipeline.api.main:app --reload --reload-dir core/src --port 8000

Start ECHO Frontend

cd D:\dheer@j\Emily\web
npm run dev

Run NLP Training (if needed)

cd D:\dheer@j\Emily
.venv\Scripts\python run_prepare_emotion_dataset.py
.venv\Scripts\python run_train_nlp_emotion_model.py

πŸ“ Change Log

Time Change File
- Initial assessment -

πŸ”§ Known Issues

Issue Severity Workaround
Next API proxy route missing Medium Frontend calls backend directly
Real auth not implemented Medium Local username login only
Server persistence not implemented Medium localStorage per user
Insights engine mock data Low Real implementation pending

βœ… Definition of Done

  • Emily API serves responses to frontend
  • Journal entry β†’ emotion analysis β†’ response works
  • UI displays Emily's reply with emotion-based coloring
  • Login/register required with backend auth
  • Analyze auto-saves note and notes are visible
  • Multi-page navigation works
  • Notes/drafts persisted in server SQLite DB
  • Password reset request/confirm flow works
  • Edit/delete analyzed notes works
  • DB-backed global rate limit enabled
  • Mobile bottom nav + tighter mobile spacing
  • Backend and frontend build/type checks pass
  • Python test suite passes in current venv
  • No console errors in browser
  • Dev server runs without crashes