diff --git a/README.md b/README.md
index fd9bf2b..119c81f 100644
--- a/README.md
+++ b/README.md
@@ -15,9 +15,12 @@ A fast, simple, and modern web application for organizing and tagging photos usi
 - **🎨 Flexible Models**: Select ArcFace, Facenet, Facenet512, or VGG-Face recognition models
 - **👤 Person Identification**: Identify and tag people across your photo collection
 - **🤖 Smart Auto-Matching**: Intelligent face matching with quality scoring and cosine similarity
+- **📊 Confidence Calibration**: Empirical-based confidence scores for realistic match probabilities
 - **🔍 Advanced Search**: Search by people, dates, tags, and folders
 - **🏷️ Tag Management**: Organize photos with hierarchical tags
 - **⚡ Batch Processing**: Process thousands of photos efficiently
+- **🎯 Unique Faces Filter**: Hide duplicate faces to focus on unique individuals
+- **🔄 Real-time Updates**: Live progress tracking and job status updates
 - **🔒 Privacy-First**: All data stored locally, no cloud dependencies
 
 ---
@@ -156,23 +159,9 @@ Then open your browser to **http://localhost:3000**
 ## 📖 Documentation
 
 - **[Architecture](docs/ARCHITECTURE.md)**: System design and technical details
-- **[Web Migration Plan](docs/WEBSITE_MIGRATION_PLAN.md)**: Detailed migration roadmap
-- **[Phase 1 Status](docs/PHASE1_FOUNDATION_STATUS.md)**: Phase 1 implementation status
-- **[Phase 1 Checklist](docs/PHASE1_CHECKLIST.md)**: Complete Phase 1 checklist
 
-**Phase 2 Features:**
-- Photo import via folder scan or file upload
-- Background processing with progress tracking
-- Real-time job status updates (SSE)
-- Duplicate detection by checksum
-- EXIF metadata extraction
-- DeepFace face detection and recognition pipeline
-- Configurable detectors (RetinaFace, MTCNN, OpenCV, SSD)
-- Configurable models (ArcFace, Facenet, Facenet512, VGG-Face)
-- Process tab UI for face processing
-- Job cancellation support
 
----
+*
 
 ## 🏗️ Project Structure
 
@@ -204,7 +193,7 @@ punimtag/
 
 ## 📊 Current Status
 
-### Phase 1: Foundations ✅ **COMPLETE**
+###  Foundations 
 
 **Backend:**
 - ✅ FastAPI application with CORS middleware
@@ -230,7 +219,7 @@ punimtag/
 - ✅ Indices configured for performance
 - ✅ SQLite database at `data/punimtag.db` (auto-created if missing)
 
-### Phase 2: Image Ingestion & Processing ✅ **COMPLETE**
+###  Image Ingestion & Processing 
 
 **Backend:**
 - ✅ Photo import service with checksum computation
@@ -272,13 +261,45 @@ punimtag/
 - ✅ Graceful shutdown handling
 - ✅ **String-based function paths for reliable serialization**
 
-### Next: Phase 3 - Identify Workflow & Auto-Match
+### Identify Workflow & Auto-Match 
 
-- Identify workflow UI
-- Auto-match engine with similarity thresholds
-- Unidentified faces management
-- Person creation and linking
-- Batch identification support
+**Backend:**
+- ✅ Identify face endpoints with person creation
+- ✅ Auto-match engine with similarity thresholds
+- ✅ Unidentified faces management and filtering
+- ✅ Person creation and linking
+- ✅ Batch identification support
+- ✅ Similar faces search with cosine similarity
+- ✅ Confidence calibration system (empirical-based)
+- ✅ Face unmatch/removal functionality
+- ✅ Batch similarity calculations
+
+**Frontend:**
+- ✅ Identify page UI with face navigation
+- ✅ Person creation and editing
+- ✅ Similar faces panel with confidence display
+- ✅ Auto-Match page with person-centric view
+- ✅ Checkbox selection for batch identification
+- ✅ Confidence percentages with color coding
+- ✅ Unique faces filter (hide duplicates)
+- ✅ Date filtering for faces
+- ✅ Real-time face matching and display
+
+### PSearch & Tags 
+
+**Backend:**
+- ✅ Search endpoints with filters (people, dates, tags, folders)
+- ✅ Tag management endpoints (create, update, delete)
+- ✅ Photo-tag linkage system
+- ✅ Advanced filtering and querying
+- ✅ Photo grid endpoints with pagination
+
+**Frontend:**
+- ✅ Search page with advanced filters
+- ✅ Tag management UI
+- ✅ Photo grid with virtualized rendering
+- ✅ Filter by people, dates, tags, and folders
+- ✅ Search results display
 
 ---
 
@@ -316,60 +337,14 @@ PHOTO_STORAGE_DIR=data/uploads
 
 ---
 
-## 🧪 Testing
-
-```bash
-# Backend tests (to be implemented)
-cd /home/ladmin/Code/punimtag
-source venv/bin/activate
-export PYTHONPATH=/home/ladmin/Code/punimtag
-pytest tests/
-
-# Frontend tests (to be implemented)
-cd frontend
-npm test
-```
 
 ---
 
-## 🗺️ Roadmap
-
-### ✅ Phase 1: Foundations (Complete)
-- FastAPI backend scaffold
-- React frontend scaffold
-- Authentication system
-- Database setup
-- Basic API endpoints
-
-### ✅ Phase 2: Image Ingestion & Processing (Complete)
-- ✅ Photo import (folder scan and file upload)
-- ✅ Background job processing with RQ
-- ✅ Real-time progress tracking via SSE
-- ✅ Scan tab UI implementation
-- ✅ Duplicate detection and metadata extraction
-- ✅ DeepFace face detection and processing pipeline
-- ✅ Process tab UI with configuration controls
-- ✅ Configurable detectors and models
-- ✅ Face processing with progress tracking
-- ✅ Job cancellation support
-
-### 🔄 Phase 3: Identify Workflow & Auto-Match (In Progress)
-- Identify workflow UI
-- Auto-match engine with similarity thresholds
-- Unidentified faces management
-- Person creation and linking
-
-### 📋 Phase 4: Search & Tags
-- Search endpoints with filters
-- Tag management UI
-- Virtualized photo grid
-- Advanced filtering
-
-### 🎨 Phase 5: Polish & Release
+### 🔄 Phase 5: Polish & Release (In Progress)
 - Performance optimization
 - Accessibility improvements
 - Production deployment
-- Documentation
+- Documentation updates
 
 ---
 
@@ -436,10 +411,11 @@ npm test
 - Single-user mode only (multi-user support planned)
 - SQLite for development (PostgreSQL recommended for production)
 - No password hashing yet (plain text comparison - fix before production)
-- GPU acceleration not yet implemented
+- GPU acceleration not yet implemented (CPU-only for now)
 - Large databases (>50K photos) may require optimization
-- DeepFace model downloads on first use (can take 5-10 minutes)
-- Face processing is CPU-intensive (GPU support planned for future)
+- DeepFace model downloads on first use (can take 5-10 minutes, ~100MB)
+- Face processing is CPU-intensive (~2-3x slower than face_recognition, but more accurate)
+- First run is slower due to model downloads (subsequent runs are faster)
 
 ---
 
@@ -455,6 +431,8 @@ PunimTag Development Team
 
 ---
 
+
+
 ## 🙏 Acknowledgments
 
 - **DeepFace** library by Sefik Ilkin Serengil - Modern face recognition framework
@@ -468,12 +446,10 @@ PunimTag Development Team
 
 For questions or issues:
 1. Check documentation in `docs/`
-2. See [Phase 1 Checklist](docs/PHASE1_CHECKLIST.md) for implementation status
-3. Review [Migration Plan](docs/WEBSITE_MIGRATION_PLAN.md) for roadmap
+
 
 ---
 
 **Made with ❤️ for photo enthusiasts**
 
-*For the desktop version, see [README_DESKTOP.md](README_DESKTOP.md)*