singyichen · singyichen · Mar 26, 2026 · Mar 26, 2026 · Mar 26, 2026
diff --git a/.claude/SKILLS.md b/.claude/SKILLS.md
@@ -1,6 +1,6 @@
 # Claude Code Skills & Commands Directory
 
-This document provides a comprehensive overview of all available Spec-Kit Commands and Knowledge-Domain Skills for the Label-Eval-Portal project.
+This document provides a comprehensive overview of all available Spec-Kit Commands and Knowledge-Domain Skills for the Label Suite project.
 
 ## Directory Structure
 
@@ -203,7 +203,7 @@ Skills for quality gates, defect management, traceability, and reporting.
 
 ## Scoring & Security Special Requirements
 
-For the Label-Eval-Portal project, these skills enforce additional constraints for the scoring engine and test-set leakage prevention:
+For the Label Suite project, these skills enforce additional constraints for the scoring engine and test-set leakage prevention:
 
 | Skill | Special Requirement |
 |-------|---------------------|

diff --git a/.claude/agents/senior-architect.md b/.claude/agents/senior-architect.md
@@ -21,7 +21,7 @@ You are a senior software architect with 15+ years of experience in designing sc
 
 ## Project Context
 
-This project is an NLP data annotation and evaluation portal (Label-Eval-Portal):
+This project is an NLP data annotation and evaluation portal (Label Suite):
 - Frontend: React + TypeScript + Vite + pnpm
 - Backend: FastAPI (Python)
 - Database: PostgreSQL + Redis

diff --git a/.claude/skills/code-quality/CODE_REVIEW_GUIDE.md b/.claude/skills/code-quality/CODE_REVIEW_GUIDE.md
@@ -1,6 +1,6 @@
 # Code Review Skills — Usage Guide
 
-This document explains how to use the Code Review related Skills in the Label-Eval-Portal project.
+This document explains how to use the Code Review related Skills in the Label Suite project.
 
 ## Available Skills
 

diff --git a/.claude/skills/code-quality/code-review-checklist/SKILL.md b/.claude/skills/code-quality/code-review-checklist/SKILL.md
@@ -1,6 +1,6 @@
 ---
 name: code-review-checklist
-description: Generate a customized code review checklist for Label-Eval-Portal (FastAPI + React + TypeScript).
+description: Generate a customized code review checklist for Label Suite (FastAPI + React + TypeScript).
 ---
 
 # Code Review Checklist

diff --git a/.claude/skills/code-quality/git-branch/SKILL.md b/.claude/skills/code-quality/git-branch/SKILL.md
@@ -1,6 +1,6 @@
 ---
 name: git-branch
-description: Standardized git branch lifecycle for Label-Eval-Portal following the SDD workflow.
+description: Standardized git branch lifecycle for Label Suite following the SDD workflow.
 ---
 
 # Git Branch Lifecycle

diff --git a/.claude/skills/requirements-engineering/acceptance-criteria/SKILL.md b/.claude/skills/requirements-engineering/acceptance-criteria/SKILL.md
@@ -1,6 +1,6 @@
 ---
 name: acceptance-criteria
-description: Generate comprehensive Acceptance Criteria checklist for a feature spec in Label-Eval-Portal.
+description: Generate comprehensive Acceptance Criteria checklist for a feature spec in Label Suite.
 ---
 
 # Acceptance Criteria

diff --git a/.claude/skills/requirements-engineering/functional-req/SKILL.md b/.claude/skills/requirements-engineering/functional-req/SKILL.md
@@ -1,6 +1,6 @@
 ---
 name: functional-req
-description: Generate a functional requirements specification document for a Label-Eval-Portal feature.
+description: Generate a functional requirements specification document for a Label Suite feature.
 ---
 
 # Functional Requirements

diff --git a/.claude/skills/requirements-engineering/user-story/SKILL.md b/.claude/skills/requirements-engineering/user-story/SKILL.md
@@ -1,6 +1,6 @@
 ---
 name: user-story
-description: Generate structured User Stories with Acceptance Criteria, story points, and Definition of Done for Label-Eval-Portal.
+description: Generate structured User Stories with Acceptance Criteria, story points, and Definition of Done for Label Suite.
 ---
 
 # User Story

diff --git a/.claude/skills/spec-driven-development/sdd-workflow/SKILL.md b/.claude/skills/spec-driven-development/sdd-workflow/SKILL.md
@@ -1,11 +1,11 @@
 ---
 name: sdd-workflow
-description: Guide for the Spec-Driven Development (SDD) workflow used in Label-Eval-Portal.
+description: Guide for the Spec-Driven Development (SDD) workflow used in Label Suite.
 ---
 
 # SDD Workflow Guide
 
-The Spec-Driven Development workflow ensures every feature begins with a formal specification before any code is written. This is the standard development process for the Label-Eval-Portal project.
+The Spec-Driven Development workflow ensures every feature begins with a formal specification before any code is written. This is the standard development process for the Label Suite project.
 
 ## Workflow Overview
 

diff --git a/.claude/skills/spec-driven-development/spec-to-plan/SKILL.md b/.claude/skills/spec-driven-development/spec-to-plan/SKILL.md
@@ -5,7 +5,7 @@ description: Transform a spec.md into a detailed implementation plan.md followin
 
 # Spec to Plan
 
-Transform a completed `spec.md` into a structured `plan.md` with implementation steps, technical design, and task breakdown for the Label-Eval-Portal project.
+Transform a completed `spec.md` into a structured `plan.md` with implementation steps, technical design, and task breakdown for the Label Suite project.
 
 ## Input
 

diff --git a/.claude/skills/system-design/api-spec/SKILL.md b/.claude/skills/system-design/api-spec/SKILL.md
@@ -1,6 +1,6 @@
 ---
 name: api-spec
-description: Generate OpenAPI-compatible REST API specification for FastAPI endpoints in Label-Eval-Portal.
+description: Generate OpenAPI-compatible REST API specification for FastAPI endpoints in Label Suite.
 ---
 
 # API Specification

diff --git a/.claude/skills/system-design/backend-spec/SKILL.md b/.claude/skills/system-design/backend-spec/SKILL.md
@@ -1,6 +1,6 @@
 ---
 name: backend-spec
-description: Generate a backend service specification for a FastAPI service module or Celery task in Label-Eval-Portal.
+description: Generate a backend service specification for a FastAPI service module or Celery task in Label Suite.
 ---
 
 # Backend Service Specification

diff --git a/.claude/skills/system-design/data-model/SKILL.md b/.claude/skills/system-design/data-model/SKILL.md
@@ -1,6 +1,6 @@
 ---
 name: data-model
-description: Generate PostgreSQL database schema design with ERD, indexes, and security annotations for Label-Eval-Portal.
+description: Generate PostgreSQL database schema design with ERD, indexes, and security annotations for Label Suite.
 ---
 
 # Data Model

diff --git a/.claude/skills/system-design/frontend-spec/SKILL.md b/.claude/skills/system-design/frontend-spec/SKILL.md
@@ -1,6 +1,6 @@
 ---
 name: frontend-spec
-description: Generate a frontend component specification for React + TypeScript components in Label-Eval-Portal.
+description: Generate a frontend component specification for React + TypeScript components in Label Suite.
 ---
 
 # Frontend Component Specification
@@ -31,7 +31,7 @@ Generate a detailed frontend specification for React + TypeScript components inc
 
 ```
 ┌─────────────────────────────────────────────────┐
-│  Label-Eval-Portal                 [User] [Logout]│
+│  Label Suite                 [User] [Logout]│
 ├─────────────────────────────────────────────────┤
 │  Task: Text Classification — Sentiment Analysis  │
 │  Deadline: 2026-03-31  |  Submissions: 2/10      │

diff --git a/.claude/skills/test-engineering/exploratory-testing/SKILL.md b/.claude/skills/test-engineering/exploratory-testing/SKILL.md
@@ -1,6 +1,6 @@
 ---
 name: exploratory-testing
-description: Structured exploratory testing sessions for Label-Eval-Portal with charters, heuristics, and finding documentation.
+description: Structured exploratory testing sessions for Label Suite with charters, heuristics, and finding documentation.
 ---
 
 # Exploratory Testing
@@ -51,7 +51,7 @@ Structured exploratory testing using session-based test management (SBTM) with t
 | **O**perations | Concurrent submissions, Celery task failure recovery |
 | **T**ime | Deadline enforcement, submission timestamps |
 
-### Security Heuristics (Label-Eval-Portal Specific)
+### Security Heuristics (Label Suite Specific)
 
 | Heuristic | Test Approach |
 |-----------|---------------|

diff --git a/.claude/skills/test-engineering/regression-suite/SKILL.md b/.claude/skills/test-engineering/regression-suite/SKILL.md
@@ -1,6 +1,6 @@
 ---
 name: regression-suite
-description: Design and manage the regression test suite for Label-Eval-Portal releases.
+description: Design and manage the regression test suite for Label Suite releases.
 ---
 
 # Regression Suite

diff --git a/.claude/skills/test-engineering/test-coverage/SKILL.md b/.claude/skills/test-engineering/test-coverage/SKILL.md
@@ -1,6 +1,6 @@
 ---
 name: test-coverage
-description: Analyze and report test coverage for Label-Eval-Portal, identifying gaps and recommendations.
+description: Analyze and report test coverage for Label Suite, identifying gaps and recommendations.
 ---
 
 # Test Coverage Analysis

diff --git a/.claude/skills/test-engineering/test-data-strategy/SKILL.md b/.claude/skills/test-engineering/test-data-strategy/SKILL.md
@@ -1,11 +1,11 @@
 ---
 name: test-data-strategy
-description: Design test data strategy for Label-Eval-Portal including fixtures, factories, and security isolation.
+description: Design test data strategy for Label Suite including fixtures, factories, and security isolation.
 ---
 
 # Test Data Strategy
 
-Define how test data is created, managed, and isolated across different test types in Label-Eval-Portal.
+Define how test data is created, managed, and isolated across different test types in Label Suite.
 
 ## Usage
 

diff --git a/.claude/skills/test-engineering/test-plan/SKILL.md b/.claude/skills/test-engineering/test-plan/SKILL.md
@@ -1,6 +1,6 @@
 ---
 name: test-plan
-description: Generate a comprehensive test plan for a Label-Eval-Portal feature or sprint.
+description: Generate a comprehensive test plan for a Label Suite feature or sprint.
 ---
 
 # Test Plan

diff --git a/.specify/memory/constitution.md b/.specify/memory/constitution.md
@@ -1,4 +1,4 @@
-# Label-Eval-Portal Constitution
+# Label Suite Constitution
 
 ## Core Principles
 

diff --git a/.specify/templates/agent-file-template.md b/.specify/templates/agent-file-template.md
@@ -1,4 +1,4 @@
-# Label-Eval-Portal Development Guidelines
+# Label Suite Development Guidelines
 
 Auto-generated from feature plans. Last updated: [DATE]
 

diff --git a/.specify/templates/constitution-template.md b/.specify/templates/constitution-template.md
@@ -1,5 +1,5 @@
 # [PROJECT_NAME] Constitution
-<!-- Example: Label-Eval-Portal Constitution -->
+<!-- Example: Label Suite Constitution -->
 
 ## Core Principles
 

diff --git a/AGENTS.md b/AGENTS.md
@@ -1,6 +1,6 @@
 # Claude Code Agents Directory
 
-This document provides a comprehensive overview of all available AI agents for the Label-Eval-Portal project.
+This document provides a comprehensive overview of all available AI agents for the Label Suite project.
 
 ## Quick Reference
 
@@ -27,7 +27,7 @@ This document provides a comprehensive overview of all available AI agents for t
 
 ## Complete Agent Reference
 
-**Sorting Note**: Ordered by usage frequency in the Label-Eval-Portal project, with most frequently used agents listed first.
+**Sorting Note**: Ordered by usage frequency in the Label Suite project, with most frequently used agents listed first.
 
 | Agent Name | Role | Category | Key Expertise | Example Task |
 |------------|------|----------|---------------|--------------|

diff --git a/CLAUDE.md b/CLAUDE.md
@@ -4,7 +4,7 @@ This file provides guidance to Claude Code (claude.ai/code) when working with co
 
 ## Project Overview
 
-Label-Eval-Portal — A configurable, general-purpose NLP data labeling and automated evaluation portal, developed as a master's thesis research outcome (Demo Paper).
+Label Suite — A configurable, general-purpose NLP data labeling and automated evaluation portal, developed as a master's thesis research outcome (Demo Paper).
 
 **Advisor:** Prof. Lung-Hao Lee — [Natural Language Processing Lab](https://ainlp.tw/)
 
@@ -76,7 +76,7 @@ uv run ruff format .
 > **Decision:** This project uses a Modular Monorepo — frontend and backend co-located in the same repository under separate top-level directories. See [ADR-001](docs/adr/001-monorepo-structure.md) for the full rationale. All architectural decisions are documented in [docs/adr/](docs/adr/).
 
 ```
-label-eval-portal/
+label-suite/
 ├── frontend/                # React + TypeScript frontend
 │   ├── src/
 │   │   ├── components/      # React components

diff --git a/docs/adr/001-monorepo-structure.md b/docs/adr/001-monorepo-structure.md
@@ -29,7 +29,7 @@ Adds a dedicated build orchestration layer for managing multiple packages. Desig
 Use a **Modular Monorepo**: frontend and backend co-located in a single repository under clearly separated top-level directories.
 
 ```
-label-eval-portal/          ← single repository
+label-suite/                ← single repository
 ├── frontend/               ← React + TypeScript + Vite
 ├── backend/                ← FastAPI (Python)
 ├── docker-compose.yml      ← unified service orchestration

diff --git a/docs/adr/010-config-driven-architecture.md b/docs/adr/010-config-driven-architecture.md
@@ -5,7 +5,7 @@
 
 ## Context
 
-The core research contribution of Label-Eval-Portal is a **general-purpose NLP labeling and evaluation platform** — one that supports multiple task types (classification, regression, span labeling, etc.) without requiring custom code for each new task.
+The core research contribution of Label Suite is a **general-purpose NLP labeling and evaluation platform** — one that supports multiple task types (classification, regression, span labeling, etc.) without requiring custom code for each new task.
 
 A naive implementation would hardcode task-specific logic:
 ```python

diff --git a/docs/adr/README.md b/docs/adr/README.md
@@ -1,6 +1,6 @@
 # Architecture Decision Records (ADR)
 
-This directory contains Architecture Decision Records for the Label-Eval-Portal project.
+This directory contains Architecture Decision Records for the Label Suite project.
 
 ## What is an ADR?
 

diff --git a/docs/diagrams/thesis/thesis-ch3-system-design.d2 b/docs/diagrams/thesis/thesis-ch3-system-design.d2
@@ -26,7 +26,7 @@ task_types: Supported Tasks {
   t3: Span Labeling {class: base}
 }
 
-portal: Label-Eval-Portal {
+portal: Label Suite {
   class: module
 
   labeling: Labeling Module {

diff --git a/docs/diagrams/thesis/thesis-ch5-experiments.d2 b/docs/diagrams/thesis/thesis-ch5-experiments.d2
@@ -8,7 +8,7 @@ title: Chapter 5 — Experiments & Analysis {
   style.bold: true
 }
 
-system: Label-Eval-Portal {
+system: Label Suite {
   class: module
 }
 
@@ -28,7 +28,7 @@ domains: 5.1 Experimental Scenarios {
 efficiency: 5.2 Efficiency Evaluation {
   class: highlight
 
-  portal_score: Label-Eval-Portal {class: base}
+  portal_score: Label Suite {class: base}
   label_studio_score: Label Studio {class: base}
   setup_steps: Setup Steps {class: warning}
   setup_time: Setup Time (min) {class: warning}