🤖Multi-AI Agent

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├── agents/              # 🧠 Modular AI agents for handling NLP tasks
│   ├── IntentAgent.ts         # Detects user intent from text
│   ├── EntityAgent.ts         # Extracts Malaysian-specific HR entities
│   └── KnowledgeAgent.ts      # Retrieves relevant HR policies or responses
│
├── nlp/                 # 🔤 Core natural language processing utilities
│   ├── tokenizer.ts           # BM/English tokenization logic
│   ├── classifier.ts          # Intent classification model interface
│   └── preprocessing.ts       # Text normalization and language checks
│
├── config/              # ⚙️ Environment variables and system flags
│   ├── default.json           # Default configuration values
│   └── env.sample             # Template .env file
│
├── entities/            # 🏛️ Custom entity extractors (IC, EPF, universities, etc.)
│   ├── universities.json      # Malaysian university patterns
│   ├── epf.yaml               # EPF-related values
│   └── roles.yaml             # Job title patterns
│
├── intents/             # 🗂️ Intent schemas and classification examples
│   ├── apply_leave.json       # Intent for leave requests
│   ├── payslip_request.json   # Intent for payslip requests
│   └── resignation.json       # Intent for resignation procedures
│
├── knowledge/           # 📚 HR knowledge base for Q&A or retrieval-augmented models
│   ├── policies.md            # General HR policies
│   ├── faq.yaml               # Common HR-related FAQs
│   └── immigration.pdf        # Employment pass rules (Malaysia)
│
├── legal/               # ⚖️ Legal compliance docs and templates
│   ├── contract_templates/    # Offer letters, NDA, etc.
│   ├── industrial_relations.md
│   └── precedent_cases.json   # Legal references for IR/ER
│
├── pipelines/           # 🔁 NLP processing pipelines and logic chaining
│   ├── mainPipeline.ts        # Core processing sequence
│   ├── taxPipeline.ts         # Tax + Zakat-specific logic
│   └── onboardingPipeline.ts  # For new employee flow
│
├── responses/           # 💬 Localized response templates (BM + EN)
│   ├── en.json                # English responses
│   ├── bm.json                # Bahasa Malaysia responses
│   └── templates.yaml         # Dynamic response generators
│
├── roles/               # 👥 Role-based logic and user permissions
│   ├── employee.ts           # Basic employee permissions
│   ├── hr_manager.ts         # HR manager overrides
│   └── admin.ts              # System-level privileges
│
├── README.md            # 📘 Project overview, setup, and architecture
├── nlp_orchestrator.ts  # 🧩 Main controller that routes text through agents and pipelines
└── AgentFactory.ts      # 🏭 Factory pattern to instantiate and register all agents