3. Technical Creation of Feeda AIAs

3.1. Step 1: Define the AIA’s Purpose

1. Identify the domain (e.g., real estate, music, travel).

2. Define the agent’s core objectives and expected interactions.

3.2. Step 2: Configure the Knowledge Base

1. Curate datasets relevant to the domain.

2. Use tools such as OpenAI embeddings or Elasticsearch for semantic search capabilities.

3. Integrate retrieval-augmented systems for dynamic learning.

3.3. Step 3: Build the Database

1. Set up a scalable and secure relational or NoSQL database.

2. Configure live data pipelines using tools like Kafka or AWS Data Streams.

3. Establish APIs for real-time data exchange.

3.4. Step 4: Implement the IMS

1. Select LLMs like GPT-4, Claude, or custom models for reasoning tasks.

2. Build a modular architecture for task execution.

3. Integrate API management tools for external service calls.

3.5. Step 5: Design the CMS

1. Use frameworks like React, Angular, or Vue.js for web-based CMS.

2. Ensure responsive design for mobile compatibility.

3. Enable multimodal interactions via text, voice, or visual tools.

3.6. Step 6: Test and Validate

1. Conduct end-to-end testing for functionality, performance, and security.

2. Use synthetic datasets for stress testing.

3. Validate user experience through beta testing.