Overview of AI Research Agents

Synthesis leverages a sophisticated ecosystem of AI agents to automate and accelerate your research paper generation process. Each agent specializes in a distinct phase of the research workflow, from document ingestion and analysis to paper drafting, presentation creation, and interactive querying. Together, they form an intelligent pipeline designed to transform raw research materials into structured, high-quality outputs.

The Agent Orchestrator

At the heart of the Synthesis agent system is the Agent Orchestrator. This central component is responsible for initiating, managing, and monitoring the entire research pipeline for your projects. When you start a research pipeline, the Orchestrator intelligently coordinates the execution of various specialized agents, ensuring that tasks are completed in the correct sequence and that outputs from one agent seamlessly flow as inputs to the next.

To initiate the pipeline for a project:

POST /api/agents/run
Content-Type: application/json

{
    "projectId": "your-project-id"
}

Key Research Agents and Their Roles

Synthesis employs several specialized AI agents, each contributing a vital function to your research project:

1. Document Processor (Ingestion & Indexing)

Role: This agent handles the initial ingestion of your research materials. It processes uploaded documents (like PDFs, text files), extracts their content, and then intelligently chunks and indexes this information into a high-performance vector store. This step is crucial for all subsequent agent-driven analysis and content generation.
Usage: Simply upload your documents to a project via the Synthesis interface. The Document Processor automatically prepares your data in the background.

2. Outliner Agent

Role: The Outliner agent synthesizes the core themes and findings from your uploaded documents to generate a structured outline for your research paper. This provides a foundational framework for your academic writing.
Usage: Once the research pipeline runs and the Outliner completes its task, the generated outline becomes available for review and further editing within your project's details view. This outline guides the subsequent paper generation.

3. Writer Agent

Role: Building upon the generated outline and the indexed research documents, the Writer agent drafts comprehensive sections of your research paper. It aims to produce a coherent and well-structured document, including an abstract, introduction, literature review, methodology, results, discussion, and conclusion.
Usage: The output of the Writer agent is the full draft of your research paper, accessible via the Paper Viewer in your project. You can review, edit, and refine this draft directly within Synthesis. The paper can also be exported into various academic formats like PDF, LaTeX, DOCX, and Markdown.

4. Presenter Agent

Role: The Presenter agent transforms the key findings and structure of your research into a professional presentation. It identifies crucial points and creates slides suitable for academic or professional audiences.
Usage: Once the pipeline completes, you can download a generated presentation (e.g., PPT) directly from your project to share your research effectively.

5. Chat Agent (Interactive Research Assistant)

Role: This agent provides an interactive way to query your research project. Leveraging Retrieval-Augmented Generation (RAG), it uses the context from your uploaded documents and prior agent outputs to answer specific questions, explore concepts, and provide summaries.
Usage: Engage with the Chat Agent within your project's chat interface. Ask questions about your documents, agent-generated content, or specific research topics, and receive context-aware answers.

6. Analytics & Insights Agents

Role: This collection of capabilities continuously analyzes your project's data, documents, hypotheses, and agent activities to provide valuable insights. It tracks metrics such as project quality (novelty, feasibility, testability), concept clusters, word count trends, and potential citations.
Usage: View dashboards and project detail screens to gain a deeper understanding of your research progress, content distribution, and key conceptual relationships identified within your materials.

The Research Pipeline

The agents in Synthesis work together in a coordinated pipeline. When you initiate the pipeline for a project, the Orchestrator ensures that documents are first processed, then outlines and papers are generated, followed by presentations, and all activities are continuously monitored and inform the analytics. This structured approach ensures a thorough and efficient research workflow, automating much of the heavy lifting in academic research.