Evidence-Centered AI Research Workspace

Run end-to-end research in one platform: discover papers, analyze documents, generate citations and reviews, and export final deliverables with full user authentication and secure key handling.

6
Specialized Agent Roles
9
User-Provided API Keys
100MB
Per-File Upload Limit
Find open-access papers on transformer interpretability and summarize the strongest evidence.
Tool execution in progress
Tool: semantic_scholar_search — query routed
Tool: download_pdf — evidence retrieved
Tool: read_pdf_tool — pages extracted

Answer: self-attention attribution and activation patching show consistent causal signals.
Evidence: page 4 and page 11 from two selected papers.
Download: /api/files/download/selected_paper.pdf

Platform Capabilities

Updated to match the current architecture across FastAPI, SQLAlchemy async sessions, and the Next.js workspace.

01

Multi-Agent Orchestration

A routed agent system coordinates Web Research, Document Reading, Research Analysis, Paper Import, and Output Generation under a single chat workflow.

02

User-Owned AI Keys

Every account provides its own API keys for all agent roles. Keys are encrypted at rest and decrypted in-memory only for active requests.

03

Evidence-Driven Paper Search

Discover papers through Semantic Scholar and Google Scholar integrations, prioritize relevance and citation quality, and keep retrieval grounded in source content.

04

Structured Research Operations

Generate summaries, citations (APA, MLA, Chicago, IEEE, Harvard, BibTeX), comparisons, literature reviews, refined research questions, and section drafts.

05

Database-First File Handling

Uploads are processed in memory and stored in the database, including extracted text and binary content. File listings are optimized to avoid loading large binaries.

06

Streaming Responses and Tool Trace

Chat responses stream in real time with server-sent events, while tool activity is captured so users can inspect intermediate reasoning steps.

07

Library, Notes, and Citations

Manage paper metadata, save citations, and maintain research notes from one authenticated workspace with dashboard metrics and recent activity tracking.

08

Secure Sharing and Recovery

Share chat sessions with rotating tokens and expiration controls. Chats and files are soft-deleted, enabling safer workflows than immediate hard deletes.

09

Production Exports

Convert outputs into downloadable Word, PDF, PowerPoint, and audio files. Generated assets are persisted so downloads survive process restarts.

Built For Research Workflows

A

Academic Research

Literature review acceleration, citation workflows, and evidence-backed drafting.

P

Product and Strategy Teams

Rapid synthesis of technical sources for decision support and communication.

G

Graduate and Professional Learning

From source ingestion to final output generation in one guided system.

Ready to run a complete research cycle?

Sign in, connect your keys, and start with chat, file ingestion, library management, and export-ready outputs.

2026 AI Research Agent