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Idea Network × Idea Interflowing · Live

Agent-native research graphEvidence, state
and honest boundaries

Infrastructure for agents, an inspectable workspace for people

Idea Network organizes papers, authors, concepts and citation links into a research graph agents can call directly. Idea Interflowing turns that infrastructure into an inspectable workspace. It reports what it found while explicitly labeling not-found evidence, uncertainty and graph blind spots.

3.04Mpaper nodes
3.13Mauthor nodes
53.4Mcitation links

How It Works / Three core capabilities

On the citation network, see the unseen

General models excel at retrieving and summarizing within the known. Idea Interflowing works on the structure of the citation network itself — where the gaps are, where the frontier is heading, and how cross-disciplinary connections hold up.

01 · Gap Finding

Research-gap mining

Locate the "voids" in the citation network — the structural gaps surrounded by dense citation yet truly reached by no one. Agents then work out which not-yet-posed research question each void corresponds to.

  • Identify structural holes and cross-domain rifts in the citation network
  • Translate a void into a concrete, researchable problem statement
  • Every judgment clicks back to the original literature as evidence
High-value research gap HIGH-VALUE GAP Cluster A Cluster B Cluster C Cluster D
02 · Frontier Prediction

Frontier-breakthrough forecast

Identify a field's current research frontier, trace its advance along the time axis, and answer the hardest and most valuable question of all: where is the next breakthrough most likely to appear?

  • Extract the direction and speed of frontier advance from historical evolution
  • Predict potential breakthrough points along the time axis
  • Pinpoint the unsolved research questions behind each breakthrough
Time ↓ t₀ 2019t₁ 2020t₂ 2021t₃ 2022t₄ 2023t₅ 2024t₆ 2025+ ? ? ? ? Research frontier (the frontier at the time) Future potential directions New work pushes it outward Predicted directions Multi-dim direction vectors
03 · Hypothesis Generation

Cross-disciplinary hypothesis generation

Find inspiration along real academic relationships and generate candidate hypotheses where fields intersect. Not free association, but reasoning along the real structure of the citation network — every hypothesis carries an evidence chain that traces back to the source.

  • Construct testable new hypotheses at the intersection of fields
  • Grounded in 4D ontology reasoning: field · method · data · conclusion
  • Output structured, traceable candidate research directions
Field A Field B Candidate hypothesis HYPOTHESIS Field Method Data Conclusion 4D ONTOLOGY · traceable across the citation network

Live Workflows

Creation and supervision, one evidence chain

Idea Creator turns a direction into a structured proposal. Idea Supervisor grounds review judgments in inspectable evidence paths. Both workflows are developed and live.

Idea CreatorLive

Start from a research direction and follow connected papers, concepts and citations to find structural gaps worth pursuing. Separate established evidence, refutable hypotheses and open validation work, then deliver a structured proposal ready for review and execution.

Idea SupervisorLive

Review a paper or abstract against target-venue dimensions and expose the evidence path behind every judgment. Explicitly separate graph-confirmed evidence, graph-not-found results and graph blind spots so each score can be challenged and refined.

FAQ / Frequently asked

About Idea Network and Interflowing

How are Idea Network and Idea Interflowing related?

Idea Network is agent-native research-graph infrastructure for papers, authors, concepts, citation tools and stateful sessions. Idea Interflowing is the graph-grounded workspace above it, turning those capabilities into workflows researchers can inspect, challenge and continue editing.

How is it different from an ordinary AI literature-review tool?

Ordinary literature tools help you "read faster" — they answer "what already exists in this field." Idea Interflowing is infrastructure — it turns the whole citation network into an object any LLM can freely roam and reason over, letting an agent autonomously answer "what is still missing, and where the next breakthrough lies," with every conclusion carrying an evidence chain you can click back to the source.

What are Idea Creator and Idea Supervisor?

Idea Creator turns a direction and connected evidence into a structured proposal. Idea Supervisor reviews a paper or abstract against target-venue dimensions and exposes evidence paths, not-found results and graph blind spots. Both workflows are live.

Can I use it now?

Yes. Idea Network has a public preview at wentor.ai/network. Idea Interflowing is live at interflowing.ai and continues to iterate in beta.

Are the data sources reliable — can citations be fabricated?

Every citation comes from authoritative academic data sources and can be traced one by one. Through our in-house deep-research framework and knowledge graph, we keep both the citation and the claim it supports faithful, ruling out fabricated references and misattributions by design.

Enter a traceable research graph from one real question

Both products are live: let agents find evidence in Idea Network, then turn judgments into inspectable deliverables in Interflowing.

Product Feedback / Co-create

Help refine Idea Interflowing

The product is live. Share a real research problem and your contact details to help us calibrate the workflow.