Research Frontier

A scientific horizon map of emerging directions.

PastCurrentFuture
RAG
Adaptive Retrieval
Agentic Retrieval
Self-Evolving Retrieval┄┄┄→
Persistent Multimodal Memory┄┄┄→
Autonomous Evidence Verification┄┄┄→

Self-Evolving Retrieval Systems

FORECAST
Confidence
high
Observed momentum
86
Cross-topic convergence
78
Novelty
79
Why?
01Citation velocity
02Publication growth
03Emerging terminology
04Cross-topic convergence
Supporting evidence

142

Counter-signals

18

Relevant papers

67

Forecast: high · This is a model-generated projection. Treat as a directional signal, not a certainty.

Research Opportunities

Persistent Multimodal Memory for Research Agents

Combining retrieval, episodic memory, and multimodal perception

Novelty
94
Momentum
82
Competition
48
Difficulty
79

Self-Evolving Retrieval Policies

Retrieval systems that improve from interaction history

Novelty
88
Momentum
76
Competition
41
Difficulty
71

Verifier-Reasoner Co-scaling

Jointly scaling process verifiers and reasoners

Novelty
79
Momentum
68
Competition
55
Difficulty
66

Evidence-Aware Test-Time Search

Search that verifies intermediate reasoning steps against sources

Novelty
81
Momentum
61
Competition
38
Difficulty
73