Research Observatory

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What are you investigating?

How is retrieval-augmented generation evolving toward autonomous research agents?
Question
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Active Research

Future of Agentic RAG

How is retrieval-augmented generation evolving toward autonomous research agents?

428 papers·1842 evidence units·Last activity 12m ago

Mechanistic Interpretability

How do large language models represent and compose concepts internally?

312 papers·967 evidence units·Last activity 2h ago

Test-Time Compute Scaling

Does scaling inference-time computation reliably improve reasoning?

187 papers·524 evidence units·Last activity 1d ago
Signals
Agentic Retrieval
↑ 47%
Persistent Memory
↑ 52%
Multimodal Agents
↑ 28%
Tool-augmented RAG
↑ 34%
Self-reflection
↑ 19%
Static Retrieval
↓ 12%
Recent Discoveries
Connections
60

3

emerging connections between persistent memory and agentic retrieval

Contradictions
40

2

contradictions on context length effects

Opportunities
100

5

research opportunities in multimodal memory

Frontier

Self-Evolving Retrieval Systems

Momentum 86·Convergence 78·high confidence

Persistent Multimodal Memory

Momentum 74·Convergence 69·medium confidence

Autonomous Evidence Verification

Momentum 63·Convergence 55·medium confidence
Production RAG · Research Intelligence Workspace
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