Intermediatestable04_/_INTERMEDIATE

Literature Reviewer

Searches recent papers for a research question, clusters findings, and produces a synthesized literature review.

Py_3.12CrewAIArXivRequestsVIEW SOURCE

# INPUT_PROMPT // LIT_REVIEWER

SCHEMA: V.1.0

>>>RESEARCH_QUESTION

What is the state of evidence on long-context retrieval for LLMs in 2025-2026? Focus on production-relevant findings.

system@agent-archive:~$

IDLE

OUTPUT_LOG:

[IDLE] Awaiting input. Press RUN DEMO to initialize the pipeline.

LIVE_EXECUTION_LOG // lit-reviewer0 EVENTS

[STREAM] No active execution. Trigger a run to populate the log.

/SYSTEM_INTERNALS

ARCHITECTURE

SYSTEM_ARCHITECTURE

[01]Paper Finder

[02]Cluster Analyst

[03]Reviewer

/BACKEND_CONTRACT

PLUGGABLE RUNTIME

This demo serves a hardcoded fixture today. Set NEXT_PUBLIC_USE_REAL_BACKEND=true and the same UI will POST /api/intermediate/lit-reviewer to a real CrewAI service - no UI change required.

/TYPED_INTERFACE

runProject(LIT_REVIEWER, {
  question: string,
}) -> markdown