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EthanXiang777/circuit-framework

LLM agents & research★ 273 GitHub starsPython⏱ Last commit 3 months ago

Multi-agent LLM system for trading research

What it is

A multi-agent research system for trading built on large language models. Several LLM agents cooperate to produce and analyse trading-related research, forming an automated research workflow. Quant researchers and developers who want to study or build their own AI research pipeline are the intended users. Public information about the project is limited, so expect to read the code to understand exactly what each agent does.

At a glance

Research onlyOur rating, based on popularity, maintenance and how ready it is for real use.

Best forProfessional quants
Used forStrategy research, AI agents
MarketsMulti-market
StackPython
Learning curveModerate learning curve
Practical valueMedium practical value
CostFree and open source
HardwareNo GPU needed
MaintenanceLast commit 3 months ago

GitHub stars, last 30 days

Daily snapshots since 2026-09-28 (up to 30 days): −8 over the period, now 273. Gaps mean no snapshot was taken that day.

In the author's words

Circuit Framework — multi-agent LLM trading research system

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