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researchcompleteDecember 2025

DeepCode Simplified

3-agent paper-to-code matching 10-agent performance

DeepCode Simplified visualization

What

3-agent paper-to-code matching 10-agent performance

100.8%score
3 vs 10agents

How

PythonQwen3-CoderClaudePyTorchLiteLLM

Built on: Autonomous Researcher, DGX Spark Platform

Why

The Lab + Pioneer

Hero: Flagship projects with major impact

Overview

A 3-agent system (Planner, Coder, Verifier) that achieves 100.8% of DeepCode's 10-agent benchmark score at 20% complexity. Proves that sophisticated AI architectures can be dramatically simplified without losing capability.

Key Metrics

100.8%
score
3 vs 10
agents
$0.02/paper
cost

Technologies

PythonQwen3-CoderClaudePyTorchLiteLLM

Narrative Framings

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