PDF Viewer

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Estimated $9K - $13K over 6-10 weeks.

See exactly what it costs to build this -- with 3 comparable funded startups.

7-day free trial. Cancel anytime.

Discover the researchers behind this paper and find similar experts.

7-day free trial. Cancel anytime.

References (40)

[1]
Agent4S: The Transformation of Research Paradigms from the Perspective of Large Language Models
2025Boyuan Zheng, Zerui Fang et al.
[2]
Qwen3 Technical Report
2025An Yang, Anfeng Li et al.
[3]
The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search
2025Yutaro Yamada, R. Lange et al.
[4]
CodeCoR: An LLM-Based Self-Reflective Multi-Agent Framework for Code Generation
2025Ruwei Pan, Hongyu Zhang et al.
[5]
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
2025Adam Suma, Sam Dauncey
[6]
GPT-4o System Card
2024OpenAI Aaron Hurst, Adam Lerer et al.
[7]
ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery
2024Ziru Chen, Shijie Chen et al.
[8]
LLMs4Synthesis: Leveraging Large Language Models for Scientific Synthesis
2024Hamed Babaei Giglou, Jennifer D’Souza et al.
[9]
On the Resilience of LLM-Based Multi-Agent Collaboration with Faulty Agents
2024Jen-Tse Huang, Jiaxu Zhou et al.
[10]
SciCode: A Research Coding Benchmark Curated by Scientists
2024Minyang Tian, Luyu Gao et al.
[11]
MapCoder: Multi-Agent Code Generation for Competitive Problem Solving
2024Md. Ashraful Islam, Mohammed Eunus Ali et al.
[12]
Code Generation with AlphaCodium: From Prompt Engineering to Flow Engineering
2024T. Ridnik, Dedy Kredo et al.
[13]
DeepSeek-V3 Technical Report
2024DeepSeek-AI, A. Liu et al.
[14]
Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models
2023Andy Zhou, Kai Yan et al.
[15]
Code Llama: Open Foundation Models for Code
2023Baptiste Rozière, Jonas Gehring et al.
[16]
AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
2023Qingyun Wu, Gagan Bansal et al.
[17]
MetaGPT: Meta Programming for Multi-Agent Collaborative Framework
2023Sirui Hong, Xiawu Zheng et al.
[18]
Is Self-Repair a Silver Bullet for Code Generation?
2023Theo X. Olausson, J. Inala et al.
[19]
Reasoning with Language Model is Planning with World Model
2023Shibo Hao, Yi Gu et al.
[20]
Tree of Thoughts: Deliberate Problem Solving with Large Language Models
2023Shunyu Yao, Dian Yu et al.

Showing 20 of 40 references

Founder's Pitch

"A low-code platform using Bayesian adversarial multi-agent framework to automate and enhance scientific code generation with LLMs."

Low-code AI PlatformsScore: 7View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

1/4 signals

2.5

Quick Build

3/4 signals

7.5

Series A Potential

3/4 signals

7.5

Sources used for this analysis

arXiv Paper

Full-text PDF analysis of the research paper

GitHub Repository

Code availability, stars, and contributor activity

Citation Network

Semantic Scholar citations and co-citation patterns

Community Predictions

Crowd-sourced unicorn probability assessments

Analysis model: GPT-4o · Last scored: 3/3/2026

Explore the full citation network and related research.

7-day free trial. Cancel anytime.

Understand the commercial significance and market impact.

7-day free trial. Cancel anytime.

Get detailed profiles of the research team.

7-day free trial. Cancel anytime.