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 $10K - $14K 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]
AgenTracer: Who Is Inducing Failure in the LLM Agentic Systems?
2025Gui-Min Zhang, Junhao Wang et al.
[2]
Deep Think with Confidence
2025Yichao Fu, Xuewei Wang et al.
[3]
gpt-oss-120b&gpt-oss-20b Model Card
2025OpenAI Sandhini Agarwal, Lama Ahmad et al.
[4]
Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
2025Gheorghe Comanici, Eric Bieber et al.
[5]
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making
2025Jinhao Duan, James Diffenderfer et al.
[6]
Position: Uncertainty Quantification Needs Reassessment for Large-language Model Agents
2025Michael Kirchhof, Gjergji Kasneci et al.
[7]
Qwen3 Technical Report
2025An Yang, Anfeng Li et al.
[8]
Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems
2025Shaokun Zhang, Ming Yin et al.
[9]
Humanity's Last Exam
2025Long Phan, Alice Gatti et al.
[10]
Uncertainty Propagation on LLM Agent
2025Qiwei Zhao, Dong Li et al.
[11]
MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark
2024Yubo Wang, Xueguang Ma et al.
[12]
Overconfidence is Key: Verbalized Uncertainty Evaluation in Large Language and Vision-Language Models
2024Tobias Groot, Matias Valdenegro-Toro
[13]
Efficient Non-Parametric Uncertainty Quantification for Black-Box Large Language Models and Decision Planning
2024Yao-Hung Tsai, Walter Talbott et al.
[14]
Towards Uncertainty-Aware Language Agent
2024Jiuzhou Han, W. Buntine et al.
[15]
DeepSeek LLM: Scaling Open-Source Language Models with Longtermism
2024DeepSeek-AI Xiao Bi, Deli Chen et al.
[16]
Uncertainty Calibration for Tool-Using Language Agents
2024Hao Liu, Zi-Yi Dou et al.
[17]
GAIA: a benchmark for General AI Assistants
2023G. Mialon, Clémentine Fourrier et al.
[18]
GPQA: A Graduate-Level Google-Proof Q&A Benchmark
2023David Rein, Betty Li Hou et al.
[19]
A Survey of Confidence Estimation and Calibration in Large Language Models
2023Jiahui Geng, Fengyu Cai et al.
[20]
The Rise and Potential of Large Language Model Based Agents: A Survey
2023Zhiheng Xi, Wenxiang Chen et al.

Showing 20 of 40 references

Founder's Pitch

"A framework for enhancing AI agent reliability through innovative confidence calibration methods."

AI AgentsScore: 6View PDF ↗

Commercial Viability Breakdown

Breakdown pending for this paper.

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: 1/22/2026

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.