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Rethinking Publication: A Certification Framework for AI-Enabled Research

BACKGROUND
1 SIGNALFIRST DETECTED 27 April 2026
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13 Apr
AlphaLab: Autonomous Multi-Agent Research Across Optimization Domains with Frontier LLMs

arXiv:2604.08590v1 Announce Type: cross Abstract: We present AlphaLab, an autonomous research harness that leverages frontier LLM agentic capabilities to automate the full

REPORT · WHAT · ArXiv CS.AIOPEN STORY
29 Apr
AI Identity: Standards, Gaps, and Research Directions for AI Agents

arXiv:2604.23280v1 Announce Type: new Abstract: AI agents are now running real transactions, workflows, and sub-agent chains across organizational boundaries without continuous

REPORT · HOW · ArXiv CS.AIOPEN STORY
20 May
How Far Are We From True Auto-Research?

arXiv:2605.19156v1 Announce Type: new Abstract: Recent auto-research systems can produce complete papers, but feasibility is not the same as quality, and the field still lacks a

REPORT · HOW · ArXiv CS.AIOPEN STORY
22 Apr
AI scientists produce results without reasoning scientifically [R]

<!-- SC_OFF --><div class="md"><p>Researchers ran 25,000 AI scientist experiments and discovered something that need attention!!</p> <p>AI scientists are producing results without

OPINION · WHEN · MachineLearningOPEN STORY
24 Apr
AI to Learn 2.0: A Deliverable-Oriented Governance Framework and Maturity Rubric for Opaque AI in Learning-Intensive Domains

arXiv:2604.19751v1 Announce Type: new Abstract: Generative AI is entering research, education, and professional work faster than current governance frameworks can specify how

REPORT · HOW · ArXiv CS.AIOPEN STORY
17 Sept
Making AI-Assisted Claims Independently Challengeable: Publication Authority and a Protocol for Falsifiable Publication Records

arXiv:2609.17631v1 Announce Type: new Abstract: AI-assisted claims can appear authoritative when evidence, analysis, human authorization, presentation, and correction history

REPORT · WHEN · ArXiv CS.AIOPEN STORY
20 Jul
Closing the AI Trust Gap: The Case for Independent Certification for Trustworthy AI

arXiv:2607.15992v1 Announce Type: new Abstract: Over the past decade, responsible AI (RAI) has produced a substantial body of practice for identifying and mitigating the risks AI

REPORT · WHAT · ArXiv CS.AIOPEN STORY
17 Jul
AI-accelerated End-to-End Framework for Rapid Professional Upskilling

arXiv:2607.14044v1 Announce Type: new Abstract: By 2030, 59 of every 100 workers will need reskilling or upskilling, yet the average time to close an enterprise skills gap grew

REPORT · WHEN · ArXiv CS.AIOPEN STORY
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