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Insights, research, and perspectives from the DecentraSec team.
Showing 1–6 of 23 articles
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August 26, 2026
LLM4SE Reproducibility Crisis: 86.7% of Papers Fail Audit
First 640-paper audit of LLM4SE research finds 86.7% reproducibility failure modes. ScholarMark replaces badges with tamper-evident, mathematically verifiable infrastructure — proof, not presence.
August 25, 2026
Research Integrity as Auditable Infrastructure | DecentraSec
The scientific record is the last unmanaged supply chain. Here is how research integrity becomes auditable infrastructure — and why early-adopting institutions will set the standard before funders enforce it.
August 21, 2026
Why Research Integrity Needs Infrastructure, Not Policy
Retractions top 10,000. Prompt injections flip AI reviews. Preprint platforms accept AI-generated papers. The fix isn't another policy — it's provenance-native infrastructure that catches research fraud at intake.
August 18, 2026
Provable Integrity for Federal Reproducibility Mandates
Federal reproducibility mandates have turned 'trust us' into a compliance violation. Audit-ready research infrastructure must now capture tamper-evident lineage, AI attribution, and graph-level fraud signals.
August 13, 2026
Research Integrity Is an Infrastructure Problem: 2025–26
The 2025–26 trust collapse is an audit finding on the substrate of published research. Institutions that treat integrity as verifiable infrastructure set the standard.
August 10, 2026
Science's $2.5B Integrity Gap: Peer Review & Reproducibility Crisis
No verifiable provenance layer powers peer review, reproducibility, or data sovereignty. This is the integrity infrastructure gap every research institution must close.
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August 26, 2026
LLM4SE Reproducibility Crisis: 86.7% of Papers Fail Audit
First 640-paper audit of LLM4SE research finds 86.7% reproducibility failure modes. ScholarMark replaces badges with tamper-evident, mathematically verifiable infrastructure — proof, not presence.
August 25, 2026
Research Integrity as Auditable Infrastructure | DecentraSec
The scientific record is the last unmanaged supply chain. Here is how research integrity becomes auditable infrastructure — and why early-adopting institutions will set the standard before funders enforce it.
August 21, 2026
Why Research Integrity Needs Infrastructure, Not Policy
Retractions top 10,000. Prompt injections flip AI reviews. Preprint platforms accept AI-generated papers. The fix isn't another policy — it's provenance-native infrastructure that catches research fraud at intake.
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