# Blog · Mentaport

> Mentaport — Recent headlines.

- [Bloom's 2 Sigma: AI vs. Human Tutors and What the Data Shows](https://mentaport.xyz/blog/blooms-2-sigma-ai-vs-human-tutors-and-what-the-data-shows.php/index.md)
- [RAG vs Confluence: Latency, Hallucinations & Data Limits](https://mentaport.xyz/blog/rag-vs-confluence-latency-hallucinations-data-limits.php/index.md)
- [90-Second Escalation Loop Reduces Onboarding Time by 41%](https://mentaport.xyz/blog/90-second-escalation-loop-reduces-onboarding-time-by-41.php/index.md)
- [C2PA v2.1 Telemetry Binding: CDCI Study Shows Fraud Reclassification.](https://mentaport.xyz/blog/c2pa-v21-telemetry-binding-cdci-study-shows-fraud-reclassification.php/index.md)
- [Sign AI Training Terms at Capture: Where C2PA Binding Breaks](https://mentaport.xyz/blog/sign-ai-training-terms-at-capture-where-c2pa-binding-breaks.php/index.md)
- [Mapping SOC 2 to GDPR: 12 Controls for Mentor Platforms](https://mentaport.xyz/blog/mapping-soc-2-to-gdpr-12-controls-for-mentor-platforms.php/index.md)
- [Mentor Matching: 3 Data Points - Triad, 31% Advantage, 0.7](https://mentaport.xyz/blog/mentor-matching-3-data-points-triad-31-advantage-07.php/index.md)
- [RAG Coaching QA: Why Sub-2% Citation Errors Are Achievable](https://mentaport.xyz/blog/rag-coaching-qa-why-sub-2-citation-errors-are-achievable.php/index.md)
- [Counterfactual vs Adversarial Debiasing: Which Cuts AI Bias 20%?](https://mentaport.xyz/blog/counterfactual-vs-adversarial-debiasing-which-cuts-ai-bias-20.php/index.md)
- [RAG Coaching: 38% Faster Time-to-Competency, But Variance Matters](https://mentaport.xyz/blog/rag-coaching-38-faster-time-to-competency-but-variance-matters.php/index.md)
- [2026 Mentorship: 1:4 Ratio at 10k via 7-Minute Exchanges](https://mentaport.xyz/blog/2026-mentorship-14-ratio-at-10k-via-7-minute-exchanges.php/index.md)
- [Skill Graph vs Survey Matching: A Cold Six-Criteria Scorecard](https://mentaport.xyz/blog/skill-graph-vs-survey-matching-a-cold-six-criteria-scorecard.php/index.md)
- [CMU 2026 Study: AI Mentorship ROI & Latency Mechanics](https://mentaport.xyz/blog/cmu-2026-study-ai-mentorship-roi-latency-mechanics.php/index.md)
- [EU AI Act 2026: Why the 2 August Cliff Matters for AI Mentors](https://mentaport.xyz/blog/eu-ai-act-2026-why-the-2-august-cliff-matters-for-ai-mentors.php/index.md)

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