[HN] Show HN: VeilPhantom – Open-source on-device PII detection for AI pipelines

Summary

VeilPhantom is an open-source Python SDK that enhances privacy in AI pipelines by detecting and tokenizing PII (Personally Identifiable Information) on-device. Before text reaches LLMs, sensitive data like names or medical details are replaced with generic tokens, preventing exposure to cloud APIs. This solution not only secures data but also surprisingly led to increased LLM accuracy in benchmarks.

Continue Reading

Explore related coverage about community news and adjacent AI developments: [r/ML] [D] MYTHOS-INVERSION STRUCTURAL AUDIT, [r/LocalLLaMA] karpathy / autoresearch, [r/ML] [R] Agentic AI and Occupational Displacement: A Multi-Regional Task Exposure Analysis (236 occupations, 5 US metros), [r/ML] Building behavioural response models of public figures using Brain scan data (Predict their next move using psychological modelling) [P].

Related Articles

• [r/ML] [D] MYTHOS-INVERSION STRUCTURAL AUDIT

  March 29, 2026

• [r/LocalLLaMA] karpathy / autoresearch

  March 10, 2026

• [r/ML] [R] Agentic AI and Occupational Displacement: A Multi-Regional Task Exposure Analysis (236 occupations, 5 US metros)

  April 7, 2026

• [r/ML] Building behavioural response models of public figures using Brain scan data (Predict their next move using psychological modelling) [P]

  April 5, 2026