Reino: Encapsulation

Encapsulamento consiste em traçar limites fortes. Em um navegador web, isso pode significar que seu código para dispositivos móveis não pode ser abusado por outros códigos para dispositivos móveis. No servidor, pode significar a diferenciação entre dados validados e não validados, entre os dados de dois usuários ou entre os dados que os usuários podem ou não acessar.

Embedding and Data Exposure

Abstract
Permitir o armazenamento de incorporações de vetores sem criptografia ou controles de acesso adequados pode levar ao acesso não autorizado, vazamento de dados e possível uso indevido de informações confidenciais.
Explanation
Armazenar as incorporações de vetores sem criptografia ou controles de acesso adequados pode levar ao acesso não autorizado e vazamento de dados. As incorporações geralmente representam informações confidenciais e sua exposição pode comprometer a confidencialidade e a integridade dos dados.
Exemplo 1: No trecho de código a seguir, um índice FAISS contendo incorporações é gravado em um arquivo chamado "index.faiss".

import faiss
...

# Generate random embeddings
embeddings = get_llm_embedding()

# Create a FAISS index
index.add(embeddings)

# Write the index to a file
faiss.write_index(index, "index.faiss")

Se esse arquivo for armazenado sem criptografia, ele ficará suscetível a acesso não autorizado, potencialmente expondo dados confidenciais.
References
[1] OWASP Top 10 for Large Language Model Applications OWASP
[2] Security of AI embeddings explained IronCore Labs
[3] Standards Mapping - Common Weakness Enumeration CWE ID 313
[4] Standards Mapping - DISA Control Correlation Identifier Version 2 CCI-001350, CCI-002475
[5] Standards Mapping - FIPS200 MP
[6] Standards Mapping - General Data Protection Regulation (GDPR) Insufficient Data Protection
[7] Standards Mapping - NIST Special Publication 800-53 Revision 4 AU-9 Protection of Audit Information (P1), SC-28 Protection of Information at Rest (P1)
[8] Standards Mapping - NIST Special Publication 800-53 Revision 5 AU-9 Protection of Audit Information, SC-28 Protection of Information at Rest
[9] Standards Mapping - OWASP Application Security Verification Standard 4.0 8.1.6 General Data Protection (L3)
[10] Standards Mapping - OWASP Mobile 2014 M2 Insecure Data Storage
[11] Standards Mapping - OWASP Top 10 2004 A8 Insecure Storage
[12] Standards Mapping - OWASP Top 10 2007 A8 Insecure Cryptographic Storage
[13] Standards Mapping - OWASP Top 10 2010 A7 Insecure Cryptographic Storage
[14] Standards Mapping - OWASP Top 10 2013 A6 Sensitive Data Exposure
[15] Standards Mapping - OWASP Top 10 2017 A3 Sensitive Data Exposure
[16] Standards Mapping - OWASP Top 10 2021 A02 Cryptographic Failures
[17] Standards Mapping - Payment Card Industry Data Security Standard Version 3.0 Requirement 6.5.3
[18] Standards Mapping - Payment Card Industry Data Security Standard Version 3.1 Requirement 6.5.3
[19] Standards Mapping - Payment Card Industry Data Security Standard Version 3.2 Requirement 6.5.3
[20] Standards Mapping - Payment Card Industry Data Security Standard Version 3.2.1 Requirement 6.5.3
[21] Standards Mapping - Payment Card Industry Data Security Standard Version 4.0 Requirement 6.2.4
[22] Standards Mapping - Payment Card Industry Data Security Standard Version 4.0.1 Requirement 6.2.4
[23] Standards Mapping - Payment Card Industry Software Security Framework 1.0 Control Objective 7.1 - Use of Cryptography
[24] Standards Mapping - Payment Card Industry Software Security Framework 1.1 Control Objective 7.1 - Use of Cryptography, Control Objective B.2.3 - Terminal Software Design
[25] Standards Mapping - Payment Card Industry Software Security Framework 1.2 Control Objective 7.1 - Use of Cryptography, Control Objective B.2.3 - Terminal Software Design
[26] Standards Mapping - SANS Top 25 2010 Porous Defenses - CWE ID 311
[27] Standards Mapping - SANS Top 25 2011 Porous Defenses - CWE ID 311
[28] Standards Mapping - Security Technical Implementation Guide Version 3.1 APP3210.1 CAT II
[29] Standards Mapping - Security Technical Implementation Guide Version 3.4 APP3210.1 CAT II
[30] Standards Mapping - Security Technical Implementation Guide Version 3.5 APP3210.1 CAT II
[31] Standards Mapping - Security Technical Implementation Guide Version 3.6 APP3210.1 CAT II
[32] Standards Mapping - Security Technical Implementation Guide Version 3.7 APP3210.1 CAT II
[33] Standards Mapping - Security Technical Implementation Guide Version 3.9 APP3210.1 CAT II
[34] Standards Mapping - Security Technical Implementation Guide Version 3.10 APP3210.1 CAT II
[35] Standards Mapping - Security Technical Implementation Guide Version 4.2 APSC-DV-001350 CAT II, APSC-DV-002340 CAT II
[36] Standards Mapping - Security Technical Implementation Guide Version 4.3 APSC-DV-001350 CAT II, APSC-DV-002340 CAT II
[37] Standards Mapping - Security Technical Implementation Guide Version 4.4 APSC-DV-001350 CAT II, APSC-DV-002340 CAT II
[38] Standards Mapping - Security Technical Implementation Guide Version 4.5 APSC-DV-001350 CAT II, APSC-DV-002340 CAT II
[39] Standards Mapping - Security Technical Implementation Guide Version 4.6 APSC-DV-001350 CAT II, APSC-DV-002340 CAT II
[40] Standards Mapping - Security Technical Implementation Guide Version 4.7 APSC-DV-001350 CAT II, APSC-DV-002340 CAT II
[41] Standards Mapping - Security Technical Implementation Guide Version 4.8 APSC-DV-001350 CAT II, APSC-DV-002340 CAT II
[42] Standards Mapping - Security Technical Implementation Guide Version 4.9 APSC-DV-001350 CAT II, APSC-DV-002340 CAT II
[43] Standards Mapping - Security Technical Implementation Guide Version 4.10 APSC-DV-001350 CAT II, APSC-DV-002340 CAT II
[44] Standards Mapping - Security Technical Implementation Guide Version 4.11 APSC-DV-001350 CAT II, APSC-DV-002340 CAT II
[45] Standards Mapping - Security Technical Implementation Guide Version 4.1 APSC-DV-001350 CAT II, APSC-DV-002340 CAT II
[46] Standards Mapping - Security Technical Implementation Guide Version 5.1 APSC-DV-001350 CAT II, APSC-DV-002340 CAT II
[47] Standards Mapping - Security Technical Implementation Guide Version 5.2 APSC-DV-001350 CAT II, APSC-DV-002340 CAT II
[48] Standards Mapping - Security Technical Implementation Guide Version 5.3 APSC-DV-001350 CAT II, APSC-DV-002340 CAT II
[49] Standards Mapping - Security Technical Implementation Guide Version 6.1 APSC-DV-001350 CAT II, APSC-DV-002340 CAT II
[50] Standards Mapping - Security Technical Implementation Guide Version 6.2 APSC-DV-001350 CAT II, APSC-DV-002340 CAT II
[51] Standards Mapping - Web Application Security Consortium Version 2.00 Information Leakage (WASC-13)
desc.structural.python.embedding_and_data_exposure