1. Expert Metadata & Role Identification
| Full Name | Jackline Maina |
| Proposed RFP Role | AI Security Specialist (Supporting Specialist) |
| Arybit Role | AI Security and Adversarial Research Lead |
| Identifier | ARY-SEC07 |
| Location | Nairobi, Kenya |
| Evidence Status | Verified (AI Security & Robustness Research Records) |
2. Professional Profile
Jackline Maina is an AI security specialist focused on adversarial robustness, prompt injection mitigation, AI output verification, and data protection compliance. At Arybit Technologies, she leads adversarial testing and security evaluations across machine learning workflows and automated research pipelines.
For GCM-MIS, Jackline provides specialist support in evaluating automated extraction pipelines against data contamination, ensuring secure handling of confidential mineral market datasets, and implementing audit logging controls.
3. Core Competencies
- AI Security & Red-Teaming: Adversarial testing, prompt leakage prevention, input sanitization for NLP models.
- Data Protection & Compliance: Information security auditing, role-based data shielding, privacy-by-design.
- Vulnerability Assessment: Automated security scans, API penetration testing, tamper-evident audit logging.
4. Employment History & Arybit Contributions
AI Security & Adversarial Research Lead — Arybit Technologies (2023 – Present)
- Conducts red-teaming and adversarial robustness testing on the AARAB research agent and Arybit Intelligence CORE.
- Implements cryptographic hash chaining for tamper-evident data audit trails.
