Post by Global 5G Evolution

⏳𝐖𝐡𝐲 𝐓𝐫𝐮𝐬𝐭 𝐢𝐬 𝐭𝐡𝐞 𝐍𝐞𝐰 𝐌𝐞𝐭𝐫𝐢𝐜 𝐟𝐨𝐫 𝟔𝐆 𝐚𝐧𝐝 𝐀𝐮𝐭𝐨𝐧𝐨𝐦𝐨𝐮𝐬 𝐍𝐞𝐭𝐰𝐨𝐫𝐤𝐬 𝑲𝒆𝒚 𝑻𝒂𝒌𝒆𝒂𝒘𝒂𝒚𝒔 📊Trust as a Requirement: As telecom networks evolve into AI-native architectures, trustworthiness—encompassing safety, security, transparency, reliability, and ethics—must be embedded by design, not treated as an afterthought. 📊The Regulatory Imperative: Following the EU AI Act, trustworthiness is now essential for both regulatory compliance and market confidence; operators and subscribers expect it, and competitors will offer it. 📊Evolution of Risks: 🔄Traditional AI/ML: Risks include data poisoning, adversarial examples, and model inversion attacks, necessitating rigorous data governance and security controls. 🔄LLMs & Generative AI: These introduce unique vulnerabilities like prompt injection—where data can be misinterpreted as instructions—requiring layered defense strategies and "guardrails". 🔄Agentic AI: Autonomous execution capabilities bring heightened risks, including inadequate testing of parallel operations, automation bias, and "chaining effects" where errors propagate between agents. 📊The Role of Explainability (XAI): Transparency is critical for adoption. XAI techniques (like SHAP and APE) allow developers and operators to understand the "why" behind AI decisions, enabling root-cause analysis and verifying correctness in live networks. 📊Holistic Approach: A successful strategy must cover the entire AI lifecycle, combining zero-trust principles, human-in-the-loop oversight, data provenance, and algorithmic guards that constrain AI behavior. 💬𝐴𝑠 𝑤𝑒 𝑏𝑟𝑖𝑑𝑔𝑒 𝑡ℎ𝑒 𝑔𝑎𝑝 𝑏𝑒𝑡𝑤𝑒𝑒𝑛 ℎ𝑖𝑔ℎ-𝑙𝑒𝑣𝑒𝑙 𝐴𝐼 𝑎𝑢𝑡𝑜𝑚𝑎𝑡𝑖𝑜𝑛 𝑎𝑛𝑑 𝑟𝑒𝑎𝑙-𝑤𝑜𝑟𝑙𝑑 𝑛𝑒𝑡𝑤𝑜𝑟𝑘 𝑠𝑎𝑓𝑒𝑡𝑦, 𝑤ℎ𝑒𝑟𝑒 𝑑𝑜 𝑦𝑜𝑢 𝑑𝑟𝑎𝑤 𝑡ℎ𝑒 𝑙𝑖𝑛𝑒: ℎ𝑜𝑤 𝑚𝑢𝑐ℎ 𝑐𝑜𝑛𝑡𝑟𝑜𝑙 𝑎𝑟𝑒 𝑦𝑜𝑢 𝑤𝑖𝑙𝑙𝑖𝑛𝑔 𝑡𝑜 ℎ𝑎𝑛𝑑 𝑜𝑣𝑒𝑟 𝑡𝑜 𝑎𝑛 𝑎𝑢𝑡𝑜𝑛𝑜𝑚𝑜𝑢𝑠 𝑎𝑔𝑒𝑛𝑡 𝑏𝑒𝑓𝑜𝑟𝑒 𝑡ℎ𝑒 '𝑏𝑙𝑎𝑐𝑘 𝑏𝑜𝑥' 𝑏𝑒𝑐𝑜𝑚𝑒𝑠 𝑎 𝑙𝑖𝑎𝑏𝑖𝑙𝑖𝑡𝑦? Let’s debate in the comments. 👇 More updates: 𝐉𝐮𝐥𝐲 𝟐𝟎𝟐𝟔 Telco AI-Native virtual conference. https://lnkd.in/gQgA-y8G ♻️ Repost to help your network get started 👉Subscribe to #global5gevolution newsletter https://lnkd.in/ge9gsyjE 👉Subscribe to our YouTube https://lnkd.in/g8M7YvKq 👉Follow us on Kaneshwaran Govindasamy & Global 5G Evolution 👉Click comments #TelecomAI #6G #TrustworthyAI #GenerativeAI #AgenticAI #NetworkAutomation #Ericsson #TechLeadership