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| Challenge | Impact | Mitigation | |-----------|--------|------------| | – Edge‑AI and SDN expertise are still scarce. | Slower adoption, operational errors. | Antarvsna3 offers certified training programs , partner labs , and a community forum . | | Regulatory Variability – Different countries have divergent rules for post‑quantum crypto. | Compliance risk. | The policy engine can toggle between classic and PQC suites per jurisdiction. | | Hardware Heterogeneity – Not all edge devices support the required accelerators. | Sub‑optimal performance. | A3C‑Runtime includes software‑only fallback (e.g., ONNX Runtime) with graceful degradation. | | Vendor Lock‑In Concerns – Fear of being tied to a single stack. | Hesitation from large enterprises. | Core runtime is open source ; the “hot‑layer” is modular and can be swapped via plug‑in adapters . |

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