{ "item_title" : "AI-Driven DevOps & DevSecOps Automation", "item_author" : [" Roshan Kakarla "], "item_description" : "Cloud systems have crossed a threshold in scale, speed, and interdependence where the classical model of human-centric operations no longer provides reliable control. Modern infrastructure is elastic, distributed, and continuously changing. Software delivery is frequent, and the operational surface area expands with every new service, region, dependency, and identity pathway. Security threats evolve faster than static controls can be updated, and compliance expectations increasingly demand evidence, traceability, and continuous risk management rather than periodic audits.Devops matured as a response to fragmentation bridging development and operations through shared responsibility and automation. DevSecOps extended that bridge by integrating security controls earlier and more continuously throughout the software lifecycle. Yet most current implementations remain bounded by a foundational limitation: they automate execution but not reasoning.", "item_img_path" : "https://covers4.booksamillion.com/covers/bam/6/20/943/982/6209439829_b.jpg", "price_data" : { "retail_price" : "93.00", "online_price" : "93.00", "our_price" : "93.00", "club_price" : "93.00", "savings_pct" : "0", "savings_amt" : "0.00", "club_savings_pct" : "0", "club_savings_amt" : "0.00", "discount_pct" : "10", "store_price" : "" } }

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