Artificial intelligence is transforming how software is built. AI-powered development assistants are helping engineering teams design, build and deliver software faster than ever before. Across the industry, organizations are embracing the AI-driven development lifecycle (AI-DLC) to accelerate innovation and shorten release cycles.
But delivering software is only part of the story. Once applications reach production, they still need to be monitored, maintained and continuously improved. As software becomes more distributed and releases become more frequent, the operational knowledge required to keep systems running reliably becomes increasingly difficult to manage.
For Mycom, the next evolution of AI-DLC lies beyond software development. Through its Assurance Cloud Service (ACS) SaaS platform, which hosts the AI+Data+Automation portfolio applications, Mycom is extending AI into day-2 operations using runtime agents; AI-powered operational agents help manage production environments. This is not a future concept or research project. Runtime agents are already part of how Mycom delivers intelligent SaaS capabilities to Communications Service Providers (CSPs) today.
From building software to running it
Many organizations have adopted a ‘you build it, you run it’ culture, bringing development and operations closer together. While this improves ownership and accountability, it also means that every release carries operational expertise that needs to be shared across teams.
Traditionally, that expertise has been captured in documentation, runbooks and standard operating procedures. These resources remain valuable, but they rely on people finding the right information, interpreting it correctly and applying it consistently, often during time-critical situations.
Runtime agents change that model. Instead of simply documenting operational knowledge, they package that knowledge into intelligent software that can assist with monitoring, investigation and routine operational activities. Rather than replacing engineers, they augment them by helping apply established operational practices consistently and at scale.
Operational intelligence built into the Mycom platform
This is where the Mycom ACS platform stands apart. It is an AI+Data+Automation application harness, supercharging each application and including runtime agents that directly embed the operational intelligence (as agent skills and tools) to keep the applications running at peak performance.
Instead of treating application operations as something that happens outside the platform, ACS brings AI into the product lifecycle itself. Runtime agents continuously apply operational knowledge, support troubleshooting, assist with routine workflows and help engineering teams respond more quickly to changing conditions.
For Mycom customers, this means that they benefit from capabilities that go beyond dashboards and alerts. The platform actively helps interpret events, apply operational knowledge and helps resolve repetitive operational tasks, allowing teams to focus on higher-value work.
Why it matters
As businesses accelerate digital transformation, operational complexity continues to grow. Cloud-native applications, microservices and continuous delivery have increased the speed of innovation, but they have also increased the complexity of operating software reliably.
Embedding runtime agents into the platform helps reduce that complexity. They improve consistency, preserve operational knowledge, reduce manual effort and help teams respond faster when issues arise. Operational expertise no longer lives solely with a handful of experienced engineers, it becomes an intelligent capability available across the platform.
Importantly, people remain firmly in control. Engineers continue to make decisions and provide governance, while runtime agents execute approved procedures, gather information and automate repetitive activities.
A new way to think about SaaS
Traditional SaaS platforms primarily deliver functionality. Mycom believes that the next generation of SaaS platforms will also ship with built-in operational intelligence.
Through the ACS platform, Mycom is already demonstrating this shift. Runtime agents extend the value of AI beyond software creation into software operation, helping customers run increasingly complex environments more efficiently while improving resilience and consistency.
This represents a natural extension of the AI-driven development lifecycle. AI no longer stops contributing once software has been deployed; it continues delivering value throughout the application’s entire lifecycle.
Looking ahead
As AI continues to mature, CSPs will increasingly expect software platforms not only to provide features, but also to help operate themselves. Operational intelligence will become a core differentiator for modern SaaS platforms.
Mycom envisions runtime agents as a key part of that future. By embedding them into the ACS platform today, Mycom is already helping customers simplify operations, respond faster to change and make better use of the knowledge built into their production environments.
The future of AI isn’t simply about writing better software. It is about building software that can be operated more intelligently. Runtime agents make that possible, and through the ACS platform, Mycom is turning that vision into reality for CSPs today.
This blog was first posted on Medium and written by Dirk Michel, SVP SaaS and Digital Technology at Mycom: https://generativeai.pub/runtime-agents-the-missing-piece-of-ai-dlc-94846dbb975f
