The future of enterprise AI is Agentic Systems Engineering

AI development is radically transforming both how software is built and the role of the developer. With vibe coding and AI coding tools, it's never been easier to build working applications quickly. This has led to an explosion of new tools and applications created without days of hand coding or years of training. After all, it feels incredible to see an app emerge from a conversation.

But using these tools isn't leading to higher quality software or more coherent architectures. At best, they produce MVPs that lead to questions from senior leadership around scalability, reliability, and security. Then there's the fact that enterprises remain as complex as they've ever been, and shipping safely across their environments continues to be a stumbling block. They have legacy systems that restrain innovation and, as they make our processes agentic, they'll need even more complex data management and integration.

What's needed is a breakthrough approach to AI development for enterprises. Agentic Systems Engineering is a different way to help organizations build, manage, and evolve governed agentic systems for the enterprise. It's different because it's built on the rich context and guardrails that agents require, and it's open. You can merge agentic development from either OutSystems Mentor or third-party agentic coding tools like Cursor and Claude Code into one governed platform, supported by the best that LLMs have to offer. Let's explore how it empowers you and your teams to build and ship AI with confidence in performance and outcomes.

How Agentic Systems Engineering resolves your current AI challenges

The wild, wild west attitude toward agentic AI has increased the number of build surfaces, making it difficult to enforce IT policy. The software development lifecycle (SDLC) is fragmented because of data sprawl and the loss of context. Building without the right guardrails is causing outages, production incidents, rework, risk, breaches, and architecture drift.

Coding is easier and cheaper, but risk is not. In fact, Gartner projects a 2,500% increase in software defects by 2028 as prompt-to-app approach software development scales. Legacy systems still run businesses, and the opportunity to rebuild and modernize them is finally here. But if we just build them without a control layer for AI, initiatives will stall, trust will break, and growth will slow. You might recognize these challenges, either because you've experienced them yourself or you've read about them.

Agentic Systems Engineering was designed to address these enterprise AI challenges and more by enabling you and your teams to:

• Rapidly build custom apps and AI agents for mission-critical core functions of your business.
• Modernize legacy processes with AI and ship agentic solutions that wrap and extend your core systems and data.
• Manage and govern the full lifecycle of your portfolio of apps and agents in one, open platform.

Basically, it's the ace up your sleeve for your company. Agentic Systems Engineering strips away the complexity and risk of managing infrastructure and fragmented LLM stacks. You get it all, right out of the box, including built-in real-time observability, governance, and human-in-the-loop. It takes whatever tool you are using to build, whatever AI is supporting the build, and who is building what and brings it into one unified and open platform. Watch this video to see how it all plays out.

Your team. Your AI. Your tools. One unified and open platform

If your organization is like so many others, it probably has backend developers who write C# and Java and have never opened OutSystems. Your design teams are shipping CSS from Figma. You have data engineers, DevOps teams, business analysts. They all contribute to your systems, but they operate in parallel worlds.

These teams also have their own agentic development tools. Backend developers are using Claude Code and Codex. Frontend teams live in Figma Make and Cursor. OutSystems developers rely on Mentor. All have their strengths, supporting the preferred workflows of these teams. With Agentic Systems Engineering, you can meet them where they are. Two OutSystems innovations make that possible.

OutSystems Enterprise Context Graph, the context layer

At the core of Agentic Systems Engineering is OutSystems Enterprise Context Graph. Inside every OutSystems environment, there has always been a living model of enterprise data, applications, business logic, and governance policies. The Enterprise Context Graph extends the OutSystems platform's unique contextual architecture with the dynamic tooling that agents need to be highly productive over complex systems.

In addition, it enables any team to contribute to your software estate using the same enterprise business rules, security policies, and logic that governs everything else. This significantly accelerates delivery, while keeping teams in full control. Backend developers, designers, and external AI tools can all participate in building and evolving these systems. Everything is brought into a unified platform.

As Bruno Costa, a tech lead for OutSystems Partner valantic, puts it, “I'm still a developer, I just moved one abstraction up. Now I can focus on architecture and business rules for the client.”

Mentor, the next generation

Another key component is the next generation of Mentor, which provides conversational app generation, and serves as your co-developer or pair programmer right in the IDE. It also has real-time understanding of your enterprise architecture. So, it can generate and evolve applications and agents that can be integrated into business systems.

Praveen Kumar Natarajan, an OutSystems architect at HEINEKEN, is impressed with Mentor's output: “We uploaded the exact business requirements for an event engagement app to Mentor and it automatically generated almost everything needed—from the Data Model and server-side logic to the essential screens. In seconds, we had about 80% of the MVP version built.”

The process of building and iterating over complex enterprise systems becomes a conversation. Developers move from writing every line of code to orchestrating a team of agents. As Wayne Fincher, a developer for OutSystems Customer Kent State University says, “Mentor is a major time-saver. I can ask it to implement my request and it does it with high accuracy. I never want to go back to not using Mentor—two thumbs up!”

Imagine having multiple modules open, such as an intake agent in one window and a management dashboard in the other. Mentor works on both simultaneously. While the agent learns rules from thousands of documents, Mentor is building the dashboard after extracting learned guidelines from thousands of decision traces to get smarter with every run. Mentor also writes to a shared, model-driven foundation that developers can review and refine. It captures visible components and invisible dependencies between services, data, and integrations across the portfolio—enabling change-safe evolution.

An open, dynamic context layer

As your AI footprint grows, it doesn't turn into sprawl, because your entire portfolio of apps and agents is governed from a single place. You can apply consistent guardrails, automate governance, and manage a continuous lifecycle. Because it has an open, dynamic context layer, agents can understand all the software you build on, or integrate in, OutSystems. This rich context enables agentic tools to build new systems or evolve existing ones, ensuring reuse over reinvention, and governance over chaos. Think of it as the live map of your software portfolio. Without it, agents are just guessing.

How Agentic Systems Engineering accelerates your modernization efforts

Many of your existing systems aren't built for enterprise AI. At the same time, they hold the key to what makes your business unique. Because Agentic Systems Engineering is a governed approach, you can transform and extend what you already own without starting from scratch. You get the open architecture and the essential governance foundation necessary to overcome existing environment complexity and move from AI-development experimentation to mission-critical production at scale.

Agentic Systems Engineering understands what you want to build, manage, and govern. It finds the data model, the process logic, and the decision rules buried in the code and extracts the requirements for you. It goes straight to what's needed to address your need for agile and performant agentic systems.

With Agentic Systems Engineering, you have a repeatable safety loop where every change passes through automated evaluations and policy validations. This is your governed path from prompt to production: giving you a way to move at AI speed while ensuring your systems remain compliant, secure, and scalable by design.

OutSystems Agentic Systems Engineering: The new standard for enterprise AI development

Balancing the speed of AI with the oversight required for complex, mission-critical production has become paramount in enterprise AI development. Agentic Systems Engineering makes custom application and agent development with AI possible. It elevates the role of developer from coder to agentic system engineer by transforming a collection of siloed, fragmented apps into a unified, governed ecosystem of apps, agents, workflows, and APIs. In a world where coding and agent building are handled by AI, architecture, integration, data modeling, and lifecycle governance are now the valuable part of development and delivery.

With Agentic Systems Engineering, you and your teams move at enterprise AI speed while ensuring architectural consistency, data security, and systems scalability. Meanwhile, you can be confident knowing that you're working with a unified stack and platform that was built to ensure that everything works when you're wiring up an agentic system.

You can get started with Agentic Systems Engineering today

To jumpstart your journey with Agentic Systems Engineering, we are offering a limited-time Mentor promotion. If you are an ODC customer, you can start using Mentor to take advantage of this offer through the promotional period. If you are an O11 customer, you can request access by clicking on “Activate ODC” in your customer portal to get your free commercial ODC instance.

Not a customer? No worries! You can learn more about the offer or sign up to start using the OutSystems platform for free today.

Ready to learn more? Read all about Agentic Systems Engineering.