Federal agencies need to modernize applications while keeping the systems their missions depend on running. Program leaders balance that work against available funding and engineering capacity, while managing the risk that comes with changing operational systems. Delivery time shapes that risk because longer development cycles require agencies to commit more resources before they can see how an approach performs against mission requirements.
Earlier working capability changes that equation. Teams can test assumptions, identify issues, and make investment decisions with evidence from the application itself. Agentic development can shorten that learning cycle, and our experience with C3 Code shows how.
Putting C3 Code to Work
CATHEXIS recently joined C3 AI’s Redwood City AI Accelerator with a federal use case and publicly available sanitized source data from an application our team already understood. Within hours, our engineers used C3 Code to produce a working application covering the functionality selected for the exercise, with the existing application providing an established reference for assessing the result.
During the build, C3 Code agents worked for extended periods with engineer oversight and limited input. That autonomy compressed portions of the implementation process while keeping our engineers focused on directing the objective and evaluating the output. Production readiness requires deeper development, testing, integration, and validation, but the exercise demonstrated something valuable earlier in the lifecycle. C3 Code can move a defined use case to working software quickly enough for teams to begin learning from the application sooner.
The Enterprise Foundation Extends the Advantage
That speed becomes more useful because C3 Code operates within the C3 AI platform. Data models and application services sit alongside integration capabilities and controls for access and governance, giving C3 Code an established foundation to draw on as it builds workflows and interfaces. That reduces the setup work required before a team can begin testing how an application performs.
For federal customers, this creates a stronger starting point for early validation. Engineers can evaluate how an application uses authoritative data, fits existing systems, and operates within security requirements while mission users assess whether the workflow supports the intended outcome. Earlier validation can also reduce modernization risk by helping teams identify what works, expose gaps, and adjust the approach before making a larger commitment of funding and engineering resources.
Shorter Development Cycles Expand Mission Options
Federal programs routinely prioritize worthwhile improvements because engineering capacity and funding are finite. Some applications wait behind mandatory work, while others require enough initial development effort that the expected return cannot support the investment. C3 Code can change that calculation by reducing the effort required to reach a working increment of capability.
A team can evaluate a targeted workflow earlier, use the result to inform the next investment decision, and move forward with stronger evidence that the approach supports the mission. That creates more room to reconsider improvements that previously competed poorly for limited development resources.
CATHEXIS sees a direct opportunity to apply that model across our federal work. Our teams have deployed more than 20 production AI and machine learning applications with C3 AI across defense and intelligence missions. Through CATHEXIS Labs, our engineers also turn delivery experience into reusable components and test innovative approaches before applying them more broadly.
C3 Code gives those teams another way to accelerate the early stages of development. Engineers can spend more of their time on architecture, integration, security, validation, and technical decisions that determine whether an application will succeed in the customer environment. Mission experts can engage with working capability earlier and shape the solution while changes remain easier to make. Together, that creates a tighter connection between mission understanding and engineering execution.
Turning Development Speed into Mission Outcomes
Speed creates value when it carries through to the customer’s mission, and that requires engineering accountability throughout delivery. CATHEXIS teams guide the build, independently evaluate generated code, test applications against mission requirements, and plan for integration and sustainment. The same discipline extends to federal AI policy, secure software development practices, and the requirements that support the customer’s authorization process.
C3 Code can compress parts of the development cycle, while CATHEXIS brings the mission knowledge and engineering discipline required to turn that acceleration into operational capability. For federal customers, that creates an opportunity to validate ideas earlier, reduce the risk surrounding larger modernization decisions, and move proven capabilities toward mission use sooner.
The larger opportunity is greater than faster application development alone. C3 Code gives CATHEXIS and our customers a way to learn earlier, invest with better evidence, and deliver more mission outcomes from the resources already available.