Stability at Speed: Navigating AI in Dog Years
Developing enterprise-grade AI orchestration systems today is like building in dog years. Software upgrades that once represented a year of work are now shipped in two months or less. Integrations require constant investment. When an LLM releases a new major version, it isn’t just an upgrade – it’s a paradigm shift in the decisions software can automate.
As businesses race to harness AI, they are empowering engineers with Claude Code, asking everyone to be an agent builder and wondering why the hundreds of hours invested in skills and workflow automation aren’t adding up to measurable outcomes in hours saved. Meanwhile, the foundation is constantly shifting beneath all of those individualised investments and the next paradigm shift is just weeks away.
Two Six Technologies' development and deployment of its new agentic orchestrator, Helix, offers an instructive example in how to run the AI time trials without sacrificing functionality, transparency or security. Helix went from zero to operational on the most sensitive and secure systems in the world in three months (Two Six counts the Department of War, DARPA and agencies within the Intelligence Community as its core customers).
How did it achieve this, especially for an environment like vital, classified national security systems where stability and security are top-line requirements, rather than afterthoughts?
Consider risk from the start
First, achieving true stability at speed requires an organisational foundation built on being forward-thinking about risk while constantly experimenting. In an environment saturated with shifting trends, new tech and non-stop updates, doing things quickly naturally invokes serious safety and security concerns.
However, by implementing a proactive security posture from day one and relying on Trusted Keep, its in-house zero-trust solution, Two Six Technologies was able to safely pilot cutting-edge capabilities without sacrificing compliance, proving that tight security parameters can successfully coexist with rapid iteration and innovation.
More can be more
To maintain this momentum under highly-compressed timelines, organisations should also consider whether larger teams could enable greater speed.
Because buyers and users increasingly expect to see polished mockups and resulting feature releases in days or less, engineers must have the collective bandwidth to jump from lo-fi concepts to hi-fi executions very quickly.
Two Six bucked the trend of smaller and smaller agile teams when it decided to field a larger, well-coordinated team, providing the operational scale necessary to absorb these intense timeline pressures and allowing for rapid iteration without bottlenecking development.
Stay flexible so you can stretch
Because core algorithms evolve quickly and constantly, systems cannot afford to be locked into any single solution. Instead, they must retain the freedom to move between models seamlessly as the technological landscape shifts.
This flexibility is critical when building a tool designed to connect with a massive ecosystem of applications and data streams that you don’t own, as the Helix orchestrator does.
To deliver the next-generation user experiences required by modern enterprises, developers must adopt emerging standards where appropriate and push beyond them when necessary.
Know the user better than they know themselves
Ultimately, rapid development cycles fail if the end product misses the mark, making deep customer intimacy and an innate knowledge of customer intent absolutely paramount. This is where Two Six’s unique approach to developing new tech truly enabled significant breakthroughs.
Two Six combines deep national security expertise with bleeding-edge AI innovation, bridging the gap between raw technological capability and high-stakes mission reality.
Through platforms like Helix, the company demonstrates that, when deep customer knowledge guides rapid development, organisations no longer have to choose between moving fast and staying secure. They can leverage both to achieve immediate, decisive results.
