

Continuous Delivery – The Logistics of Software, Data, and AI
Ryan McLeanJune 11, 2025
Logistics, Artificial Intelligence, Military Readiness, Defense Modernization
Written by Ryan McLean, Air Force Market CTO
Summary
- Continuous delivery is a crucial enabler for modern tech and military logistics, ensuring frequent, reliable, and high-quality deployment of software, data, and AI solutions
- Effective continuous delivery requires shared responsibility and visibility across the value chain, principles that closely align with military logistics principles
- Real-world examples demonstrate leveraging continuous delivery principles provides advantages in technology and military contexts
Continuous Delivery is Operational Readiness
The successful modern technology enterprise depends on the frequent, low-risk flow of value to end users. Flow, in turn, depends directly on a deliberate approach to how that value traverses from developer to user, including the infrastructure, security, networks, data, application architecture, user experience, and team-to-team interactions that comprise delivery. “Continuous delivery” isn’t the sum of all these parts; instead, it describes the state of these elements seamlessly working together in concert to enable value. A network of interconnected value that links the necessary handoffs between teams and systems is, ironically, a tight analogy for modern logistics and supply chains.
In the technology world, we approach the logistics of software, data, and AI in increasingly secure, fault-tolerant, and predictive patterns. High-risk production environment cutovers have given way to “blue-green deployment” and similar techniques. Configuration management and nuanced software upgrades are now far less likely to materialize through manual human intervention. Additionally, the integration of generative AI (gen AI) is automating workflows and generating code, accelerating a more seamless deployment process. This enables engineers to concentrate on strategic initiatives, specifying the desired deployment state, while tools like Kubernetes and Docker automate planning and scheduling to optimize downtime and resource use.
Peas in a Pod
While the tools are different in the digital world, modern commercial logistics and supply chain risk management adopts a similar approach to the continuous delivery. When you ship a package via UPS, FedEx, or DHL, you interact with a complex logistics flow comprised of dynamic package routing, distribution network optimization, and continuous package observability. Today’s software engineers, data scientists, and AI developers approach technology with the same mindset. You want your package to arrive on time, undamaged, and at the right address – and you want it to be secure the whole time. Packages and software applications are, ironically, peas in a pod!
As the industrial evolution arc extends through Zero Trust Network Architecture, gen AI, and other similar technology areas, continuous delivery is a mandatory precursor. Organizations must solve for how they deliver their technologies as much as why they bring their products to market and what products they build, just as the modern military must give deciding how to move forces into theater (and secure and sustain them) the same priority it gives to deciding what forces are deployed and why.
Continuous Delivery Underpins Logistics and Modern Tech
In military logistics and technology alike, the requirements inputs and the outputs those requirements produce are meaningless without fundamentally sound “plumbing” that enables flow from input to output.
Beans, Bullets, Bandages, and Bytes
Continuous delivery is the logistical underpinning of software, data, and the AI revolution, and there is a tight intermingling between LMI’s core competencies and the future of technology. The common thread is the flow of not just “beans, bullets, and bandages” to the front line – but also the bytes, whether those bytes are apps, models, or streams of data.
To align this metaphor to General Bradley’s view, the apps, models, and streams are the tactics that enable low-level advantage in the formation. They are the things the end user uses to accomplish the mission. The fabric that moves those apps, models, and streams is incredibly complex and must be similarly resilient. Thus, the professional military technologist is concerned most with how to deliver these things to the point of use and less with what those things are. Through a digital solutions lens, we could paraphrase General Bradley to say that “amateurs talk features, but professionals talk delivery.”
Logistics Wins Wars, Delivery Wins Outcomes
I’ve been deeply engaged in the Department of Defense’s (DoD’s) continuous delivery journey as a civilian and an Air Force officer. I’ve also enjoyed stints in industry where software, data, and AI – and the ability to deliver these technologies continuously and at scale – is a key part of corporate success. I’ve delivered various hardware and software products to a variety of customers, and across all of them, I’ve noticed a common theme. While product’s features are what ultimately create value for the user, delivery is of equal importance. The ways in which technology teams approach delivery drives nearly every other outcome.
Many have analyzed the challenges to continuous delivery, and perhaps not so ironically, the proposals for solving these challenges directly parallel the wisdom found in an experienced logistician. The solution is to relentlessly attack the constraints to flow, ensuring that the things traversing the logistical value chain – whether beans, bullets, bandages, or bytes – get to where they need to go, in the right quantity and on time.
Let’s look at continuous delivery through the technology lens alone before drawing the immediate business parallels to LMI’s core logistics emphasis.
Continuous Delivery First Principles
When I describe continuous delivery to others, I like to reference the aptly named ContinuousDelivery.com, which is authored and maintained by industry scion Jez Humble. Jez coauthored other seminal works, including The DevOps Handbook and Accelerate. If you are a reader, I highly recommend them!
Jez describes the first principles of continuous delivery as:
- “Build quality in”: This echoes the Special Operations Forces adage that “slow is smooth, and smooth is fast.” Do the little things right the first time you do them. Don’t pass quality down the value chain for others to handle.
- “Work in small batches”: The effectiveness of working in small batches is directly related to human cognitive performance. We humans can mentally maintain and process only small batches; five to nine tasks, on average. When you keep your Work In Progress (WIP) low, you reduce the room for error by allowing your mind to focus on a smaller task load. This is good for your brain, and it’s good for quality.
- “Computers perform repetitive tasks, people solve problems”: As technology inevitably does improve and is delivered, both by LMI and others, technology’s role becomes to elevate the decisions humans must make. Instead of deciding which application version is deployed, the computers allow the human to trust that the latest stable release of that version is deployed.
- “Relentlessly pursue continuous improvement”: There will always be constraints to delivering value. It’s our job as the professional “digital logisticians” to relentlessly attack those constraints, open bottlenecks, and improve flow of value to the endpoints at which our bytes must arrive intact and on time.
- “Everyone is responsible”: The value chain is only as strong and resilient as its weakest link. When one link shucks their responsibility for quality, the lack of quality cascades down the value chain, and the effect is amplified at every step of that chain. There’s a flip side, though. As humans, our behaviors are incentivized by our ability to perceive the environment. Making the value chain visible to everyone on that chain is one of the best incentives we can create to ensure responsibility – if you know the effect of your actions (or inaction), you are incentivized to ensure against negative consequences. In the tech world, we do this through chat operations (“ChatOps” – Teams, Slack, Mattermost, Element, etc.), peer code reviews, continuous integration (an app’s “pipeline”), continuous monitoring (both for security and stability), and other practices that increase observability and incentivize responsibility.
There’s a nice quality to each of these principles. The titles themselves aren’t unique to the information technology world or the categories of software, data, AI, security, or the infrastructure on which they ride. The career supply chain analyst or military logistician likely already has in mind their own interpretations of how continuous delivery, military logistics, and supply chain risk management all relate.
The parallels between military logistics and the continuous delivery of logistics solutions are striking. I asked LIGER™, LMI's gen AI platform for government, to summarize the central principles of Joint Publication 4-0.
- Responsiveness: Ensuring the logistics system can promptly respond to the needs of the operation, providing the right supplies and services at the right time and place.
- Simplicity: Keeping logistics plans and operations straightforward to minimize confusion and maximize efficiency.
- Economy: Efficient use of resources to provide the best possible support without unnecessary expenditure or waste.
- Flexibility: Ability to adapt to changing circumstances and requirements in dynamic operational environments.
- Attainability: Setting realistic goals within the logistics plan that can be achieved with available resources.
- Sustainability: Capability to maintain operations over an extended period through adequate and continuous support.
- Survivability: Protecting logistics capabilities and ensuring they can continue to function even in adverse conditions or under attack.
As LIGER™ summarized the deep ties, “[both] military logistics and continuous delivery share common themes of efficiency, adaptability, and reliability, underscoring the importance of strategic planning, quality control, and iterative improvements to sustain ongoing operations effectively.”
"[Both] military logistics and continuous delivery share common themes of efficiency, adaptability, and reliability, underscoring the importance of strategic planning, quality control, and iterative improvements to sustain ongoing operations effectively.”
In other words, both continuous delivery and military logistics revolve around the common axis of delivering the right things frequently with high quality, persistently adapting to external factors that work against the flow of value.
Logistics in Action
I’ll cite an unclassified examples from my time in DoD. I led the U.S. Government’s TAK Product Center from 2021-2024. TAK, or the Team Awareness Kit, is a Government-developed and -stewarded software suite that enables secure real-time situational awareness and command and control from the fire team up through brigade, across all formations and Allied partners. In late February 2022, our 1st Special Forces Command (Airborne) colleagues pulled us directly into U.S.-led C5ISR decision support to Ukraine special operations forces.
Every Second Counts in Combat Operations
From my arrival at TAK Product Center, I championed the overall value of continuous delivery and how solving for the constraints to delivery would provide broad, enduring impact to the DoD’s then-300,000 TAK end users. By middle 2022, our 1st SFC(A) colleagues needed to plot over 20,000 dynamically updating map items in TAK for their Ukraine counterparts to consume on their own ATAK devices.
Because we had already prioritized “Testability and Deployability” for the TAK software suite, and because that priority drove major improvements to TAK’s DoD DevSecOps Reference Design-compliant development platform, we were already in position to deploy these updates. We reduced ATAK’s build time from 24 hours to 50 minutes, implemented a common continuous integration (CI) framework across all products’ pipelines, streamlined the path to release versioned updates, transitioned our entire build and release infrastructure to hardened container images sourced from DoD IronBank and orchestrated by AWS Elastic Kubernetes Service (EKS), and directly integrated all quality and security CI gates into our ChatOps.
Our strategic emphasis on the elements of continuous delivery allowed us to ship the improved map engine almost immediately, and this had an immediate impact on tactical combat operations. Because we saw firsthand the powerful outcomes associated with continuous delivery, we made it the foundation of our TAK2030 strategy document published in April 2023.
Powered by Logistics, Command the Outcome
In my time at LMI, I’ve seen many projects and products that reflect exactly these principles across the military logistics enterprise. There are deep and intrinsic ties between the current state and future arc of digital solution continuous delivery and the practice of military logistics, and it’s that deeply rooted synchronicity that motivates me here.
For organizations aiming to streamline operations and scale efficiently, LMI offers technology solutions shaped from deep logistics expertise. Our innate understanding of movement and flow enables us to cut through complexity, setting the stage for continuous delivery and next-generation technologies that drive meaningful impact.
By integrating continuous delivery with gen AI, you can operate faster, make smarter decisions, and adapt in real-time. This results in accelerated deployment and solutions that evolve with your mission needs—ensuring you remain responsive and effective in a rapidly changing environment.
Perhaps you are a career logistician or supply chain expert, but you wouldn’t claim to be a career technologist. Check this out, though – you already understand the one essential component of modern and future IT systems, Continuous Delivery!
While the infantry, cavalry, and armor divisions are the units that physically deliver victory, the notion of victory is moot without sound logistics and supply chain foundations. In the Age of AI, a continuous delivery mindset drives both digital solutions and military logistics. The solution providers who solve for delivery – digital and physical – are the professionals who create enduring military advantage.
The future of combat operations hinges on whether militaries can master the continuous delivery of beans, bullets, bandages, and bytes. Let’s build that future together!
What comes next is already underway at LMI. Explore the field and see what's ready to deploy: lmisolutions.com.


Ryan McLean
Chief Technology Officer, Air Force MarketRyan serves as LMI's Chief Technology Officer of the Air Force market, helping to accelerate digital transformation and innovation across the enterprise. A U.S. Air Force Veteran, Ryan managed warfighter mobile technology and unmanned aerial systems programs during his time in service. He is a leading national security expert in software engineering, artificial intelligence, and military command and control with experience working across the DoD, federal government, Allied militaries, and public safety sectors.