Compounding knowledge for defence organisations
Knowledge that compounds.
Derived Logic is developing a shared operating system for defence organisations: an ontology, built by its users in the ordinary course of their work, from which the system derives logic that makes each subsequent contribution easier and better. Knowledge accrues to the institution rather than departing with each rotation.
Knowledge that endures
Military organisations renew their staffs every two to three years. With each rotation goes a substantial share of what the institution knew: its context, its relationships, and judgement acquired at some cost. Successor teams reconstruct much of it from first principles, and the cycle repeats.
Successive generations of software have not resolved the difficulty. They have made it faster to produce work; they have not made it easier to retain it.
A false choice between builders and practitioners
The present market obliges people to choose. One may become a technical builder, at an increasing distance from how the work is actually done, or remain a process specialist without the means to encode that knowledge. Because the two competences seldom reside in the same person, the knowledge and the system seldom reside in the same place.
Disposable artefacts
Headquarters still run largely on documents, slides and spreadsheets. Even where modern platforms are adopted, the tools one officer builds are often unintelligible to the next, who reverts to a fresh slide deck or begins again on a new system. Effort is expended; little accumulates.
No basis for longitudinal assessment
Where nothing accumulates, there is no continuous record of how decisions were reached. Without one, an organisation cannot determine whether it is improving or declining. The cognitive work was never encoded in its systems; it was held in people, and people move on.
Wisdom and energy without a common medium
The senior practitioner with decades of experience can transmit judgement only as guidance, and guidance degrades as it is serialised, summarised and relayed, until intent becomes incoherent. The newcomer brings energy and current skills but little context. In the prevailing environment the two work in different media and talk past one another. Derived Logic offers them a shared medium: experience encoded as structure rather than delivered as instruction, and inherited directly by those who follow.
Knowledge that builds on itself
What Derived Logic provides is not another interface. It is the ontology beneath: a living, formal model of how an organisation’s people, processes, data and decisions relate to one another.
Users construct it simply by doing their work: linking a task to the requirement it serves, a decision to its rationale, a product to those who rely upon it. No dedicated knowledge engineers are required, and there is no separate data project.
Everyone draws upon the same underlying model, yet each person sees only the portion that role, clearance and need-to-know permit. Releasability and classification are properties of the structure itself, enforced as the work is done rather than policed after the fact.
An interface can be copied. An ontology built by an organisation’s own people, which compounds with use, cannot.
Knowledge that improves the work
Many platforms offer to encode an organisation’s business processes in software. The offer assumes that the processes are sound. A good number persist only because they always have, and to digitise them faithfully is to make their shortcomings permanent, and faster.
Because knowledge compounds within Derived Logic, the system can do more than preserve a process: it can interrogate it and propose better ones, employing two modes of reasoning in combination.
Deterministic
Laws, regulations, directives and rules of engagement, encoded as hard constraints. They hold in every case and remain auditable.
Generative
Exploratory reasoning that searches for improvements within those constraints, approached sceptically, with practitioners deciding what is adopted.
Your laws, your instructions, your caveats
The guardrails belong to the customer. Derived Logic follows the laws, directives and national caveats of the organisation that employs it; it does not set itself above them as an arbiter, nor substitute its judgement for the commander’s. Nothing crosses a legal or classification boundary unaccounted for.
Decisions judged by what was known
Each decision is preserved together with the data and rules in force when it was taken. It may therefore be assessed by the standard of its own time, on the basis of what was then known, and separately from how events unfolded. This is the difference between learning from the past and judging it with hindsight.
Knowledge that allies can share
Each nation operates its own instance, in which its laws, caveats and procedures are encoded. Instances can map their ontologies to one another, so that partners understand how each other works without any data leaving national control.
Each nation determines precisely what it shares, down to an individual table of process or caveats. A partner that holds another’s rulebook knows, during planning and execution alike, how that ally will operate, rather than discovering a caveat in the middle of an operation.
Coalition interoperability is among the most difficult and costly problems in modern warfare, and it most often founders on the demand to share data. This approach makes no such demand. Allies can act as a single force without surrendering either their data or their sovereignty.
Many languages, one structure
Coalitions work across languages. Concepts in the ontology are anchored to open, multilingual reference vocabularies, and every correspondence is typed (exact, close, broader or narrower), attributed and dated. Partners can therefore establish, at any later point, what a term means in another nation’s usage and why a given mapping was made.
Knowledge from practice
Our work is grounded in practitioners’ experience of campaign and operational planning in multinational headquarters, and in a thesis on compounding knowledge.
Derived Logic is an American company. It is designed from the outset for use by allied and partner nations, with whom we are in dialogue about their requirements. National sovereignty, national law and national caveats are premises of the design, not later adaptations.
Build an institution that remembers.
We are working with a small number of early partners in defence and government. If your organisation is contending with turnover, disposable tools or coalition coordination, we would welcome a conversation.
Write to contact@derivedlogic.ai