Heuristka · ODAI · Optimized Decision-making AI
Technology · Organization · Doctrine
AI. The kill chain, compressed from days to seconds.
The staff, task-organized around the problem. Its architecture unchanged since Napoleon.
Written from what the new organization proves in the field, through iteration.
The tank existed for more than twenty years before Blitzkrieg. Then the Germans built a new kind of organization: fast tanks and aircraft, linked by radio, all fighting in concert. The Panzer division. After many iterations, Blitzkrieg became its doctrine.
AI is the 21st-century tank. It has yet to spawn organizational or tactical change. Yet it holds the potential to radically change the one thing that has not changed since Napoleon: the architecture of the military staff.
Staffs tailored to each problem, task-organized and augmented by ODAI with whatever expertise the task demands, will find new ways of using force. Through iteration, those ways become the new doctrine.
ODAI will be the foundation for whatever the Blitzkrieg of the 21st century becomes.
The organization
The Napoleonic staff is fixed sections, built so a general could command more than he could see. For twenty years the operating forces have tried to break out with task forces, fusion centers and cross-functional teams, and each hit the same wall: the technology did not exist. Now it does.
This is for the combatant commands and the forces under them. The services' work of manning, training and equipping goes on as before.
A cadre from the advanced schools (SAMS, SAASS, SAW, MAWS) and the experts the problem calls for.
They work the problem with ODAI in every direction at once, each function refining its part.
The cell dissolves. Its judgment stays in the audit trail.
The staff multiplier
An agent is AI given a job, not just a question. Heuristka builds ODAI's agents to order, on any subject, to serve any section of the staff or a cell formed around a task.
How an agent works
A person on the staff sets the job: tanker traffic through a strait, an adversary minister's record, a fuel plan.
The agent gathers what bears on the job, works through it step by step and checks its own output, at machine speed.
It hands back its findings, sources attached, to the person who set the job. That person decides.
Person and agent go back and forth until the work is right. Only then does it enter the planning cycle, to mix with every other section's.
Our adversaries operate in cells. For the first time since Waterloo, so can a staff.
Tame problems and wicked ones
Planners work in a volatile, uncertain, complex and ambiguous world. Most staff work is tame. The decisions that lose wars are wicked.
To the agents, at machine speed.
To the people, with ODAI testing the frame.
The kill chain is a tame-problem machine, and a superb one. The failures in the record below were wicked problems mistaken for tame.
The doctrine
John Boyd's OODA loop had a center of gravity, and it was orientation, not speed: understanding the war you are in. The loop became a race, and the race left orientation behind. Unguided speed gets you nowhere, faster.
The kill chain answers two questions faster than any staff in history: can we hit this, and may we. It was never built to answer the third: should we, and what will it buy? Compress days into seconds and that question disappears.
Orientation produces the one output no one in a kill chain is paid to want: a reason to adapt.
First principle
Every judgment ODAI produces goes to a person, who interprets it and iterates: a continuous human–machine interface, in that order. ODAI is human-guided AI: the machine serves the human.
The machine prompts: the bias in the frame, the dataset no one opened, the case from any past war that resembles this one, with what is relevant in it marked and what is not. The analyst decides what it means.
Options with their confidence stated, never verdicts. Perfected, not perfect. ODAI augments the staff; it never replaces it.
The record · Humans and machines
Machine wrong · human right
Soviet satellites reported five American missiles in flight. Stanislav Petrov judged a real attack would not look like this. Sunlight on cloud.
Machine right · human wrong
USS Vincennes. Aegis showed an aircraft climbing on a civilian airway. A crew under fire saw a descending fighter and shot down Iran Air 655.
Human and machine: both wrong
Patriot classified a British Tornado and a Navy F/A-18 as missiles. Operators with seconds to act trusted it. Both were shot down by their own side.
Analysis right · organization wrong
Bletchley Park's traffic analysis indicated the German heavy ships were at sea. The analyst was Harry Hinsley, aged 21, and the Admiralty would not trust a source it had never seen proved. On 8 June, HMS Glorious met Scharnhorst and Gneisenau with no warning. More than 1,500 men were lost.
The warning existed. It failed not on its evidence but on its standing: a new source, an untested method.
Information → Process → Judgment
Nothing like it has been built before. The AI in the field works on information, or on process. ODAI works on the judgment that uses them.
Small AI. Small in scope, deep in its domain. Small describes the focus, not the size of the model.
Generative AI creates content. Predictive AI forecasts. Analytical AI classifies data. All operate on information.
The AI entering military planning makes the workflow faster and measures itself in time saved: the kill chain's logic, applied to the staff.
ODAI operates on judgment. It tests the frame, the assumptions, the biases and the link from action to effect, with the expert as the filter. It measures itself by effect.
Built to protect human judgment from itself.
Not a prediction machine. Not a content generator. Not a targeting system.
Boyd's loop
Boyd put orientation in the middle, shaping what is observed, decided and done. Draw it as a circle and the center is lost.
From OODA loop to ODAI Helix
Drawn as a loop: observe, orient, decide, act. Each cycle returns to where it began.
The ODAI Helix™
Each turn draws on the audit trail of decisions, actions and measured effects, so the next starts one level up.
At every phase, Boyd's triangle keeps turning. Orientation is not one step in the cycle; it runs through all of them.
The engine room
ODAI remembers more than any staff can and thinks across all of it. Any data source plugs in.
Vast catalogs of data and curated knowledge. Among them:
Built from vetted sources and curated by a scholar of strategy and intelligence and an operational commander, not scraped from the open web. When NewsGuard tested ten leading AI chatbots in 2025, they repeated planted false narratives a third of the time.
Prompts the analyst at every turn.
What it thinks with
A false known looks exactly like a true one until it is checked.
Nine functions
A staff brings its commander the problem, the options and a recommendation. ODAI raises that standard.
Orient ours. Disorient theirs. Influence everyone else.
Where ODAI sits
Judgment chain
Orient · Deliberate. Shapes and tests the decision.
Kill chain
Find · Fix · Track · Target · Engage. On any targeting platform.
Audit trail
Effects measured against intent return to the Helix.
The targeting platform gains an upstream partner whose output has already been tested for effect.
ODAI runs where the data lives, including air-gapped and sovereign environments, and learns from the execution and assessment data targeting platforms already produce.
Baltic Storm, 2026
An independently adjudicated NATO–Russia hybrid-crisis war game, run by Black Horizon. One of Heuristka's founders ran his team's information line of effort with prompts and analytic structures he had built and tested across several of the leading AI models. The method, not any single model, did the work. ODAI is that method, built into an engine.
Round one opened with "move this SOF unit." Thirty minutes passed before the team reoriented. That half hour is what ODAI closes.
Who gains
A nation staffed this way understands a war before it fights it: whether to act is answered before how fast. It keeps deterrence whole, because what it commits in one theater is priced against every other. It fights a long war as one war, not a string of one-year wars.
Inside the process, not evaluating from outside; the whole plan tested as each part was.
Every function refines its part and sees every other line of effort before it reaches the commander.
Every catalog ODAI holds, applied to their part of the plan.
Fewer strikes that do not shift the adversary, and a record of why each was made.
Heuristka
And spent the years since working out why.
Heuristka, from the Greek heuriskein: to discover. Craftsmen of discovery and judgment. We call the discipline cognitive-heuristic intelligence: the systematic improvement of human judgment under uncertainty, complexity and adversarial adaptation. The founders carry the two lineages the discipline joins: the epistemic tradition of Bletchley Park and the practitioner tradition of military operations.
Uncover what is hidden. Augment judgment. The commander decides.
U.S. Army veteran who commanded special operations aviation units and task forces through deployments to Iraq and Afghanistan, with extensive mission experience across the Middle East and East Africa. On the Joint Staff, advised the Chairman of the Joint Chiefs on special operations and sensitive activities, led the Joint Staff's work on a large standing counterterrorism plan, and prepared orders for approval by the Secretary of Defense and the President. Nearly a decade teaching special operations and strategy at Marine Corps University to more than 200 officers and officials from across the U.S. government and over twenty countries. M.S., Conflict Analysis and Resolution, George Mason University; M.S., Computing Technology in Education, Nova Southeastern University.
Creator of ODAI's cognitive core. Cambridge doctorate under Sir Harry Hinsley, Bletchley Park codebreaker and official historian of British wartime intelligence; Visiting Fellow, Wolfson College, Cambridge. Formed in Australian, British and American institutions: directed strategic policy for the Royal Australian Air Force and advised Australia's Parliament on defense. A decade in the U.S. war colleges, creating and directing the Defense Department's most comprehensive graduate program in strategic deterrence and counter-proliferation. Principal strategist for counter-WMD and red team lead at U.S. Special Operations Command. Designed and led the U.S. Air Force Chief of Staff's war game with the Indian Air Force. Testified to the U.S.-China Economic and Security Review Commission. Author of The Third Offset Strategy: A Return to Ungentlemanly Warfare and founder of the National Security Desk. A record of anticipating strategic shifts before they entered mainstream discourse: the methods al-Qaeda would use (1997), Russia's massing for a major escalation in Ukraine against prevailing estimates (2021), and the first-mover logic of unconventional nuclear use (2022).
Next step
The briefing covers the doctrine, the organization and the machine. The white papers are open, with our films and podcast, at insights.od-ai.ai. The next level down, with the war-game after-action detail, follows under NDA. The architecture stays ours.
