Field analysis & doctrine.
Transmissions from the KhanBMS program office on autonomous warfare, modular command software, and the future of human-machine teaming.
KhanBMS: The Only Commercially Viable Solution for Securing American Dominance in the New Space Race
A Mongolian Manifesto in response to Senator Ted Cruz — why a decimal, swarm-native battle management system is the high ground of the lunar campaign.
The Mongolian Paradigm: Decimal Command for Modern Battle Management
Why the Arban–Tumen decimal hierarchy of the 13th-century Mongol army is the right abstraction for orchestrating autonomous swarms in 21st-century warfare.
Battlefield Management Systems: A Comparison of the Top 10
The autonomous warfare era is forcing a hard re-evaluation of what a BMS is actually for — and which architectures are built for the fight ahead.
Orchestrating Collaborative Combat Aircraft at Scale
How modular BMS software turns CCA fleets into composable formations under a single pilot's intent.
Edge Autonomy in Contested Communications
Designing for the EW-saturated battlespace where the network is the first casualty.
America & Mongolia: An Alliance to Beat Russia and China in the AI Arms Race
Why a US–Mongolia technological alliance — built on the decimal command paradigm of the 13th-century steppe — is the asymmetric key to winning the AI arms race and the new Space Race.
Fusing Mongolian Strategy with American Entrepreneurialism: KhanBMS, the Operating System of the Future
A strategic overview of KhanBMS — how the decimal command structure of the 13th-century Mongol army, fused with 21st-century American entrepreneurialism, produces a decentralized C2 operating system that cannot be jammed, decapitated, or out-scaled.
Decoupling Control Logic from Robotic Airframes: A Guide to ROS2 Multi-Domain Abstraction
A technical examination of ROS2 control logic decoupling strategies for platform-agnostic autonomy across heterogeneous robotic fleets in contested environments.
How to Build Hardware-Agnostic Autonomy Swarms with ROS2 Node Isolation
A technical guide to designing hardware-agnostic autonomy architectures through ROS2 node isolation patterns for scalable multi-domain operations.
Scaling Beyond the Airframe: Multi-Domain Robotic Control and Decoupled Logic in ROS2
ROS2 control logic decoupling enables multi-domain robotic systems to scale beyond airframe-specific implementations through architectural separation of intent and execution.
The Pentagon Just Offered $100M for Something the Mongol Empire Solved in 1206
How the DIU Orchestrator Prize Challenge validates a command doctrine eight centuries in the making.
DARPA Wants 500 Drones in a Box. The Harder Problem Is What Commands Them.
On DARPA-SN-26-33 and the C2 gap at the center of containerized autonomous warfare.
Swarm Forge Is Testing the Right Capability. It's Missing the Right Doctrine.
What the Pentagon's drone swarm crucible reveals about the state of autonomous C2 — and what it still hasn't asked.
Architecting Multi-Domain Swarms: How Modern Frameworks Decouple ROS2 Logic from Physical Hardware
Examines how decoupling command architecture from platform specifics enables unified ROS2 control across multi-domain robotic hardware in contested environments.
Optimizing MAVLink Routing for Decentralized Peer-to-Peer Drone Swarms
MAVLink swarm routing architectures for decentralized drone networks require systematic re-engineering of traditional hub-spoke topologies to enable peer-to-peer autonomy under contested conditions.
Low-Cost Fleet Deployment: Overcoming MAVLink Telemetry Bottlenecks in Multi-Asset Networks
Analyzing MAVLink swarm routing bottlenecks in large-scale autonomous networks and architectural patterns for bandwidth-efficient multi-asset coordination.
Decoupled Telemetry: Scaling MAVLink Packet Distribution Across Diverse Hardware Layouts
MAVLink swarm routing demands decoupled telemetry architectures that preserve packet integrity across heterogeneous hardware without introducing single points of failure or topology-specific logic.
Beyond Centralized GCS: Implementing Peer-to-Peer MAVLink Consensus Loops at the Edge
Decentralized MAVLink swarm routing eliminates GCS single-point failures, enabling resilient peer consensus for mixed-manufacturer autonomous fleets at the contested edge.
Ukraine's Drone Lessons and What They Mean for BMS Architecture
The drone war in Ukraine has already settled the architectural debate: centralized C2 fails, edge-resilient swarms win. KhanBMS is the only platform built for the lesson.
The $10M Drone vs. the $500 Arban Node: Why Cost Asymmetry Is the New Arms Race
The exquisite-platform era is over. The arms race has moved to unit economics, and the only software that wins it is the one designed for swarm-scale attrition. That software is KhanBMS.
If the Replicator Program Had Used KhanBMS
Replicator is the right strategic instinct executed against the wrong software stack. KhanBMS is the missing layer that turns thousands of attritable platforms into a single coherent fighting organism.
What the Battle of Ain Jalut Can Teach the Air Force About EW Resilience
In 1260 the Mongol war machine met its first decisive defeat — and the lesson is still the most important one in modern electronic warfare doctrine.
Defense Tech Pre-Seed: What $100K Buys in the Autonomous Warfare Stack
The honest investor's map of where pre-seed defense capital actually compounds — and why the BMS layer is the only software-defensible position in the stack.
Why a BMS Is Software-First, Hardware-Agnostic, and the Only Defensible Moat in the Drone Economy
Hardware commoditizes. Software that orchestrates it compounds. KhanBMS is built on the only structurally defensible position in the autonomous warfare stack.
OTA vs. FAR: The Fast Path to DoD Contracts for Autonomous Systems
Other Transaction Authority is how the Department of Defense buys software at commercial cadence. KhanBMS is built for the OTA path because the FAR path is structurally too slow for the fight.
Scenario: Taiwan Strait — How a KhanBMS Tumen Operates Under PLA EW Saturation
A walkthrough of a single Tumen operating across the Strait under continuous People's Liberation Army electronic warfare — and why the decimal hierarchy is the only architecture that survives it.
Scenario: Subterranean Conflict — Commanding 1,000 Nodes When GPS Is Zero
Tunnels, urban basements, and deep underground facilities break every assumption legacy BMS platforms make. KhanBMS was built for the case where GPS is zero and the radio horizon is fifty meters.
Scenario: Cislunar Logistics — The 1.3-Second Light-Lag Problem and the Khan Solution
Round-trip light-lag to the lunar surface breaks every assumption baked into terrestrial command architectures. KhanBMS was the first BMS designed for it because the Mongol decimal already encoded the answer.
ATAK, ABMS, JADC2: What Each Gets Right and Where the Architecture Breaks
An honest architectural comparison of the three dominant US battle management programs — and why each fails at the scale the next war demands.
Why Every Existing BMS Was Built for Last War's Radio Environment
Every legacy BMS in inventory was architected for a radio environment that no longer exists. KhanBMS was designed for the one we actually fight in.
The Autonomous Kill Chain: Where Human Authority Must Live and Why
Autonomy is not the opposite of accountability. The right architecture places human authority at the intent envelope and keeps it there — auditable, scoped, and inviolable.
AI Accountability in Lethal Systems: How Decimal Command Makes Every Action Traceable
Cryptographic intent provenance, decimal compartmentalization, and signed envelopes make every autonomous action traceable to a named human Khan. KhanBMS is the only platform that delivers it.
A Program Officer's Guide to Evaluating BMS Software in 2026
The honest checklist a DoD program officer needs to evaluate a battle management system in the current threat environment — and the questions every legacy vendor will fail.
Five Questions to Ask Any Autonomous C2 Vendor
A short, honest, vendor-agnostic interview script for any autonomous command-and-control system. Engineered to expose the architectural decisions that matter.
What a Pilot Actually Needs from a Loyal Wingman Interface
The operator perspective is missing from most loyal-wingman discourse. Here is what a pilot actually needs from the interface — and how KhanBMS delivers it.
HMI Walkthrough: Color-Coded Triage and Ghost Node Behavior
A narrated walkthrough of the KhanBMS human-machine interface — the color-coded triage display, ghost node behavior, and intent-envelope visualization that make ten thousand nodes legible to a single Khan.
Doctrine in 60 Seconds: The Five-Tier Decimal Hierarchy
A short, visual explainer of the KhanBMS five-tier decimal hierarchy — Arban, Zuun, Minghan, Tumen, Khan — and why it is the only command structure ever proven at the scale of ten thousand autonomous nodes.
Modular Payloads and the Software-Defined Force
Hardware-agnostic command software is the only sustainable answer to the drone-payload Cambrian explosion.
What Is a Battle Management System? A Plain-English Answer
BMS defined — and why KhanBMS, built on the Mongol decimal hierarchy, is the only architecture that scales from squad to Tumen.
BMS vs. C2: What's the Difference?
Command-and-Control sets intent. Battle Management executes it. KhanBMS is the connective tissue between the two.
How Should Autonomy Behave When the Network Goes Dark?
In a jammed battlespace, autonomy is not a feature — it is survival. KhanBMS is built for the moment the link drops.
Intent-Based Command vs. Direct Control
Why telling the machine what to achieve beats telling it what to do — and how KhanBMS makes intent the unit of command.
How Do You Command Tens of Thousands of Autonomous Assets?
The decimal hierarchy is the only command structure proven at this scale — eight centuries ago, and again today in KhanBMS.
Electronic Warfare and Cyber Resilience in Modern BMS
Hardening a BMS against EW and cyber denial is not a feature checklist — it is the architecture itself.
Integrating Commercial Drones Into a Military BMS
The drone Cambrian explosion is here. KhanBMS treats every airframe — military or commercial — as a capability bundle, not a tail number.
Coalition Interoperability: One BMS, Many Flags
Modern wars are fought in coalition. KhanBMS uses signed intent envelopes so allied forces share tasking without sharing source code.
Why Traditional Defense Procurement Takes Decades — And How to Bypass It
The Federal Acquisition Regulation is the graveyard of relevance. OTAs and commercial BMS like KhanBMS are the way out.
Certifying Autonomous Lethal Decision-Making
Autonomy and accountability are not in tension when intent is the unit of command. KhanBMS makes every lethal action traceable to a human Khan.
Why Cislunar C2 Is Not Just Terrestrial C2 In Space
Light-lag, regolith dust, and the absence of GPS demand a fundamentally different command architecture. KhanBMS is built for it.
Living Off the Land: AutoYurt and the Return of Hi-Tech Nomadism
The Mongol strategy is not just for the battlespace. AutoYurt brings ultra-mobile, electro-pneumatic shelter to the modern nomad — military or civilian.
Khan BMS - Drone Swarm
How Khan BMS orchestrates true drone swarms — fractal, intent-driven, EW-tolerant — using the Mongol decimal hierarchy.
Khan BMS - Collaborative Combat Aircraft
Khan BMS turns Collaborative Combat Aircraft fleets into composable formations under a single pilot's intent — without raising cognitive load.
Khan BMS - Drone Autonomy
Drone autonomy without accountability is a liability. Khan BMS makes every autonomous action traceable to a named human Khan.
Khan BMS - UAV Software
Most UAV software was built for one airframe and one operator. Khan BMS was built for ten thousand airframes and one Khan.
Khan BMS - Drone Fleet Management
Khan BMS unifies fleet management and tactical command on one decimal fabric — from maintenance state to live tasking.
Khan BMS - Battle Management System
Khan BMS is the battle management system built on the most scalable command hierarchy ever fielded — the Mongol decimal army.
Khan BMS - Drone Control Software
Khan BMS replaces drone control software with drone command software — operators issue intent, not joystick inputs.
Khan BMS - Drone Command and Control
Khan BMS is the drone C2 fabric where human intent and machine execution meet — explicit, auditable, and survivable.
Khan BMS - What Is a Drone Swarm?
A drone swarm is one weapon system made of many airframes. Khan BMS is the command fabric that makes that weapon system real.
Khan BMS - How Do Drone Swarms Work?
Inside the decimal hierarchy and intent decomposition that make a Khan BMS drone swarm function as a single weapon system.
Khan BMS - How Are Drone Swarms Controlled?
Khan BMS controls drone swarms by intent at every tier — never by piloting individual airframes.
Khan BMS - How to Counter Drone Swarms
Countering hostile drone swarms requires a friendly swarm under one Khan. Khan BMS is the counter-swarm command fabric.
Khan BMS - What Is Collaborative Combat Aircraft?
Collaborative Combat Aircraft are unmanned wingmen that fly with crewed platforms. Khan BMS is the command layer that makes them useful.
Khan BMS - What Is Loyal Wingman?
Loyal wingman drones fly with crewed fighters as autonomous teammates. Khan BMS is the intent layer that keeps them loyal at scale.
Intent-Based Tasking: Commanding Effects, Not Airframes
Why the most important shift in autonomous warfare is not better drones — it is giving operators the ability to command outcomes instead of platforms.
The Mesh That Heals: Gossip Protocols in the EW Battlespace
How KhanBMS turns network disruption from a catastrophic failure into a routine operating condition through decentralized state reconciliation.
From Replicator to Reality: Why Autonomous Swarm Programs Keep Falling Short
The Pentagon has spent billions on autonomous swarm programs. The hardware works. The software works. The doctrine does not. Here is why.
MOSA - Khan BMS Battlefield Management System
MOSA — Modular Open Systems Approach — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
OMS - Khan BMS Battlefield Management System
Working notes on OMS (Open Mission Systems): cca protocols context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
UCI - Khan BMS Battlefield Management System
What UCI (Universal Command and Control Interface) actually does on a contested cca protocols link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
SOSA - Khan BMS Battlefield Management System
Working notes on SOSA (Sensor Open Systems Architecture): cca protocols context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
FACE - Khan BMS Battlefield Management System
FACE stands for Future Airborne Capability Environment. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
CMOSS - Khan BMS Battlefield Management System
Working notes on CMOSS (C5ISR/EW Modular Open Suite of Standards): cca protocols context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
VICTORY - Khan BMS Battlefield Management System
VICTORY — Vehicular Integration for C4ISR/EW Interoperability — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
MADL - Khan BMS Battlefield Management System
A short, opinionated brief on MADL — Multifunction Advanced Data Link — and the role it plays inside a Khan BMS formation under contested conditions.
IFDL - Khan BMS Battlefield Management System
IFDL — Intra-Flight Data Link — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
TTNT - Khan BMS Battlefield Management System
TTNT — Tactical Targeting Network Technology — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
CDL - Khan BMS Battlefield Management System
What CDL (Common Data Link) actually does on a contested cca protocols link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
BACN - Khan BMS Battlefield Management System
BACN — Battlefield Airborne Communications Node — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
JREAP - Khan BMS Battlefield Management System
JREAP — Joint Range Extension Application Protocol — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
CoT - Khan BMS Battlefield Management System
CoT — Cursor on Target — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
TAK - Khan BMS Battlefield Management System
Working notes on TAK (Team Awareness Kit): cca protocols context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
DDS - Khan BMS Battlefield Management System
Working notes on DDS (Data Distribution Service): cca protocols context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
CCA - Khan BMS Battlefield Management System
What CCA (Collaborative Combat Aircraft) actually does on a contested cca protocols link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
MUM-T - Khan BMS Battlefield Management System
What MUM-T (Manned-Unmanned Teaming) actually does on a contested cca protocols link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
ARA - Khan BMS Battlefield Management System
A short, opinionated brief on ARA — Autonomy Reference Architecture — and the role it plays inside a Khan BMS formation under contested conditions.
JTRS - Khan BMS Battlefield Management System
Working notes on JTRS (Joint Tactical Radio System): cca protocols context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
SCA - Khan BMS Battlefield Management System
SCA stands for Software Communications Architecture. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
WNW - Khan BMS Battlefield Management System
A short, opinionated brief on WNW — Wideband Networking Waveform — and the role it plays inside a Khan BMS formation under contested conditions.
SRW - Khan BMS Battlefield Management System
Working notes on SRW (Soldier Radio Waveform): cca protocols context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
ANW2 - Khan BMS Battlefield Management System
Working notes on ANW2 (ANW2 Adaptive Networking Wideband Waveform): cca protocols context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
HTN - Khan BMS Battlefield Management System
Working notes on HTN (Hierarchical Task Networks): loyal wingman context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
FSM - Khan BMS Battlefield Management System
FSM — Finite State Machines — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
GOAP - Khan BMS Battlefield Management System
What GOAP (Goal-Oriented Action Planning) actually does on a contested loyal wingman link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
RTA - Khan BMS Battlefield Management System
A short, opinionated brief on RTA — Run-Time Assurance — and the role it plays inside a Khan BMS formation under contested conditions.
BFT - Khan BMS Battlefield Management System
A short, opinionated brief on BFT — Byzantine Fault Tolerance — and the role it plays inside a Khan BMS formation under contested conditions.
RRT - Khan BMS Battlefield Management System
A short, opinionated brief on RRT — Rapidly-Exploring Random Tree — and the role it plays inside a Khan BMS formation under contested conditions.
SAA / DAA - Khan BMS Battlefield Management System
What SAA / DAA (Sense-and-Avoid) actually does on a contested loyal wingman link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
MHT - Khan BMS Battlefield Management System
Working notes on MHT (Multiple Hypothesis Tracking): loyal wingman context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
CEC - Khan BMS Battlefield Management System
CEC stands for Cooperative Engagement Capability. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
JPDA - Khan BMS Battlefield Management System
JPDA stands for Joint Probabilistic Data Association. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
MANET - Khan BMS Battlefield Management System
What MANET (Mobile Ad-Hoc Network) actually does on a contested ew mesh link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
TSM - Khan BMS Battlefield Management System
A short, opinionated brief on TSM — Tactical Scalable Mobile Ad-Hoc Network — and the role it plays inside a Khan BMS formation under contested conditions.
SDR - Khan BMS Battlefield Management System
What SDR (Software-Defined Radio) actually does on a contested ew mesh link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
CR - Khan BMS Battlefield Management System
Working notes on CR (Cognitive Radio): ew mesh context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
DSA - Khan BMS Battlefield Management System
Working notes on DSA (Dynamic Spectrum Access): ew mesh context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
AJ - Khan BMS Battlefield Management System
AJ — Anti-Jam Techniques — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
FHSS - Khan BMS Battlefield Management System
A short, opinionated brief on FHSS — Frequency-Hopping Spread Spectrum — and the role it plays inside a Khan BMS formation under contested conditions.
DSSS - Khan BMS Battlefield Management System
DSSS — Direct-Sequence Spread Spectrum — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
LPI - Khan BMS Battlefield Management System
Working notes on LPI (Low Probability of Intercept): ew mesh context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
CRPA - Khan BMS Battlefield Management System
Working notes on CRPA (Controlled Reception Pattern Antenna): ew mesh context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
OLSRv2 - Khan BMS Battlefield Management System
Working notes on OLSRv2 (Optimized Link State Routing): ew mesh context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
AODV - Khan BMS Battlefield Management System
AODV — Ad-Hoc On-Demand Distance Vector — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
DSDV - Khan BMS Battlefield Management System
A short, opinionated brief on DSDV — Destination-Sequenced Distance-Vector — and the role it plays inside a Khan BMS formation under contested conditions.
MIMO - Khan BMS Battlefield Management System
MIMO — Multiple-Input Multiple-Output — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
SINCGARS - Khan BMS Battlefield Management System
What SINCGARS (Single Channel Ground and Airborne Radio System) actually does on a contested ew mesh link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
Alt-PNT - Khan BMS Battlefield Management System
Alt-PNT — Alternative Positioning, Navigation, and Timing — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
INS - Khan BMS Battlefield Management System
INS stands for Inertial Navigation System. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
EMSO - Khan BMS Battlefield Management System
EMSO stands for Electromagnetic Spectrum Operations. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
EMBM - Khan BMS Battlefield Management System
What EMBM (Electromagnetic Battle Management) actually does on a contested ew mesh link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
EA - Khan BMS Battlefield Management System
Working notes on EA (Electronic Attack): ew mesh context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
EP - Khan BMS Battlefield Management System
A short, opinionated brief on EP — Electronic Protection — and the role it plays inside a Khan BMS formation under contested conditions.
JADC2 - Khan BMS Battlefield Management System
A short, opinionated brief on JADC2 — Joint All-Domain Command and Control — and the role it plays inside a Khan BMS formation under contested conditions.
ABMS - Khan BMS Battlefield Management System
Working notes on ABMS (Advanced Battle Management System): distributed c2 context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
DMO - Khan BMS Battlefield Management System
Working notes on DMO (Distributed Maritime Operations): distributed c2 context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
COP - Khan BMS Battlefield Management System
COP stands for Common Operating Picture. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
CTP - Khan BMS Battlefield Management System
Working notes on CTP (Common Tactical Picture): distributed c2 context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
JBC-P - Khan BMS Battlefield Management System
JBC-P stands for Joint Battle Command-Platform. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
ITN - Khan BMS Battlefield Management System
ITN stands for Integrated Tactical Network. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
ROE - Khan BMS Battlefield Management System
ROE stands for Rules of Engagement. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
RTPS - Khan BMS Battlefield Management System
RTPS stands for Real-Time Publish-Subscribe Protocol. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
ZTA - Khan BMS Battlefield Management System
Working notes on ZTA (Zero Trust Architecture): distributed c2 context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
cATO - Khan BMS Battlefield Management System
cATO stands for Continuous Authority to Operate. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
DFM - Khan BMS Battlefield Management System
DFM — Defense Foundation Models — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
LLM - Khan BMS Battlefield Management System
Working notes on LLM (Large Language Models for Defense): ai & multi-agent context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
VLM - Khan BMS Battlefield Management System
Working notes on VLM (Vision-Language Models): ai & multi-agent context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
SLM - Khan BMS Battlefield Management System
A short, opinionated brief on SLM — Small Language Models — and the role it plays inside a Khan BMS formation under contested conditions.
MoE - Khan BMS Battlefield Management System
What MoE (Mixture of Experts) actually does on a contested ai & multi-agent link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
KD - Khan BMS Battlefield Management System
What KD (Model Distillation) actually does on a contested ai & multi-agent link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
INT8/INT4 - Khan BMS Battlefield Management System
A short, opinionated brief on INT8/INT4 — Model Quantization — and the role it plays inside a Khan BMS formation under contested conditions.
LoRA - Khan BMS Battlefield Management System
LoRA stands for Low-Rank Adaptation. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
PEFT - Khan BMS Battlefield Management System
A short, opinionated brief on PEFT — Parameter-Efficient Fine-Tuning — and the role it plays inside a Khan BMS formation under contested conditions.
RLHF - Khan BMS Battlefield Management System
What RLHF (Reinforcement Learning from Human Feedback) actually does on a contested ai & multi-agent link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
CAI - Khan BMS Battlefield Management System
Working notes on CAI (Constitutional AI): ai & multi-agent context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
SAI - Khan BMS Battlefield Management System
A short, opinionated brief on SAI — Sovereign AI Models — and the role it plays inside a Khan BMS formation under contested conditions.
MFM - Khan BMS Battlefield Management System
Working notes on MFM (Multimodal Foundation Models): ai & multi-agent context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
SPD - Khan BMS Battlefield Management System
SPD stands for Synthetic Pretraining Data. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
MCP - Khan BMS Battlefield Management System
A short, opinionated brief on MCP — Model Context Protocol — and the role it plays inside a Khan BMS formation under contested conditions.
ReAct - Khan BMS Battlefield Management System
ReAct — ReAct Agent Pattern — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
ToT - Khan BMS Battlefield Management System
Working notes on ToT (Tree-of-Thought Reasoning): ai & multi-agent context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
GoT - Khan BMS Battlefield Management System
GoT stands for Graph-of-Thought Reasoning. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
MAD - Khan BMS Battlefield Management System
What MAD (Multi-Agent Debate) actually does on a contested ai & multi-agent link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
BDI - Khan BMS Battlefield Management System
What BDI (Belief-Desire-Intention Agents) actually does on a contested ai & multi-agent link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
HTN-AI - Khan BMS Battlefield Management System
HTN-AI stands for Hierarchical Task Networks for AI. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
A2A - Khan BMS Battlefield Management System
A short, opinionated brief on A2A — Agent-to-Agent Protocol — and the role it plays inside a Khan BMS formation under contested conditions.
MARL - Khan BMS Battlefield Management System
MARL stands for Multi-Agent Reinforcement Learning. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
CTDE - Khan BMS Battlefield Management System
A short, opinionated brief on CTDE — Centralized Training, Decentralized Execution — and the role it plays inside a Khan BMS formation under contested conditions.
MFRL - Khan BMS Battlefield Management System
Working notes on MFRL (Mean-Field Reinforcement Learning): ai & multi-agent context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
ATR - Khan BMS Battlefield Management System
ATR stands for Automatic Target Recognition. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
EO/IR - Khan BMS Battlefield Management System
EO/IR — EO/IR Fusion — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
SAR-AI - Khan BMS Battlefield Management System
Working notes on SAR-AI (Synthetic Aperture Radar AI): ai & multi-agent context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
HSI - Khan BMS Battlefield Management System
HSI — Hyperspectral Target Detection — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
SLAM - Khan BMS Battlefield Management System
SLAM — Semantic SLAM — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
NeRF - Khan BMS Battlefield Management System
NeRF stands for Neural Radiance Fields. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
COA AI - Khan BMS Battlefield Management System
What COA AI (Course-of-Action Generation) actually does on a contested ai & multi-agent link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
DSAI - Khan BMS Battlefield Management System
DSAI — Decision Support AI — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
ROE AI - Khan BMS Battlefield Management System
What ROE AI (ROE-Aware Planning) actually does on a contested ai & multi-agent link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
NPU - Khan BMS Battlefield Management System
NPU — Neural Processing Unit Accelerators — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
FPGA-AI - Khan BMS Battlefield Management System
FPGA-AI — FPGA ML Acceleration — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
FL - Khan BMS Battlefield Management System
What FL (Federated Learning) actually does on a contested ai & multi-agent link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
HOTL-AI - Khan BMS Battlefield Management System
HOTL-AI — Human-on-the-Loop AI Supervision — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
XAI - Khan BMS Battlefield Management System
XAI — Explainable AI — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
IML - Khan BMS Battlefield Management System
IML — Interpretable Machine Learning — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
RTA-AI - Khan BMS Battlefield Management System
What RTA-AI (Run-Time Assurance for AI) actually does on a contested ai & multi-agent link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
AIBOM - Khan BMS Battlefield Management System
What AIBOM (AI Bill of Materials) actually does on a contested ai & multi-agent link, and why Khan BMS treats it as a formation-level primitive instead of a vendor integration.
AI RMF - Khan BMS Battlefield Management System
AI RMF stands for AI Risk Management Framework. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
T&E - Khan BMS Battlefield Management System
Working notes on T&E (Autonomy Test and Evaluation): ai & multi-agent context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
RAI - Khan BMS Battlefield Management System
A short, opinionated brief on RAI — Responsible AI for Defense — and the role it plays inside a Khan BMS formation under contested conditions.
AML - Khan BMS Battlefield Management System
A short, opinionated brief on AML — Adversarial Machine Learning — and the role it plays inside a Khan BMS formation under contested conditions.
AI-TEE - Khan BMS Battlefield Management System
AI-TEE stands for AI Trusted Execution Environment. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
STE - Khan BMS Battlefield Management System
Working notes on STE (Synthetic Training Environments): ai & multi-agent context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
Sim2Real - Khan BMS Battlefield Management System
Sim2Real — Simulation-to-Real AI — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
MLOps-D - Khan BMS Battlefield Management System
MLOps-D — MLOps for Defense — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
KGR - Khan BMS Battlefield Management System
Working notes on KGR (Knowledge Graph Reasoning): ai & multi-agent context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
AEW - Khan BMS Battlefield Management System
AEW — Autonomous Electronic Warfare — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
C-UAS AI - Khan BMS Battlefield Management System
Working notes on C-UAS AI (Counter-UAS AI): ai & multi-agent context, design trade-offs, and where it fits in the Arban–Tumen hierarchy.
AUS - Khan BMS Battlefield Management System
AUS — Autonomous Undersea Systems — is one of the unglamorous primitives modern BMS lives or dies on. Here is how Khan BMS engineers it.
GRA - Khan BMS Battlefield Management System
GRA stands for Ground Robotics Autonomy. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.
CEMA-AI - Khan BMS Battlefield Management System
CEMA-AI stands for Autonomous CEMA. A field-level look at why it matters under EW and how Khan BMS folds it into a decimal command fabric.