DRIFT · Engine
DRIFT Engine · Patent Pending · US Provisional 63/988,869 · Decision Intelligence Infrastructure
A decision intelligence engine

DRIFT

A shared decision substrate. Humans hold authority. AI consults on demand. Automation acts where resistance is bounded.

Most AI tells you what to decide. DRIFT exposes the decision landscape, empowering the decision maker.

DRIFT does not automate decisions. It makes human decisions more defensible.

Most XAI explains the past. DRIFT illuminates the path forward.

Map the terrain
Qualify the evidence
Find the path
Classification Patent Pending
Author Matthew Magsamen
Status US Provisional 63/988,869
§ 01 Architecture Where AI works on the engine

Your stack doesn't change.

DRIFT is infrastructure. Your inputs, your agents, your UI plug in. The engine is the constant.

ICD-DRIFT-001 · v1.1
Customer Network Boundary DRIFT Network Boundary Customer
Program docs schedules · plans · reviews
Sensor outputs telemetry · feeds · logs
Environmental data climate · terrain · context
whatever structured inputs
your users already produce
Your Agents
bring your own
or skip this layer
shape user data into engine inputs
+
configurable per customer
DRIFT Engine
sealed · the anchor
the landscape is built here
narrate and route engine outputs
+
configurable per customer
User Surface
dashboards · alerts
briefings · widgets
AI is not in the engine. AI works on the engine.
Deterministic · Stateless · Versioned · No outbound network
Engine Guarantees
  1. Deterministic Identical inputs always produce identical outputs.
  2. Stateless No data from one request influences another.
  3. Complete Every alternative scored on every layer.
  4. Validated Inputs schema-checked; invalid requests rejected.
Deployment. Air-gapped, on-prem, edge. All supported. Under 200MB engine memory.
§ 02 The Interface in Action Swarm Commander · live on edge

The interface in action

Three AI agents reasoning over a sealed engine, live on edge hardware.
Hero node consuming live PX4 / MAVLink telemetry. Synthetic threat overlays via authenticated inject channel.

DEMO VIDEO
DRIFT Multi-Agent Swarm · Edge Hardware Demo
Walkthrough available under NDA. Email below to request access.
§ 03 Same Engine, Different Domains Breadth proof

Same engine, different domains

The claim DRIFT is built around.

NASA Mission Reviews

Applied live as analytical lead for the Landolt photometric calibration mission at SRR and MDR. 216 slides, 9 formal Requests for Action generated, 44 uncovered requirements identified.

Autonomous Systems

Three independent DRIFT engines running on Raspberry Pi edge hardware as a simulated drone swarm. Peer reconciliation catches stale-state failures invisible to single-node systems.

Formula 1 and Formula E

Real-time race strategy: tire state, track evolution, pit window, safety car probability. Different landscape, same engine.

Climate Adaptation

Collaboration on community-scale decision-making under sea level rise uncertainty. A domain with no shared vocabulary with autonomous systems, and the engine runs unchanged.

Enterprise Programs

Agency-scale application on Palantir AIP and Foundry. Same engine, running from agency view to portfolio view to single-program view. Live demonstration available under NDA.

§ 04 Shared Decision Substrate Depth proof

Shared Decision Substrate

Where humans and AI work safety-critical decisions together, neither replacing the other.

DEMO VIDEO
DRIFT for Air Traffic Control
Walkthrough available under NDA. Email below to request access.
The Proof Domain

Air traffic control. The Secretary of Transportation has committed $12.5 billion to modernization with AI as a stated component, and his framing is exact: AI tools, but AI does not make decisions. That is the framing DRIFT was built for.

The Landscape

Resistance, freedom, and hardening rendered as structured representation. Weather, fuel, coordination, rules, equipment — the pressures controllers carry in their heads today, externalized into a working surface that both humans and AI agents read.

The Human

Holds full decision authority. Signs the clearance. Carries the consequence. Brings judgment, experience, and accountability that does not transfer to a machine.

The Agent

Reads the same landscape. Provides a consistent analytical floor that does not change with who is at the console, how many hours into the shift, how busy the day has been. Surfaces blind spots. Answers questions on demand. Never recommends actions.

What It Makes Possible

What was invisible becomes visible. Stakeholder divergences that today stay hidden in voice coordination surface automatically. System-level patterns that no individual facility can see become detectable across the network. The cognitive context of every operational moment is captured as ground truth, not reconstructed after the fact.

What It Is Not

Not a prediction engine. Not a recommendation system. Not a surveillance tool. DRIFT does not generate controller performance metrics — this is a public commitment, not an aspiration. The pitch to the workforce is offensive, not defensive: AI as a colleague at every position, not a replacement for any of them.

§ 05 Terrain Network Architecture

Terrain Network

Observations up · Context down · Decisions stay local.

DRIFT TERRAIN NETWORK OBSERVATIONS UP · CONTEXT DOWN · ARP TRAVELS WITH AIRCRAFT HUB · FEDRAMP CLOUD SYSTEM TERRAIN · AGGREGATE ARP PATTERNS · NATIONAL FREEDOM INDEX KBWI 14 ARPs converging NATIONAL FREEDOM INDEX 62 trending · NE flow constrained CROSS-FACILITY DIVERGENCE ZDC ↔ ZBW divergent picture on transcon arrival DQR AGGREGATE 187 Q 23 P 4 S node reports · qualified / provisional / stale FLOW observations up context down ARP handoff NODES facility-resident ZSE Seattle Center FI 78 4 aircraft ZLA Los Angeles Center FI 64 6 aircraft ZDV Denver Center FI 71 5 aircraft ZAU Chicago Center FI 52 7 aircraft ZID Indianapolis Center FI 69 5 aircraft PCT Potomac TRACON DEMO FACILITY FI 12 ↓↓ UAL245 active 14 aircraft ZBW Boston Center FI 67 4 aircraft ZJX Jacksonville Center FI 74 4 aircraft ARP handoff WHAT THE HUB SEES THAT NO NODE COULD 14 aircraft converging on the same alternate · cross-facility divergence on transcon arrival · national flow trending NODE OPERATION INDEPENDENT OF HUB AVAILABILITY
The Network

Each facility runs its own Node with full decisional independence. Aircraft Resistance Profiles travel with each aircraft across handoffs. The Hub aggregates qualified reports across the network and surfaces patterns no individual Node could see. Observations flow up. Context flows down. Decisions stay local.

§ 06 Ask Contact
DRIFT · Decision Resistance Identification and Friction Tracking

Matthew D. Magsamen

Inventor and Author, DRIFT
Patent US Provisional 63/988,869 · Non-provisional February 2027
ICD Technical detail available under NDA · ICD-DRIFT-001 v1.1
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DRIFT · Decision Resistance Identification and Friction Tracking
Patent Pending · US Provisional 63/988,869 (DRIFT) and 64/013,824 (MSR)
Decision Resistance is a trademark of Matthew Magsamen
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