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Artificial intelligence · Independent research & systems · Poplar Bluff, Missouri

What matters
is what holds up.

IntuiTek¹ is the public record of work by W. Kyle Million—researching how intelligence, judgment, and designed systems behave when they meet the real world.

Explore the work ↗The questions behind it →
W. Kyle Million · IntuiTek¹
01 · Work with a record

Start with what
can be examined.

Explore published research, released code and working systems, with sources you can inspect.

Working system · Public evidence

IntuiTek1

Defense Watch

Explore near-live honeypot observations and public advisories, with visible sources and clear limits.

Explore Defense Watch

Awareness, with the evidence in view.

Country-level observations
Connecting
Connecting to sensor observations
Observations: OffSeq · CC BY 4.0
Source details

Near-live honeypot observations from the OffSeq sensor network. Arcs connect observed source and sensor countries using country centroids; they do not establish attacker identity, successful compromise, or literal network paths. Up to 100 recent located observations, grouped by country route. Natural Earth geography. Updates every 20 seconds while this map is in view.

Last successful update: .

Research · Published · 2026

What happens to judgment when an AI system loses its context?

The Unified Cognitive Substrate examines how persistent agents can retain more than facts across memory and context transitions. Eleven controlled experiments explored context-sensitive routing.

Unified Cognitive Substrate · ZenodoRead the paper ↗
Code · Public release

A research claim should have an inspectable implementation.

UCS source and validation materials, preserved alongside its paper.

View the code record ↗
Method · Essay

Where do rules, models and human judgment belong?

Rule-based automation and model-based inference often work together. Their risks depend on the task and the consequences of an error.

Read the framework ↗
02 · Recurring investigations

Follow the question,
not the category.

The subjects cross boundaries. What connects them is a demand for coherent reasoning and observable results.

I.

Can an agent preserve the path that made its decision?

Memory contains facts. Judgment includes the discarded options, constraints, and reasoning that led there.

II.

When does automation stop being reliable?

The difference between an executed action, a recorded action, and an outcome that can actually be verified.

III.

Which problems have we defined incorrectly?

Investigating assumptions before deciding whether the answer is AI, software, research, or something else.

03 · The point of origin

From a particular place. Without a prescribed category.

Founded in Poplar Bluff, Missouri, IntuiTek¹ combines a local point of view with questions that extend far beyond the region.

The background ↗
04 · Public record

Published, revisable,
open to examination.

Research is more useful when readers can find the original source, its status, and its limitations.

Research index

Studies, experimental frameworks, and reference material

Browse dated work with public sources and versioned research records. ↗

Position

What the work is being held accountable to

The principles behind the research and the systems that follow from it. ↗