Academic
Academic path
Mechanical engineering at Arkansas State University
Began studying mechanical engineering in the United States while continuing independent software development.
Projects · Research · Frameworks · Media
The work is not a collectionof disconnected final outcomes.
This timeline preserves launches, revisions, publications, experiments, presentations, and changes in understanding.
Why preserve history?
A current system hides the assumptions, mistakes, and revisions that produced it.
The timeline keeps those transitions visible. It shows that frameworks were revised, ranking assumptions were removed, prototypes failed, and questions changed.
Project
TechShortsApp
Context-dependent signal research
Began formalizing how domain and learning context alter the meaning of behavioral traces.
Research
In Progress
Contextual Interpretation of Behavioral Signals
This developing paper investigates the contextual dependence of behavioral evidence. It begins by distinguishing behavior from behavioral traces, then examines how domain, knowledge state, learning objective, content type, interface, emotion, and time can alter interpretation. The initial paper focuses primarily on domain.
Research
Developing
The Illusion of Learning
This research and communication project examines learning as a latent process. It asks what observable evidence can support the claim that capability changed and distinguishes feelings associated with learning from demonstrations of recall, performance, transfer, teaching, creation, and reflection.
Project
v0.2
GlobalBriz v0.2
Completed a major redesign and connected community, housing, answers, and moderation systems.
Project
Human-Like Robotic Hand
Assembly exploration
Began examining how separate links behave when assembled.
Writing
Essay
The Illusion of Learning
Attention, familiarity, completion, and fluency can feel like learning without necessarily demonstrating that capability changed.
Media
Short Series
Evidence of Learning
A short-form series asking what evidence supports the claim that learning actually occurred.
Framework
Current
Sufficient Understanding Framework v1.0
Established the seven-stage framework for deciding when understanding is sufficient for action.
Project
GlobalBriz
Initial information architecture
Defined community, housing, guides, resources, jobs, and support modules.
Writing
Personal Philosophy
Building Systems Under Uncertainty
The systems I care about most are the ones where outcomes are uncertain, signals are noisy, and decisions still need to be made.
Framework
Current
Evidence of Learning v1.1
Expanded the framework to include Recall and Reflection.
Project
EPA Air-Quality Exploration
Research reflection
Documented the research process and methodological lessons.
Research
Completed
Monitor Only vs. Monitor and Model
This project used EPA air-quality data to examine the distinction between observing environmental conditions and constructing a model intended to explain or predict them. It emphasizes that visual patterns and measurements do not independently establish causal relationships.
Project
TechXEng
Parametric design progress
Moved from underdefined sketches toward fully defined links and design intent.
Project
EPA Air-Quality Exploration
Research presentation
Presented the distinction between Monitor Only and Monitor and Model.
Media
Presentation
Monitor Only vs. Monitor and Model
A student research presentation examining the distinction between observing environmental data and constructing explanatory or predictive models.
Writing
Reflection
The App Started Building Me
I thought I was building a software product. Somewhere between the bugs, failed assumptions, and rewritten systems, the product began changing the builder.
Project
Human-Like Robotic Hand
First 3D link
Moved the design from a two-dimensional sketch into a three-dimensional component.
Project
GlobalBriz
GlobalBriz exploration began
Started exploring a unified immigrant-support platform.
Project
Human-Like Robotic Hand
SolidWorks fundamentals
Developed the first fully defined parametric finger-link sketch.
Project
Hydrogen Turbine Research
Energy-flow model
Connected combustion behavior to turbine work and compressor operation.
Research
Exploratory
Hydrogen Combustion in a Small Turbine System
This engineering research exploration examines hydrogen combustion in a turbocharger-based or small gas-turbine system. It considers mixing, combustion zones, temperature, turbine work, materials, and safety as connected parts of one system.
Framework
Previous
Evidence of Learning v1.0
Initial framework for reasoning about observable evidence of learning.
Academic
Research program
ASRI Python research track
Started an environmental data research project using EPA air-quality data and Python.
Project
EPA Air-Quality Exploration
Research program began
Started the ASRI Python and environmental data research track.
Project
TechShortsApp
Signal contribution paper
Published an exploration of how much credibility each signal should contribute.
Research
Published
How Much Credibility Should Each Signal Contribute?
Published as an independent public research essay.
Project
TechXEng
Robotic hand series launched
Started documenting the attempt to build a human-like robotic hand.
Project
Human-Like Robotic Hand
Episode 1
Started the public attempt to build a human-like robotic hand.
Media
Playlist
Human-Like Robotic Hand
A public engineering series documenting the attempt to design and build a human-like robotic hand from first principles.
Project
v2.3
TechShortsApp v2.3
Introduced Helpful and Follow alongside watch ratio, replay, and bookmarks.
Project
TechShortsApp
Engagement Is Not Evidence
Published the first research paper establishing the distinction between engagement and epistemic evidence.
Research
Published
Engagement Is Not Evidence
Published as an independent public research essay.
Project
Hydrogen Turbine Research
Combustor-zone analysis
Examined primary, secondary, and dilution-zone functions.
Project
TechXEng
What Is a System?
Published an early explanation of systems, boundaries, inputs, interactions, and outputs.
Project
TechXEng
TechXEng launched
Started publishing engineering and systems-thinking explorations.
Framework
Current
SIGNAL v1.0
Established the six-part framework for examining systems under uncertainty.
Media
Video Series
Systems Foundations
Early TechXEng videos introducing systems, coordinates, particle models, rigid bodies, and engineering abstraction.
Project
Hydrogen Turbine Research
System exploration began
Started studying hydrogen use in a turbocharger-based turbine system.