Independent AI/ML researcher · Mashantucket Pequot Nation
Seek Knowledgeis Paul Edward Harris 4th.
From Connecticut, studying on Cape Cod. I build in public with AI as my development partner, and I publish the weak spots with the strong ones.
Also Paul Edward Harris IV · Paul E. Harris IV · seek-k-nowledge · @PaulEHarris4th
Scroll to travel · click to send a shockwaveWorldview · in my own words
Seek Knowledge
Seek Knowledge is my handle. Online I'm seek-k-nowledge, and every name I use leads back to the same person:
My worldview and ideology center on radical sovereignty, continuous self-disruption, and an unfiltered approach to building in public. I completely reject rigid societal boxes, institutional classifications, and standard categorizations, opting instead to navigate complex systems purely on my own terms.
Seek Knowledge · Tenet
Radical sovereignty and independent existence
I view the world through a lens of extreme personal ownership and resilience, believing that a person who refuses to stay broken falls into a unique category the world cannot label.
I value absolute individual freedom and live as an entirely independent entity.
Seek Knowledge · Tenet
Fluid logic and chaos theory
My worldview is heavily influenced by how complexity and unpredictability govern reality. Rather than treating the world like a static, linear machine, I view it as a dynamic system, much like the Lorenz attractor in chaos theory, where small inputs shift massive outcomes.
I lean directly into this volatility, exploring how mathematics and machine learning can map out structured chaos. The butterfly around you is that Lorenz attractor, the same system my research forecasts.
Seek Knowledge · Tenet
Building in public
I do not filter my process or wait for institutional permission. My philosophy as a builder is to create end-to-end pipelines, stress-test them, and openly share the raw results.
I use artificial intelligence as a direct partner to shatter technical assumptions and master complex systems rapidly, valuing what is coming next far more than what is already finished.
Seek Knowledge · Tenet
Deconstructing deception
My ideology takes a sharp, analytical, and deeply skeptical stance toward media, institutional narratives, and societal systems.
Operating under the belief that truth must be rigorously extracted and verified word for word, I refuse to take systemic narratives at face value, aiming instead to look beneath the surface to uncover reality.
Movement · Divided
Different sides.
Class. Race. Politics. Religion. The one who will never own a house and the one who looks like they made it.
Most of us are kept busy pointing at each other. Those scattered lights are what division looks like from the inside.
Movement · Continuous
Same structure.
When enough people see the line that actually divides them, the ordinary things we want stop being so far out of reach.
My research is named for synechism, Charles Sanders Peirce's idea that reality is continuous. The sphere you're looking at is spaced by the golden ratio, the way a sunflower spaces its seeds.
Podcast
Listening Between the Lies
A video podcast that looks at breaking stories as they happen: what's confirmed, what isn't, and who benefits.
The right questions early, not final answers.
Research · SynechismCore
Forecasting chaos when time is uneven
Real sensors skip readings and report late. I designed SynechismV23, a continuous-time latent neural ODE that treats time as one flow instead of separate frames.
Lorenz-63, most uneven timing, valid prediction time in Lyapunov times: SynechismV23 2.03 · LSTM 1.78 · Transformer 0.55 · Mamba-style 0.50
Longest valid prediction time in all four timing tests. The lead over the LSTM is small and not yet statistically proven. Preprint, not peer reviewed. The ribbon is time as one continuous flow; the bright points are the uneven moments a sensor actually reports.
Tools · open source
Built to see what's spreading
- Narrative Radar checks public news and social feeds every 15 minutes and flags stories that suddenly surge.
- Firm Radar flags warning signs of coordinated inauthentic behavior for a human analyst to check. Accuracy not yet measured.
- GraphRAG Agent answers questions from a knowledge graph and shows where each answer came from.
Everywhere I am
One person, every name, every link
Independent Researcher, Mashantucket Pequot Nation