Quantum Inquiry Research Lab — Bakersfield, CA

How do you know
what you know?

Quantum Inquiry is a research program examining the structure of inquiry through formal work, preregistered experiments, open-source tools, and autonomous-system demonstrations.

Researcher Bruce Tisler · Founder, Quantum Inquiry
GitHub btisler-DS
Program began November 2022

What this site documents

The work presented here makes claims about inquiry structure, constraint behavior, and artificial systems. Those claims are accompanied by inspectable evidence rather than presented as a closed theoretical account.

Protocols

Preregistered experiments with publicly available designs and stated hypotheses.

Code

Open-source simulation, analysis, and demonstration code.

Results

Confirmations, null outcomes, reversals, and underpowered findings reported together.

Demonstrations

Software and physical implementations that expose the mechanics for inspection.

Start Here

Three questions organize the program

The site can be entered through the formal question, the experimental question, or the implementation question.

Question 01 · Foundation

What constitutes a minimal basis for inquiry?

The formal work asks whether WHO, WHAT, WHERE, WHEN, HOW, and WHY form a minimal necessary basis for primitive state-of-affairs inquiry, and whether each function is independent, jointly exhaustive, and non-redundant.

Question 02 · Experiment

How do constraint systems behave when they are actually tested?

The MARL program tests interrogative emergence, regulatory constraint, recursive self-modeling, temporal integration, prosocial reward structure, emergent constraint fields, and failure modes such as specification gaming.

Question 03 · Implementation

Can inquiry structure govern action in working systems?

The implementation work turns inquiry, evidence, authorization, and state transition into inspectable system behavior. CRAS demonstrates pre-execution authorization on an autonomous robot; other tools expose reasoning and experimental structure for inspection.

Evidence

What can be inspected

Representative evidence is grouped by type. The homepage shows the entry points; the linked records hold the detail.

Research Pathways

Choose the kind of evidence you want to examine

The same program can be entered through theory, experiment, or implementation without reading the entire archive first.

For theory-focused visitors

Formal inquiry

Begin with the six-interrogative minimal-basis proof and the Q-State framework, then follow the formal claims into their empirical tests.

Geometric foundations →
For experiment-focused visitors

Preregistration and results

Begin with committed hypotheses and experimental designs, then compare them directly with the published results and failure cases.

Open the experiment record →
For systems-focused visitors

Tools and demonstrations

Begin with systems that execute the mechanics, then trace backward to the claims, protocols, and evidence that motivated them.

Open a live system →
Exploratory Writing

Questions in exploration

Medium is where I freely explore ideas by asking questions and trying to answer them. These articles are not research claims or predictions. They are records of inquiry in progress.

Latest published
Selected Publications

Recent records from the program

Selected recent publications and research artifacts. DOI links open the permanent Zenodo records.

July 2026 · Zenodo · Software documentation
Structural Admission: A deterministic harness for preregistered admission of dependency structure in staged experimental tasks
A deterministic harness that tests whether a staged experimental task contains the dependency structure a study intends to test and records reproducible admission decisions.
DOI →
July 2026 · Zenodo · Preprint
Resolution Cost of Structured Inquiry States Under a SAT Kernel: Results of a Preregistered Four-Run Campaign
A preregistered campaign using satisfaction as the resolution criterion and measuring the relationship between conflict count and CPU energy.
DOI →
June 2026 · Zenodo · Preprint
Is 'question' energetic. Is there evidence that 'question' behaves particle-like. Is 'question' a particle.
A position paper establishing gates for testing whether “question,” treated as a formal object, admits physical formalization without claiming in advance that it is energetic or particle-like.
DOI →
May 2026 · Zenodo · Preprint
From Collective Computation to Developmental Inquiry: A Cross-Substrate Test of Structural Admissibility
Connects theoretical foundation, developmental evidence, formal specification, and MARL experiments across multiple levels of analysis.
DOI →
May 2026 · Zenodo · Preprint
Testing HDT²/GIT Runtime Inquiry Structure Against Standard Structured Prompting in Domain-Bounded AI Reasoning
Preregistration for an ablation-based computational evaluation of HDT²/GIT runtime inquiry against base-model, retrieval, structured-prompting, and multi-stage comparison conditions.
DOI →
AI transparency

AI is used to preserve context, translate structured thought into linear language, and enable external inspection—not as a substitute for researcher judgment. Read the full AI Declaration →

Contact

Open for inquiry

The repositories and published records are open for exploration, critique, replication, and extension. Methodological questions and falsification attempts are welcome.