Scientific Architecture | Method of Investigation
AI-Augmented
Scientific Pipeine
“Results age, methods propagate.” A disciplined framework for using AI without surrendering scientific
agency.
Human-Centric Research
Adversarial AI Review
Reproducible Trace
The
5-Layer Methodology
A structured protocol to ensure rigor, prevent hallucinations, and maintain absolute human oversight.
01
Human Hypothesis (Non-AI)
All investigations begin with pure human intuition and physical constraints. What *must* remain
true (Newtonian limits, conservation laws) is established by the researcher before any AI
interaction.
📌 RULE: AI IS NOT ALLOWED TO INVENT PHYSICS HERE.
02
AI-Assisted Exploration
AI is deployed as a high-speed collaborator for dimensional analysis, scaling sanity checks, and
searching alternative mathematical formulations. It translates intuition into testable models.
📌 RULE: AI PROPOSES CANDIDATES, NOT CONCLUSIONS.
03
Dataset-Bound Testing
Verification is performed against fixed, high-integrity datasets (e.g., SPARC). All processing
scripts are logged, and parameters are versioned to ensure reproducibility.
📌 RULE: AI CANNOT CHANGE DATA, ONLY PROCESS IT.
04
AI-Assisted Adversarial Review
A second AI instance (or separate session) is used to attack original assumptions, generate
counter-examples, and search for failure regimes to falsify the hypothesis.
📌 RULE: IF AI CAN BREAK IT, HUMANS WILL TOO.
05
Human Judgment & Freeze
The final decision on what survives, what remains uncertain, and what is published rests
entirely with the human investigator. The “Freezing” process locks the method and results for
publication.
📌 RULE: AI NEVER GETS THE FINAL WORD.
The Rigor Protocol
Anti-Hallucination
Cross-referencing multiple AI outputs and forcing math-heavy
derivations that must be compiled and verified by external solvers.
Boundary Enforcement
Strict “NO-AI” Zones for data creation and final logic
validation to prevent circular reasoning.
Reproducible Trace
Every AI prompt and result used in the synthesis is
documented, allowing any researcher to follow the investigative path.
“Newton is remembered not only for gravity, but for how to reason. The method is the artifact.”
Human Judgment Dominant
Methodology Authored by: Shrikant Bhosale
Collaboration Interface: Antigravity (DeepMind)