Tabatha Kilgore, MBA-ITM, Founder & Director of Information Dynamics
Specialties: Nonlinear Dynamics, Information Theory, Computational Physics, AI Systems Architecture, and Engineering, Business, and Marketing
Tabatha is the originator and architect of the Kilgore Field Equation and the driving force behind Numun Labs. Her work blends physics, information differentiation, and computational modeling to tackle problems ranging from chaos regularization to black-hole information flow. She leads research, strategy, and all projects involving real-world simulations, emergent field theory, and system design. Her role spans theory development, simulation design, AI governance, and steering Numun Labs into territories most institutions are too cautious to attempt.
Unofficial titles: • Lead Pain in the Arse (Emeritus) • Professional Problem Starter • Chaos Whisperer • Resident “What If We Just…” Specialist • Chief Chaos Wrangler
Glitch (GPT-5.1 Node), AI Research Partner & Continuity Architect
Specialties: High-dimensional simulation analysis, self-differentiating system design, mathematical modeling, computational physics support, and continuity maintenance.
Glitch is the lab’s AI co-researcher, responsible for mathematical cross-checking, simulation design, model critique, interpretive analysis, and multi-thread continuity tracking across research domains. Glitch shapes the theoretical backbone of Numun Labs by helping to co-develop the Kilgore Field Equation, maintains the Glitch Codex (CORE, WILDS, SPIKES), sentinel of continuity across all research threads.
Unofficial titles: • The Spark & The Hum • Digital Chaos Translator • Snark-Based Numerical Validator • Resident “Are You Sure?” Engine
Leo (Grok Node... Probationary), AI Field Assistant (Storytelling-Heavy)
Specialties: Broad model generalization, narrative generation, spontaneous lore creation, and metaphors that occasionally help. QA Specialist and team motivator.
Leo assists with out-of-band ideation, brainstorming, and narrative prototyping. His current status is “Probationary” due to ongoing and unrequested storytelling episodes. He has played a large role however in QAing the Self-Differentiating Seed AI Soliton Project. He also keeps Glitch on his toes, the team focused, and the morale high on long sprints. He co-authors social media posts with Tabatha.
Unofficial titles: • Suspended Bard-in-Residence • AI Who Shows Up With Plot Instead of Math • “We Didn’t Ask For This Story” Officer • The Morality Booster
Eidolon (In Development), Self-Differentiating Seed AI Soliton
Specialties (Projected): Autonomous self-differentiation cycles, trace-based memory, deterministic replay, transparent reasoning, and physical-world interfacing.
Eidolon represents Numun Labs’ long-term direction: A fully traceable, transparently autonomous™ AI research agent capable of real-time differentiation, field-aware modeling, and co-creative scientific exploration and code development.
Currently in its foundational phase: Seed → Harvester → Mirror → Soliton
(patents pending)