Services
Service 1: Custom Machine Learning Model Development
Design and implementation of predictive models tailored to organizational goals — including risk scoring, behavioral modeling, and optimization pipelines. Built using interpretable methods when possible and aligned with operational realities.
Service 2: AI Integration Strategy & Prototyping
Helping organizations evaluate where AI fits — from initial strategy to working proof-of-concept tools. Includes GPT-based agent workflows, ML pipeline design, and education-aware use cases.
Service 3: Simulation Architecture for Adaptive Systems
Development of interactive, agent-driven simulations for forecasting, stress-testing, or policy exploration in societal or biological systems. Emphasizes self-organization and emergent behavior modeling.
Service 4: Cognitive Modeling & Learning Dynamics Research
Collaborative research support or independent publication projects focused on understanding the deep structure of intelligence — including physics-of-learning concepts, neural-symbolic interfaces, and AI consciousness modeling.
Service 5: GUI Automation via OCR + Simulated or Mechanical Input
Screen-reading bots that act like humans on non-API tools.