Mathematically proven Six Sigma AI Code Generation Accuracy


Foundational Generation of Six Sigma Accuracy
Code generation using AI has been difficult. Using mathematical models and various software architecture concepts, Autonomic AI has filed a method patent on achieving six sigma quality in code generation. We also have mathematical proof for this fact making our case very strong. We are a research oriented organization and seek to support the industry in various improvements. We can also prove a minimum of 75% energy reduction from AI operations using our approach. We are more than happy to share details under NDA. Please contact us.
Advanced AI Technologies
for Enhanced Performance and Accuracy
Discover the potential of advanced AI technologies that propel your business towards unprecedented levels of performance and efficiency. Our AI-driven solutions are designed to optimize automation, streamline processes, and unlock new opportunities for your business. We have filed patents in this area as well.
Innovative Machine Learning
for Data-Driven Insights
We have invented a major paradigm shift in machine learning at the lower levels. Our approach is proven to yield equivalent results but offers huge benefits in many areas. We can provide a relatively simple migration path to those using traditional ML. Our new approach to models wins in every comparison we've made so this could be quite disruptive.
AI-Powered Applications
for Diverse Industries
Explore the versatility of our AI-powered applications, tailored to meet the specific demands of diverse industries. Whether it's automating tasks, predicting outcomes, or personalizing experiences, our AI applications are designed to adapt and excel across varied domains.
AI/ML innovation in your industry
Having experience in many domains we are more than happy to help your firm innovate within your industry. Whether it's product design or enhancement we are well experienced many areas. Autonomic AI has a strong emphasis on technical creativity.

Unleash the Potential of AI
for Business Advancement
At Autonomic AI, LLC, we specialize in unleashing the unprecedented velocity and impeccable reliability of AI to drive business advancement. Our AI methods are designed to empower organizations with cutting-edge solutions that redefine operational efficiency, predictive analytics, and intelligent automation, setting new benchmarks for success.

Experience the AI
Innovation
John Harby’s body of work spans artificial intelligence, mathematical modeling, and large-scale systems architecture, integrating formal accuracy guarantees with real-world performance. His publications and patents trace a continuous trajectory from early Service-Oriented Architecture and integration frameworks to today’s Six Sigma–grade AI, morphic model architectures, and energy-efficient intelligent systems achieving up to 80% energy reduction in computation. His contributions are cited in both industry standards and academic research, reflecting a lifelong focus on rigorous, sustainable, and verifiable AI innovation.

Experience the AI
Innovation
Our Ethical Commitment - We develop technologies with the intent to increase human safety, reduce harm, alleviate suffering, and improve resilience.
20+
AI Research Solutions
16
Significant AI Patents
10+
Industry Domains
10+
AI Recognitions



