Inventor of AssuredCode(tm) (patent pending). Autonomic AI researches to reduce AI energy usage and increase AI accuracy. Founded by John Harby.

Temecula, CA
Joined August 2025
Autonomic AI retweeted
OPERATION BLACKOUT: This FBI’s global scam center demolition continues to deliver outstanding results. 🔺Roughly $17 BILLION in assets and crypto seized 🔺Hundreds of alleged scammers arrested 🔺Thousands of trafficked workers freed 🔺10,000+ Americans warned before losing their money 🔺$670 MILLION in estimated losses prevented 🔺20+ countries are now coordinating in this fight The FBI won't stop until these criminals face justice and Americans and their assets are safe from scammers.
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Progress in AI energy usage I work on finding ways to get the same results from AI but using less energy to do so. AssuredCode is a code generator I wrote that benchmarks using ~2 joules while LLM code gen uses ~200 joules. Also functor models - see doi.org/10.5281/zenodo.21466…
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Autonomic AI retweeted
Now out to all Plus and Business users. Happy building!
GPT-6 Astra is now available to all Pro, Enterprise, and Business Premium users in Work/Codex, and is available in the API. We will start rollout to Plus and Business users next. Thank you for the patience.
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Autonomic AI retweeted
Also, this is my favorite OpenAI video so far. It makes me excited for the future!
This is GPT-6 Astra. Anything you can do on a computer, Astra can do for you. Fast.
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Autonomic AI retweeted
Trump Derangement Syndrome has so debilitated @ErinBurnett that she has abandoned both common sense and basic arithmetic. CNN wants us to incorporate the full package price of every ingredient, regardless of what is used in the recipe. If you put a squirt of ketchup on your burger, would you be surprised if the restaurant charged you for the whole bottle? The Real Food Show uses standard recipe costing: we count what the recipe actually uses. The rest stays in your kitchen for the next meal—and the meals after that. Our goal is simple: help Americans reclaim their kitchens, cook healthy food without breaking the bank, and stock their pantries with high-quality ingredients they can use again and again. That’s how we Make America Healthy Again. 🇺🇸
CNN remakes one of the “affordable” meals from RFK Jr.’s new cooking show. It should cost under $5 per serving, but what’s the real price point? @tomforemancnn reports.
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Autonomic AI Announces AssuredCode-C: An Ultra-Low Latency Code Generation Process Ideal for Autonomous Systems #autonomicai #ai #pressrelease #pressreleaseservice @247pressnews Press release: 24-7pressrelease.com/press-r…
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Replying to @kribet
@kribet curiously the goversnce I added on functor models strongly supports energy reduction. I can roll the model back to valid state reapply valid learning
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Lots of AI energy goes into retraining models. Any small error will force retraining of a neural net due to propagation @ClimateReality
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Autonomic AI retweeted
"We are holding Canada responsible... the United States is being unnecessarily invaded by filthy, polluted, and unhealthy air, the quality of which is dangerous, and totally unacceptable!" - President Donald J. Trump 🇺🇸
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Illegal drug users - be careful out there. I have heard two things "fentanyl is in everything" and "The LSD Sterilization plan of Nazi Germany". True or false I have no idea but just be wary of what you take. @elonmusk @CNN
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I am very impressed with AgentCore. It solves many problems in agentic AI. @awscloud #AWS
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You see of course this can be applied to biofuels/agricultural research. Claims of oil being bio are interesting. With such an integration system we could have an in depth investigation as to the components, discover mutations that could grow in the sea, etc.
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Autonomic AI retweeted
Another brilliant Grok image
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Replying to @elonmusk
@elonmusk The purple and red tides caused by phytoplankton blooms show nature’s ability to convert sunlight into vast chemical energy. By applying Walter Gilbert’s integration of bio and chem informatics seek methods of converting solar magnification energy to electricity.
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Grok and I have discussed the solar magnification spaceship.
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