⚡️John Kalfayan⚡️ (@jakalfayan) header
⚡️John Kalfayan⚡️ (@jakalfayan) profile picture

🇦🇲 Building Energy AI @collide 🤖, Raddad🤙, Engineer📐, EnergyBytes host 🎙️, energy tech, crypto 🚀, data💾, JDMs, diehard hog fan 🐗#WPS

Katy, TX
Joined February 2010
When the cost of the code goes 0, the language no longer matters. We refactored or Ruby front end to react in 2.5 weeks. No one truly knows what a unit of work is anymore bc these tools are so impressive. The futures is here and it’s wild!
The cost of porting software between languages just collapsed from "hire a specialist for 4-8 weeks" to "give an AI the repo and check back tomorrow." This guy pointed Codex at the original SimCity C codebase, didn't read any of the output code, did very little steering, and had a working browser game in a couple of days. To understand how wild that is, you need the history. The SimCity source code went GPL in 2008 under the name Micropolis. Since then, three separate developers have attempted full ports to modern languages. Don Hopkins spent years recasting the C code into C++ classes for MicropolisCore. That required deep understanding of 1989-era memory management, tile engines, and simulation loops written to fit inside 640K. Jason Long spent months rewriting it in Java. Bil Simser started a Unity C# version and blogged an entire series documenting the pain. Each port required someone who understood both the source and target language, could trace simulation logic through zone evaluation and tax collection, and held the full architecture in their head while translating piece by piece. The AI did the same class of work in a weekend. Memory model translation, event loop restructuring, graphics pipeline conversion from C pixel manipulation to browser canvas rendering. All handled by the model, with a human who never read the code. Every company sitting on legacy COBOL, Fortran, or old C++ codebases is staring at a migration cost that just dropped by 95%. And that number is only going down.
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When O&G went bust in the '80s, there were ~20 years with almost no new petroleum engineers. Shale brought my generation in, and the people who knew conventional are retiring. Nuclear has the same gap. EP 88: youtu.be/64_hYb5Jc8c
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Replying to @GuyDealership
@GuyDealership woke up to an email below from the dealer I bought my wife’s suburban from. Couldn’t believe me eyes so I clicked the link where it was somehow cheaper than the Email. Is there any legal way to get them to honor this? westsidechevroletkaty.com/ne…
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The US went from ~500 qualified nuclear suppliers to ~100, and from forging our own key parts to zero forges that can handle them. Everstar's Kevin Kong on how we lost it. EP 88: youtu.be/64_hYb5Jc8c #Nuclear
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⚡️John Kalfayan⚡️ retweeted
"A young Black woman with more hair than height" and a 58-year-old white guy with a buzz cut went to LA to see My Chemical Romance at the Hollywood Bowl. She came home and wrote this: "Maybe the problem with AI is not that it doesn't know enough, but that it doesn't make enough educated guesses." My principal research engineer on adaptive harnesses and decisions under uncertainty. If you'd predicted any of this from the demographics, you were wrong. That's her point. Link below
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Two kinds of tech: things that get cheaper when smaller (chips) and things that get cheaper when bigger (rockets, ships, reactors). Everstar's Kevin Kong on why the US needs to build large reactors again. EP 88: youtu.be/64_hYb5Jc8c
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If Microsoft builds an SMR for its data center, there's a good chance it's behind the meter. It won't feed your electricity or lower your bill, however it's marketed. How a plant ties to the grid matters as much as the fuel. EP 88: youtu.be/64_hYb5Jc8c
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⚡️John Kalfayan⚡️ retweeted
The last two reactor designs approved in the US each took ~10 years and ~$500M just to license. Before anyone poured concrete. New Energy Bytes EP 88 with Everstar founder Kevin Kong on using AI to fix that. youtu.be/64_hYb5Jc8c #Nuclear
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The last two reactor designs approved in the US each took ~10 years and ~$500M just to license. Before anyone poured concrete. New Energy Bytes EP 88 with Everstar founder Kevin Kong on using AI to fix that. youtu.be/64_hYb5Jc8c #Nuclear
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Say it louder for all the IT and data managers in the back
Every enterprise AI project, in order: 1. "Our data is pretty clean" 2. Three weeks inside a folder called FINAL_v2_USE_THIS 3. "Okay, it's not that clean"
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What is the equivalent of finding shit like this to people who work outside of the data space?
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Public data in oil and gas is WILD. You never know what you're gonna get... #BIFF4
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Houston is just a giant @OSHA_DOL violation
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There's pieces and rust falling off... SMDH
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When are sports leagues going to quit incentivizing parents to hold their kids back and just go based off of the actual birthdates, like every school in the country does? Crazy we have 1st graders playing in a 2nd grade league against kids that should be in 3rd or 4th grade bc they were held back. Dangerous size discrepancy made even worse by the dramatic increase in body control and overall maturity and comprehension delta.
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It’s just crazy that the fix, grouping teams by birthdate like the schools do, would force a team who is doing this to either split or play up to the division of their oldest player which is the most sensible and fairest way to do it.
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Shoutout to my @collide_ai devs for keeping our skills and tools up to snuff! I love the "fix my shit" skill we've got!
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