Senior AI Systems Engineer | LLM, RAG & Agent Architecture Building production AI that businesses can actually trust 30+ years shipping real systems

Remote (US)
Joined April 2007
Everyone is selling AI outcomes right now. Engineers are left building the processes that make those promises survivable. I wrote about the gap between demos and reality here 👇 #ai #openai #claude #Gemini 👉 bit.ly/3MAfQ5J
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Check out my latest article: The MLB Trade Deadline Is a Decision-Intelligence Problem, Not a Player-Ranking Problem linkedin.com/pulse/mlb-trade… #AgenticAI #SoftwareArchitecture
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This isn’t a Republican talking point, or political spin…it’s what Democrats put IN WRITING: On page 57, section 2141, of their OWN bill, Democrats restore taxpayer-funded benefits for illegal immigrants. See for yourself: speaker.gov
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There It's fixed 😁
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From the horse’s mouth …
Hillary Clinton: We should not give taxpayer funded healthcare benefits to illegal aliens or encourage illegal immigration I was told this is far-right extremism…
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1996. Chuck Schumer rails against illegals getting taxpayer funded benefits because it incentivizes more illegal immigration: “People say, why can't you stop illegal immigrants from coming here?" “The number one answer we give our constituents is when they come here, they can get jobs, get benefits against the law because of fraud." Chuck is now threatening to shut down the government over illegals getting taxpayer-funded healthcare.
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If you believe free speech is for you but not your political opponents, you're illiberal. If no contrary evidence could change your beliefs, you're a fundamentalist. If you believe the state should punish those with contrary views, you're a totalitarian. If you believe political opponents should be punished with violence or death, you're a terrorist.
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Chris Love 🧠🤖 retweeted
Mermaid diagrams are now rendered in the markdown preview pane (among other places) inside Visual Studio. Coming soon...
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Theft through left wing 'non-profits' is out of control!
🚨 Fire victims lost everything, but not a single dollar from the $100 MILLION raised ever reached them.    California Democrats funneled it to nonprofits instead.   This is what corruption looks like. Thank you @FOXLA, @MarlaTellez, and Sue Pascoe for exposing it.
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It's Edge's birthday! Sign the card by commenting below.
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Happy Birthday Microsoft Edge!!!! @MicrosoftEdge 10 Years old today! A great team behind a great browser. Thanks for all your hard work to make the web a better place! @EdgeDevTools
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Self-defense techniques…
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On the IRS.gov website, the "log in" button was not in the top right on the navbar like it is on most websites. It was weirdly placed in the middle of the page below the fold. An IRS engineer explained that the *soonest* this change could get deployed is July 21st... 103 days from now. This engineer worked with the DOGE team to delete the red tape and accomplished the task in 71 minutes. See before/after pictures below. There are great people at the IRS, who are simply being strangled by bureaucracy.
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Trump’s new tariffs aren’t a trade tweak—they’re the first move in a full-spectrum reset. $9.2T in debt matures in 2025. Inflation lingers. Alliances are shifting. One announcement just set a dozen wheels in motion. Here’s what’s really happening—and why it matters 🧵
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🚨NEW: Antonio Gracias @AntonioGracias talks about how the fraud in Social Security and Voter Fraud works (12 MINUTES OF MUST WATCH) GRACIAS: "In 2021, 270,000 non-citizens got social security numbers. In 2024, 2.1M non-citizens got social security numbers. We went in to find fraud and found this by accident. I'm an immigrant by the way, this is non-political. There's a lot of people in Government that took huge risk to get us this information and show us what's going on. These are very good people. I have been from DC, to the social security offices, to the border to track this down." MUSK: "People think that Biden was asleep at the switch. They weren't asleep at the switch. It was a massive large scale program to import as many illegals as possible, ultimately to change the entire voting map of the United States and disenfranchise the American people and making it a deep blue one party state from which there would be no escape." GRACIAS: "Human Traffickers made $13-15B off of this. This is a human tragedy. We created a system that created an incentive for people to come here and get taken advantage of by these traffickers." MUSK: "This is not made up by the right. This is absolutely true...The real reason for these attacks and the burning of the cars, is that we're going to turn off the payments to illegals...I think this is the biggest voter fraud in the history of America by far. If the machine behind the Kamala puppet had won then they would have legalized all the illegals and there would be no swing states."
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🚨#BREAKING: The I-40 highway in #WNC which crumbled into the river during Hurricane Helene and has been closed for 5 months… …has officially reopened! DOT Secretary Sean Duffy allowed rock to be pulled from the river to rebuild 3X faster and cheaper.
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Hundreds of federal workers are being promoted daily every time we encounter excellence. The @DOGE team will be more clear about this. The goal is to make the federal government a meritocracy as much as possible.
Dear @elonmusk and @realDonaldTrump — IDEA: For every 1,000 federal workers fired, promote ten each week who are exceptional or under-appreciated. Highlight on social media. Give them a bonus. Maybe a trip to the Oval. Counter the negative narrative. @DOGE @DOGECommittee
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WATCH: The White House just released a new video listing President Trump since taking office. SPOILER: It's a lot I love how this administration is blasting through the fake news.
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