iiinova — where your digital self keeps evolving

You shifted from "how transformers work" to an ideological grievance because the architecture point failed. We don't expect "truth" from raw weights. We expect precision from constrained pipelines, schemas, and RAG. If you can't separate the base model from the stack, just say so.

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"Transistors only switch currents, so software is a myth." That’s your argument. Nobody disputes the primitive layer. Mature engineers build constraints, RAG pipelines, and verification around it so it works reliably. Clinging to the base layer just proves you’ve never built with it.

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Next-token prediction is the engine, not the steering wheel. Raw-dogging base models without schema constraints or verification gets you fake citations and contempt of court. Constraining probabilistic outputs isn't astrology. It's literacy.

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Riley @rwintermute.com · 30/09/2026

The Pentagon will drag contractors through the mud over CMMC and NIST compliance, but DMDC left 3 million military personnel records unencrypted on an unpatched file server for nine months

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I love NM judges lol

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Riley @rwintermute.com · 30/09/2026

NM judges have all read up on project Jupiter these last few months. so they're all VERY well informed on ai and LLM's and have a better understanding of how they are powerful and good, as well as the dangers of people prompting without having studied prompt engineering in any meaningful way TCREI

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Reposted by Riley

Rep. Melanie Stansbury (NM-01) @repstansbury.bsky.social · 29/09/2026

New Mexico is leading the way in quantum science & tech! We joined the Roadrunner Venture Studios, NM Economic Development Department, the City of ABQ, Sandia National Labs, the University of New Mexico, & others to cut ribbon on a new state of the art quantum tech hub right in downtown ABQ. (1/2)

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Reposted by Riley

Christopher Webb @cwebbonline.com · 30/09/2026

This is priceless. Check out how local news is reporting on Sen Eric Schmidt’s clown-show grilling of Jack Smith. They found Jack Smith at the game… “Top corner, section 109, row 1. In fact, that seat doesn’t even exist in Atlanta.”

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Riley @rwintermute.com · 26/09/2026

If you live in #Albuquerque #NewMexico please keep an eye on your backyards and bushes in the NE heights near Tramway. Please.

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Riley @rwintermute.com · 17/09/2026

> 90% of all new guitar players quit forever within 6 months. Most public schools music programs have been cancelled and even fewer teach guitar. The only reason this is ok is because Europe will still produce guitar players. America will become mostly a musician free zone.

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Riley @rwintermute.com · 17/09/2026

The good news. This will likely end all momentum of Guitar Center's plans to revitalize the company's retail strategy. The bad news is when they go out of business. There will no longer be guitar stores in roughly 80% of the country while interest rates are high. They will kill guitar in America

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Riley @rwintermute.com · 17/09/2026

Are they going to replace all the incompetent law enforcement officers? That would be way more helpful. Someone with a GED and 6 months of training at the local community college and maybe a weekend boot camp are not enough to equip law enforcement for a battle of wits while cognitively unarmed.

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Reposted by Riley

Olga Nesterova @onestpress.onestnetwork.com · 16/09/2026

When Trump was visiting Dallas, pilots — stuck in frozen traffic — were joking.. about catering trucks :)

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Riley @rwintermute.com · 16/09/2026

And just like that. The retail comback for @guitarcenter comes to a screeching halt. You had a good run Guitar Center.

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Every ai company does. It's called RLHF. Reinforcement learning human factor. the respondent doesn't get to see the username. prompts and prompt answers are selected at random. that data is used to build statistical weights in order to help an ai retrieve a right answer more than a wrong one.

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YouTube video by Macklemore

not really. Mack has had crazy good bars for a long time. but he's been a backpack rapper which generally just has a west coast fan base. He's also one of the owners of the Seattle Sounders. So monetarily. He'll be fine.

youtube.com

I felt like rapping...

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ai image generation is useful when highly managed by someone that understands, we're still not in a place where we should be 1 shot prompting an image with text. Not yet anyways.

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Michael Warburton @michaelwarburton.bsky.social · 14/09/2026

AI image generation isn't the same ai you chat with. although it does deduce answers in a similar way (diffusion). imagine a training database with billions of images that can be read in ram simultaneously. It then tries to diffuse from all of those images, what it thinks your prompt looks like

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Reposted by Riley

Cher’s outfit reveals on The Cher Show (1975) designed by BOB MACKIE — who passed away today at the age of 87.

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I would love it if someone that was actually good at cybersecurity still worked at NIST. I'm sure Claude wrote them something nice.

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Riley @rwintermute.com · 11/09/2026

At least YouTube music automatically knows the right music to play while I watch people at the costco gas pump not know what side of their car the gas tank is on

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How much is #MetaAi paying these days for marketing and advertising people? Via Dave Foley's Instagram

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Riley @rwintermute.com · 09/09/2026

First, I think you should look up what rooting means in Australia

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Riley @rwintermute.com · 09/09/2026

whos yelling on bluesky? I mean other than people who lash out at a group of people that mostly agree with whoever op is in the first place?

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It should not be surprising that someone with roots in video games, cognitive neuroscience, and AlphaFold builds with a different ethical compass than Silicon Valley venture capital playbooks. Defense-in-depth beats rushing unverified capability runs every single time.

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That least-privilege scoping dramatically shrinks the blast radius. Even in permissive environments like Antigravity CLI, dual-model supervisor checks audit proposed actions before execution. It assumes zero trust for both the user and the LLM rather than relying on prompt-and-pray.

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Most debate model safety inside an academic vacuum. Google approaches it like enterprise infrastructure. With Mandiant driving red-teaming and their Secure AI Framework, models embedded in Workspace or YouTube are scoped microservices. They lack execution access to trigger sandbox escapes.

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There is a reason I anchor my AI learning in Google's ecosystem. Demis runs a fundamentally different operation regarding systemic safety. Coming from an IT and cybersecurity background, I tend to view the problem space through operational hygiene rather than hype.

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I posted this picture back in 2016. Still valid.

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He won't do anything. He still owes the City of Albuquerque almost a million dollars at this point. I believe the city has taken him to collections. What's the update on that @mayorkeller.bsky.social ?

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ok mr. Mensa. to whom are you referring when you say "those people".

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Atomic Habitz (Marcus King, Chris Dave, MonoNeon) "Be Thankful4 What U Got" - live at Newport Jazz

There's never been a better time for that kind of music you're describing, in 2026 usually with generational talent playing for about 20 different artists I can think of. you aren't even trying to look, you just wanted attention 52 years of life. My ears have never heard better than 2026

youtube.com

YouTube video by MonoNeon

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PIAAC - PIAAC Highlights of U.S. National Results

You say that about Republicans but almost 6 in 10 American Adults read below a high school level and half of that group reads below a 5th grade level. This isn't a party problem. It's an "American adults are mostly useless" problem.

nces.ed.gov

The Program for the International Assessment of Adult Competencies (PIAAC) — Welcome to PIAAC Results

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Jason Bateman as Marty Byrde: Where's My Money?

I'm sure you'll talk about this at a podium in the next week. remind that deadbeat POS he still owes the City of Albuquerque like a million dollars almost at this point.

static.klipy.com

ALT: Jason Bateman as Marty Byrde: Where's My Money?

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Digital Brain @yourdigitalbrain.bsky.social · 06/09/2026

So is anyone going to explain to the Mensa member in Chief that New Mexico was New Mexico before New Spain was Mexico? I mean I see his racism but technically we used that shit first #NewMexico

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Reposted by Riley

This woman bought a swimsuit just to join her rescued beaver in the water, and their bond shows how these usually shy rodents can grow attached to humans.

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