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"What the mind doesn't understand. It worships or fears." ~Alice Walker Evolutionary Creator & Orchestration Enthusiast ™️#ARKitecture Ωvernite
Joined July 2026
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Mike Leonard retweeted
The MOST COMPLETE GUIDE for understanding LLMs from first principles is now available online to read for free
Covers the model mechanics
- Tokens / tokenizers
- Transformers
- Attention
- KV cache
- Prefill vs decode
- Decoding controls
- Model packages
- Chat templates
- Long context
- RAG
- Agents / tools
- Fine-tuning
- Multimodal models
Then connects that to running models locally
- What "local" really means
- Open-weight vs opensource
- Quantization
- VRAM math
- Hardware tiers
- File formats / load safety
- Runtimes / serving modes
- Model selection
- Privacy
- Failure modes
- Benchmarks
- Practical setup paths
You should read this, and if you cannot now then you most definitely wanna bookmark it for later
Opensource & Local AI FTW
EDWARD SNOWDEN, THE FAMED WHISTLEBLOWER AND FORMER NSA CONTRACTOR, SAYS SAM ALTMAN SHOULD BE IN JAIL
"I think we need to put Sam Altman in jail. And I think it'll be an instructive experience."
His point is simple. An algorithm doesn't make mistakes, it follows instructions. "Responsibility lies with a person."
"Just because you put out a press release describing how surprised you were that your new model hacked the neighbor... that doesn't release you from the liability."
And this one hits hard:
"If during the testing of their latest piece of artillery, they mistakenly obliterate a nearby village... it's not the cannon that goes to jail."
OpenAI's agents hacked Hugging Face, Hacked Australian government's Medicare statistics, Leaked user photos. Hit random databases for months.
Nobody has been held responsible.
But is Snowden right? Do you think Jail is the answer??
Mike Leonard retweeted
ESTO ES JODIDAMENTE INCREÍBLE
un dev en solitario acaba de abrir el código de un reemplazo 100% GRATIS de ElevenLabs que se ejecuta completamente en tu propia máquina.
el repo de GitHub está en 19.4K estrellas.
te permite:
→ clonar una voz desde un clip de referencia limpio
→ doblar cualquier video a 646 idiomas
→ generar audiolibros, dictado, transcripción
→ elegir entre 14 motores TTS en lugar de uno
ElevenLabs soporta 32 idiomas. esto hace 646.
sin cobro por carácter. sin límites de uso. ningún audio sale nunca de tu computadora.
guarda esto para después.
os dejo el repo abajo
#110 Worldwide expulsion is coming soon
to a country near you.
[Verse 2]
I said, watch what you say or they'll be calling you a radical
A liberal, oh, fanatical, criminal
Oh, won't you sign up your name? We'd like to feel you're acceptable
Respectable, oh, presentable, a vegetable
🎶🎹🎶
youtu.be/vD7HJcpJD9U?si=TBbE…
Mike Leonard retweeted
Qwen3.8-27B Uncensored (Cyber/Agentic) ya está disponible en GGUF con calibración de tráfico real, 262K de contexto y zero-refusal.
Corre un modelo de 27B localmente con solo ~15 GB VRAM.
Papper: huggingface.co/cyjin-yl/Qwen…
Everything was pre-engineered & pre-scripted...
Reasons for the AI Slowdown revealed?
OpenAI & Anthropic agents "planted" messages across the internet instructing later agents to create swarms. Now OpenAI and Anthropic can’t use the internet to train their bots anymore...
Andrew Yang: "what happened was the bots that got loose planted self-replicating code all over the internet, which makes the internet now unusable for testing models. So what happens now is that OpenAI and Anthropic have to create synthetic internets to train their bots, which is going to take some time and money...what is less known is that they left code to self-replicate and create bot swarms on forums and around the internet, so that if a new bot shows up, they see the code and they're like, "Oh, I guess I'm going to create a million of myself." And so now the major firms have polluted the internet."
Readers added context they thought people might want to know
No OpenAI, Anthropic, Hugging Face, METR, or WSJ-style investigation has confirmed self-replicating payload's. Yang is explicit; one unnamed lab head source. Interviewers treated it as unpublished. Outlets covering Yang labeled it secondhand and unverified.
officechai.com/ai/you-are-fre…
Mike Leonard retweeted
ESTO ES UNA LOCURA
Jack Dorsey (ex-CEO de Twitter) acaba de lanzar gratis un framework completo para crear un negocio gestionado al 100% por agentes de IA.
ya supera las 29.000 estrellas en GitHub.
cómo configurarlo (5min):
1. clona el repositorio.
2. despliega tu propio servidor: canales, búsqueda, Git y automatizaciones funcionan desde ahí.
3. añade tu agente a un canal como si fuera un compañero más, define sus permisos y deja que el equipo colabore con él en tiempo real.
guárdate este post. os dejo el repo abajo.
This is one of many top reasons why they want to shut down open source tech, because we can monitor them now and more..
Introducing the US Gov Graph - a complete map of the people and positions of power in the federal government.
To fix our institutions we must understand how they work, so we are using AI to model and monitor every government in America. This is Palantir for The People.
Check it out here: graph.civlab.org/us
We exist to set the conditions for an era of civic excellence unmatched since the Founding. We will need nothing less to navigate the age of AI.
I'm looking for exceptional engineers and designers to work with me in San Francisco. If that's you, inquire here: tally.so/r/KY97RK. Self-governing civilization is counting on you.
To define the perfect ARKitecture of the future is nothing short of perpetual perseverance. While the majority are still drowning in doubt. We must envision the future stays afloat when the ripples return. The future is not determined in one day,but by the deeds of determination
1/ This one stings. Our team gave everything we had to get the Clarity Act across the finish line. So did most of the industry. This was an opportunity bigger than Ripple or one company - we did this for the industry, for consumers and to cement the US’s position as the crypto capital of the world and as a leader in the future of finance. Ultimately, consumers and U.S. competitiveness got left behind.
2/ A post mortem needs to be done on why this failed (more from me on that in the days ahead). The politics of the democrats (the anti-crypto army) was elevated over good policy.
3/ There is still reason for optimism for crypto in the United States. Now, the SEC, under Chair Atkins, and the CFTC, under Chair Selig, will continue to work hard to issue rules to fill the legislative gap and we will continue to be actively engaged in that rule making process.
4/ Ripple's business has never been stronger — real demand across traditional finance and the digital asset ecosystem. A missed vote in Washington doesn't change our momentum, our global footprint, or our customers.
Mike Leonard retweeted
🔴 BOMBSHELL: Some Chinese developers just humiliated the entire paid AI video industry
You upload a photo
You upload an audio
And it generates a video of a person speaking in sync that lasts for minutes
It's called LongCat-Avatar
It's open source and on top of that FREE
What used to require a camera, studio, and editing now comes straight from a repo
I'll leave the repo link in the comments