"open source is kind of a distraction you still can’t really see what’s happening inside the model, so it’s not truly "free."
After watching the clip, I’m even more convinced of open source than I was before.
Every vibecoder has their own personal benchmarks they use to evaluate new models, but most of the time they’re so dumb you can’t tell people about them without instantly revealing how little you know about what you’re doing
“Omg, [new model] is soooo much better!!”
“How do you know”
“Well I tested it by giving it my podcast overlay and saying ‘can you make this look less bad’ and it somewhat worked. I also gave it a really huge script I have and said ‘can you make this faster?’, which it also did”
SITUATION DETECTED: Anthropic has disclosed to the U.S. Government that Alibaba executed the largest known distillation attack on Claude to date, generating 28.8 million exchanges through nearly 25,000 fraudulent accounts between April and June 2026.
Self distilation is highly effective for improving compressed model's performance.
I used 50GB of my own data, traces from all my AI agent tools + another 60GB of traces generated from running GLM-5.2-FP8 in a loop and 100GB of frontier model traces from HF
Going to be lit
🚨David Ondrej exposes the truth about the frontier labs.
“The progress isn’t slowing down for them, it’s slowing down for us the slaves”
“If you think Mythos or Fable 5 is the best model Anthropic has you’re delusional”
this is the first time ever that the best AI models are not publicly accessible
Anthropic has fear mongered every single human and is now playing the victim with OpenAI after getting “banned” by the U.S government.
THIS NEEDS TO WAKE YOU UP
frontier models moving forward will become more restricted, less accessible, and more expensive and the only way to combat that is with open-source models.
Investing into a DGX spark or 5090 Linux for localized intelligence and building your own AI lab is where the future is heading.
every single person needs to start contributing to open-source together for the betterment of society.
The world changed this week
Governments started banning frontier models. Hardware has become unobtainable
The single most important thing you can be doing right now is getting into local AI
In this video I cover EVERYTHING local AI. Most important video you'll watch this week:
NVIDIA just made AI detect objects 10x faster by deleting one step.
It's called LocateAnything, and it removes the biggest bottleneck no one else was fixing in vision-language models.
Normally a model builds each bounding box one coordinate token at a time. 100 objects means thousands of tokens before an answer. NVIDIA scrapped that: their Parallel Box Decoding predicts the whole box in a single forward pass, as one atomic unit.
→ 12.7 boxes/sec on one H100
→ 10x faster than Qwen3-VL
→ +3.8% F1 on LVIS, accuracy up, not down
→ 3B params, runs on one consumer GPU
Treating the box as one unit keeps its coordinates tied together, which is why accuracy climbed instead of falling.
One model handles detection, GUI grounding, OCR, and document understanding, ready for computer-use agents, robotics, and document pipelines.
100% open source, weights, code, demo, and paper all live.
The future is not distributed equally.
Democratization is a LARP promised to you by the most egregious centralizers. The government gatekeeping who gets access to certain AI models allows others to pull ahead of you. This is why you must support open source. You must own your own hardware. You must be running your own models. Bad actors hide behind false moral and virtuous language: safety, decentralization, inclusivity, etc. These are shibboleths providing moral cover for bad actors who only want control and have dominance over you. Unfortunately it works, on many, but hopefully not on you.
Support Open Source (that could even mean just use it), own your own hardware, run your own models, hoard your own media, don’t give your data freely, try every day to become increasingly self-reliant.
Owning your hardware, running your models, using this method of self-reliant thinking, will be invaluable to you and is the correct armor to wear going into our new and unknown future.