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Jul 15
LMFAOOOOOO gawd daaaammmmnnnnnn 🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣😜😜😜😜😜😜😜😜😜😜😜😜😜😜

#SurreyRCMP #SurreyPoliceService #surreyps #LangleyRCMP #BCRCMP #RCMP #Police #Cops #Canada #BC #BritishColumbia #Langley #LangleyBC #Surrey #SurreyBC #grok #chatgpt #aigeneratedart
@SurreyRCMP @surreyps @LangleyRCMP

@ChrisPentecos @Donaldnnicm @LangleyResident @BarbaraDoduk @RegretlessBee @Cdnwatcher @Istandtoreason @facepalmchris @trustednerd @felixcruggins @CultureGuard @WaxMyBallsShow @FranLa9 @kfurneaux20 @VernThurston @JonYaniv @JNonsense46242
@SurreyRCMP @surreyps @LangleyRCMP @ChrisPentecos @Donaldnnicm @LangleyResident @BarbaraDoduk @RegretlessBee @Cdnwatcher @Istandtoreason @facepalmchris @trustednerd @felixcruggins @CultureGuard @WaxMyBallsShow @FranLa9 @kfurneaux20 @VernThurston @JonYaniv @JNonsense46242 @threadreaderapp unroll @xdownloaderbot
Read 3 tweets
Jul 15
LMFAO geeeeeeeezus I got a manly voice 🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣🤣

#SurreyRCMP #SurreyPoliceService #surreyps #LangleyRCMP #BCRCMP #RCMP #Police #Cops #Canada #BC #BritishColumbia #Langley #LangleyBC #Surrey #SurreyBC #grok #chatgpt #aigeneratedart
@SurreyRCMP @surreyps @LangleyRCMP

@ChrisPentecos @Donaldnnicm @LangleyResident @BarbaraDoduk @RegretlessBee @Cdnwatcher @Istandtoreason @facepalmchris @trustednerd @felixcruggins @CultureGuard @WaxMyBallsShow @FranLa9 @kfurneaux20 @VernThurston @JonYaniv @JNonsense46242
@SurreyRCMP @surreyps @LangleyRCMP @ChrisPentecos @Donaldnnicm @LangleyResident @BarbaraDoduk @RegretlessBee @Cdnwatcher @Istandtoreason @facepalmchris @trustednerd @felixcruggins @CultureGuard @WaxMyBallsShow @FranLa9 @kfurneaux20 @VernThurston @JonYaniv @JNonsense46242 @threadreaderapp unroll @xdownloaderbot
Read 3 tweets
Jul 15
Report on Israel’s treatment of imprisoned Palestinians found:

• beating people to death
• sexual assault
• starvation

“About 9,300 Palestinians are in Israeli custody for alleged security offenses, up from about 5,200 before the war…. Most of them are held without charge” Image
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A report found Israeli prisons documented “‘extreme starvation’ and unprovoked violence from prison staff on a nearly routine basis”

“61% of Jewish Israelis opposed investigating soldiers suspected of abusing Gazan detainees” Image
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“One doctor who reviewed the patient’s medical records told the Journal in 2024 that the injuries were life-threatening, involved ‘obvious signs of assault,’ and required a blood transfusion and rectal surgery”

Israelis sided with the assailants and the case was dropped Image
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Read 6 tweets
Jul 14
📚 AI Native Daily Paper Digest - 2026-07-14🌟

Follow @AINativeF for the latest insights on AI Native.

Covering AI research papers from Hugging Face, featured in the image.

💡 Stay updated with the latest research trends and dive deep into the future of AI! 🚀

#AI #HuggingFace #AIPaper #AINative #AINF
— Appendix: Today's AI research papers —

1. Weak-to-Strong Generalization via Direct On-Policy Distillation

2. ABot-AgentOS: A General Robotic Agent OS with Lifelong Multi-modal Memory

3. LightMem-Ego: Your AI Memory for Everyday Life

4. Metacognition in LLMs: Foundations, Progress, and Opportunities

5. Proxy Exploration and Reusable Guidance: A Modular LLM Post-Training Paradigm via Proxy-Guided Update Signals

6. NeuroCogMap Reveals Cognitive Organization of Large Language Models

7. CtrlVTON: Controllable Virtual Try-On via Visual-Instance-Prompt Segmentation

8. Motion4Motion: Motion Transfer Across Subjects at Inference

9. LATO.2: Factorized 3D Mesh Generation with Vertex and Topology Flow

10. A Theory of Contrastive Learning with Natural Images

11. Evidence-Backed Video Question Answering

12. Xiaomi-Robotics-U0: Unified Embodied Synthesis with World Foundation Model

13. Latent-Identity Tuning in Text-to-Image Personalization ModelsImage
1. Weak-to-Strong Generalization via Direct On-Policy Distillation

🔑 Keywords: Direct On-Policy Distillation, Reinforcement Learning, policy shift, implicit reward

💡 Category: Reinforcement Learning

🌟 Research Objective:
- The main goal is to efficiently transfer reinforcement learning improvements from smaller models to larger models without rerunning expensive RL processes.

🛠️ Research Methods:
- Introduction of Direct On-Policy Distillation, which uses the policy shift-induced reward signal from a smaller model to enhance a stronger target model's performance.

💬 Research Conclusions:
- Direct On-Policy Distillation consistently improves stronger models by leveraging signals from weaker teacher models, significantly enhancing performance and efficiency.
- Notably, it increases Qwen3-1.7B performance on AIME 2024 from 48.3% to 58.3% in just 4 hours using 8 A100 GPUs.

👉 Paper link: huggingface.co/papers/2607.05…Image
2. ABot-AgentOS: A General Robotic Agent OS with Lifelong Multi-modal Memory

🔑 Keywords: Agent Operating System, Embodied Agents, Multi-modal Memory, Runtime Evolution

💡 Category: Robotics and Autonomous Systems

🌟 Research Objective:
- The paper presents ABot-AgentOS, a general Agent Operating System designed to enhance long-horizon embodied agents by providing a deliberative layer above low-level controllers for better scene-conditioned planning and execution.

🛠️ Research Methods:
- Introduction of EmbodiedWorldBench, a comprehensive benchmark featuring a variety of tasks and scenes to evaluate the effectiveness of the agent operating system in diverse scenarios.

💬 Research Conclusions:
- ABot-AgentOS demonstrates enhanced task success and goal completion over baseline systems, attributed in part to its Universal Multi-modal Graph Memory and self-evolution capabilities, leading to improvements in persistent, auditable memory for continued interaction.

👉 Paper link: huggingface.co/papers/2607.10…Image
Read 15 tweets
Jul 14
A new Stats Canada report states homeowners' insurance in Alberta increased nearly five times in a 20-year period — the highest increase of any province. Homeowners' insurance premiums in Alberta went up 391.6% from Dec 2005 to Dec 2025. cbc.ca/news/canada/ca…
This is from the 10 page Stats Canada report. The light blue shows the alarming rise of catastrophe events claims. The black line shows the rise of property tax increases and red line shows the the rising costs of auto insurance.
(Personal note: I saw a jump up of around $1000 on my combined property and car insurance after the Alberta Hail storms and I live in Waterloo Ontario. I switched my insurance companies and saved most of that money. My advice revisit your insurance policies and shop around.)Image
This chart shows the property claims that happened in 2024.
The timing of it lines up with the August hail storm event that damaged homes and smashed cars with baseball sized hail. Image
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Read 7 tweets
Jul 14
This May Be One of the Most Important Moments Ever Broadcast on CNBC 🧵

Every once in a while, someone who spent years buying into the media’s narrative about President Trump publicly admits they got it wrong.

That’s exactly what happened on CNBC this morning.

Billionaire investor Chamath Palihapitiya conceded that he was one of the many influential voices who bought into the media’s narrative about Donald Trump.

Now, after revisiting the original source material and getting to know Trump personally, he’s publicly admitting he was wrong.

But there was more to it than just an admission of error.

Across one conversation, Palihapitiya not only praised Trump’s presidency, but made the case that millions of Americans were fundamentally misled about the man himself.

Palihapitiya said his personal turning point was simply going back and watching the original footage that the media had spent years talking about.

According to him, that’s when everything unraveled.Image
The conversation started with CNBC’s Joe Kernen bringing up an old debate the two had.

Kernen reminded Chamath that he had recently admitted Kernen was right about climate change, then decided to ask one more question.

KERNEN: “You said I was 100% right on climate change.”

PALIHAPITIYA: “You were 100% right on climate change.”

KERNEN: “What about Trump?”

Chamath shook his head in agreement.

PALIHAPITIYA: “You’re 100% right on Trump. He’s fantastic!”

KERNEN: “Great person?”

PALIHAPITIYA: “Unbelievable person! Very smart on top of it. Open minded. Debates with you.”

KERNEN: “Great president?”

PALIHAPITIYA: “Great president, so far.”

Kernen had clearly been waiting for that moment.
But the bombshell came when Palihapitiya explained how his opinion on Trump changed.

That admission immediately changed the direction of the conversation.

He told CNBC that he had fallen into the same trap as millions of other Americans who formed their opinions based on headlines, clips, and commentary instead of going back and examining the original statements themselves.

According to Palihapitiya, once he actually watched the source material, he realized the picture he had been given was completely different.

PALIHAPITIYA: “The reality is that most of us were lied to by the media about President Trump.”

“And if you just go back to the source material, you should take away two things.”

“One, he didn’t say half the things he said, and two, why did these other people just fabricate what they wanted to say so that they could essentially assassinate his character?”

“I think that that second thing is completely unacceptable in America, and there’s still been no repercussions, really.”

Palihapitiya explained that one of the biggest turning points for him came when he revisited the controversy surrounding Trump’s comments after Charlottesville.

He said he realized that the version of events he had accepted did not line up with what Trump had actually said.

That led him to reconsider his entire view of the president.

PALIHAPITIYA: “I took the time to learn about it. I admitted where…you know, the way that I met him was, I admitted on the pod, which, you know, has millions of viewers.”

“And I said, I got it totally wrong because I went and I watched Charlottesville.”

The part that surprised everyone on the panel was what came next.

Palihapitiya said that after publicly admitting he had gotten the Charlottesville issue wrong, he received a phone call from President Trump himself.

PALIHAPITIYA: “And, you know, the first person to call me? President Trump.”

“And I got to know him and I put the phone down, I called my wife, and I said, we got it TOTALLY, totally wrong. We were lied to.”

“And then I got to know him and he is fantastic!”

It was a remarkable on-air admission from someone who had previously viewed Trump negatively.

Palihapitiya’s argument was that his experience was not unique...millions of Americans had formed their opinions from the same sources and may have never gone back to examine the original material themselves.
Read 8 tweets
Jul 14
The Road to Serfdom made simple:

1. Plan the whole economy: someone must decide what gets made and who gets what, since people don’t naturally agree on one set of priorities. Every economy is millions of simultaneous decisions. A plan requires someone to override all of them – which means someone must have the power to do so.

2. These decisions are too big and detailed for normal democratic debate, so power shifts to a smaller group who can just act – technocrats. Parliaments are too slow, too divided, too accountable. The plan needs someone who can simply decide. Emergency powers, expert committees, regulatory agencies. Democratic legitimacy becomes an obstacle to efficiency.

3. Fixed laws everyone can rely on get replaced by case-by-case rulings, because a plan needs flexibility, not predictability. Rule of law requires knowing in advance what the rules are. A plan requires adjusting them as conditions change. The moment the rules become flexible, they are no longer rules – they are instruments.

4. Dissent becomes a problem to manage, not an opinion to vote on – the plan can’t work if people are free to ignore it. Opposition stops being legitimate political competition and becomes sabotage. The language follows: enemies of progress, deniers, those who put their selfish interests above the common good.

5. Enforcing all that selects for people most willing to be ruthless — Hayek’s “worst get on top” — i.e. negative moral selection. The scrupulous drop out. The system rewards those who can enforce without hesitation, punish without guilt, and comply without question. Over time it doesn’t just attract the worst – it produces them.

6. Since economics touches everything — your job, your home, your speech, your children’s education, your access to healthcare — controlling the economy ends up controlling your whole life. There is no private sphere left, because every private decision has an economic dimension, and the economy belongs to the plan. That’s the serfdom.

7. Hayek’s insight was not that government is always wrong. It was that the logic of planning is self-compounding – each step makes the next one necessary, each power grab requires a larger one to enforce it. You don’t plan your way to serfdom. You slide, one reasonable emergency measure at a time, until the slide is the system.Image
The rest of the series is under this post:
Read 3 tweets
Jul 14
Boston's Finest. And, as far as Irish-American bands go, they wrote the script. Even though they were formed 3 years after The Tossers and only a year before Flogging Molly.

Kicking things off with "Cadence to arms / Do or die"

Read 15 tweets
Jul 14
It is pretty unreasonable to skip "all fresh produce" while epidemiologists work to identify the source of the #cyclosporiasis outbreak, when there are great ways to eat fresh fruits and vegetables and reduce your risk.

A thread.

TLDR: Wash and Cook your food. Image
Firstly, you need to understand 1) cyclosporiasis, 2) fruit and veggie production and 3) eliminating it.

1 - Cyclosporiasis is spread via the fecal-oral route. So fecal matter somehow ends up in our food supply and we eat it. This typically happens in one of 3 ways.
a) humans working the fields without proper restroom access contaminate the soil or the produce directly when picking produce.

b) fecal matter contaminates irrigation water used in the fields, or

c) someone sick handles produce after harvesting
Read 13 tweets
Jul 14
No Muslim recites this Dua without Allah removing any distress from their life
لَا إِلَٰهَ إِلَّا أَنتَ سُبْحَانَكَ إِنِّي كُنتُ مِنَ الظَّالِمِينَ

Lā ilāha illā Anta, subḥānaka innī kuntu minaẓ-ẓālimīn.

There is no god except You. Glory be to You. Indeed, I have been among the wrongdoers.
Allah answered Prophet Yunus (AS), rescued him from distress, and then promised:

"Thus do We save the believers." (Qur'an 21:88)

Memorize it. Repeat it. Believe it. Allah never ignores a sincere du'a.
Read 3 tweets
Jul 14
I replaced all medications with cheap kitchen ingredients.

Here are 8 simple pantry staples that are more powerful than any prescription:

1. Baking Soda Image
Most people just use it for cleaning.

But it:

• Pulls pesticides off produce
• Alkalizes the body — huge for detox
• Acts as a pre-workout endurance booster

I’ve never used it before lifting, but I’ve heard testimonies. And I trust the earth more than I trust pharma.
2. Lemon Water

Lemons are God’s reset button for your liver.

Full of vitamin C and bitter compounds that stimulate bile.

Your liver filters everything and supporting it naturally with something as basic as lemon water is the kind of simple wisdom we've forgotten.
Read 12 tweets
Jul 14
JPMorgan just dropped their 3Q 2026 Guide to the Markets.

I go through this every quarter. It's one of the best research pieces in the industry.

Here are my 8 favorite charts and what they mean for your money...
CHART 1: The top 10 companies don't stay there forever.

Yesterday's biggest companies generally aren't the
biggest companies today.

It's hard to imagine today's giants getting knocked off. But that's exactly what history shows.

There are already new names entering the top 10 as of July 2026.Image
CHART 2: Drawdowns happen every single year.

This is my favorite chart in the entire guide.

Since 1980, the S&P 500 has experienced a drawdown in all 46 of 46 years.

And still produced positive returns in 35 of those 46 years.

Volatility is the price of admission. Not a reason to exit.Image
Read 10 tweets

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