π¨π Global One SI - Prompt
GMKtec EVO-X3 launches July 6. 3rd-Gen Local AI Supercomputing Mini PC. AMD Ryzen AI Max+ 395 APU. 4TB stock storage. Native offline Qwen3 235B support. OCuLink eGPU expansion. GMKtec Claw AI Suite. The new EVO-X3 is getting ready for release. What eGPUβ¦
If anyone is looking to build a multi-card rig for Local AI, current price ranges for working and new boards on Ebay show price stabilization. Deals can be found.
πΉ RTX-5090 (32GB) $3,599 - $5,199
πΉ RTX-4090 (24GB) $2,099 - $4,499
πΉ RTX-3090 (24GB) $1,100 - $2,000
πΉ RTX-5090 (32GB) $3,599 - $5,199
πΉ RTX-4090 (24GB) $2,099 - $4,499
πΉ RTX-3090 (24GB) $1,100 - $2,000
π1
π¨π Global One SI - Prompt
How to build a self-evolving AI brain with Hermes agent x Obsidian
This is the prompt Yale and Univ of Chicago researchers used when asking LLMs for new research ideas.
Feed LLMs prior work, ask for ideas, then measure how repetitive the ideas get.
The surprising finding is that LLMs often treat research ideation as connecting what already exists, while humans use a wider set of problem-finding moves.
LLM-generated ideas reveal a bias toward safe bridge-and-combine proposals.
Feed LLMs prior work, ask for ideas, then measure how repetitive the ideas get.
The surprising finding is that LLMs often treat research ideation as connecting what already exists, while humans use a wider set of problem-finding moves.
LLM-generated ideas reveal a bias toward safe bridge-and-combine proposals.
β1
Compute is the new gold
Goldman sachs estimates $7.6t in ai infrastructure spending between 2026 and 2031.
Rhe breakdown:
1. compute...$5.1t...~67%
2. data centers...$2.15t...~28%
3. power...$358b...~5%
Annual ai capex could grow from $765b in 2026...
to $1.64t by 2031.
What does this mean?
Ai is becoming the largest infrastructure war in tech history.
Goldman sachs estimates $7.6t in ai infrastructure spending between 2026 and 2031.
Rhe breakdown:
1. compute...$5.1t...~67%
2. data centers...$2.15t...~28%
3. power...$358b...~5%
Annual ai capex could grow from $765b in 2026...
to $1.64t by 2031.
What does this mean?
Ai is becoming the largest infrastructure war in tech history.
Central banks just doubled their gold buying in a single month.
The World Gold Council reported net central bank gold purchases of 41 tonnes in May, more than double April's 19 tonnes.
Poland was the biggest buyer, adding 18 tonnes in May, bringing its 2026 total to 64 tonnes. Its reserves now stand at 614 tonnes.
China added 10 tonnes, its biggest monthly purchase since December 2024 and its 20th straight month of buying.
Total Chinese reserves now sit at 2,331 tonnes.
Turkey was the only major seller, offloading 3 tonnes in May, extending its 2026 net sales to 81 tonnes as it draws on reserves to defend the lira.
The 2026 Central Bank Gold Reserves Survey shows 89% of central banks expect global gold reserves to increase over the next 12 months.
A record 45% plan to increase their own holdings.
Gold gained +2% last week after four straight weekly declines but remains -25.4% below its peak.
The World Gold Council reported net central bank gold purchases of 41 tonnes in May, more than double April's 19 tonnes.
Poland was the biggest buyer, adding 18 tonnes in May, bringing its 2026 total to 64 tonnes. Its reserves now stand at 614 tonnes.
China added 10 tonnes, its biggest monthly purchase since December 2024 and its 20th straight month of buying.
Total Chinese reserves now sit at 2,331 tonnes.
Turkey was the only major seller, offloading 3 tonnes in May, extending its 2026 net sales to 81 tonnes as it draws on reserves to defend the lira.
The 2026 Central Bank Gold Reserves Survey shows 89% of central banks expect global gold reserves to increase over the next 12 months.
A record 45% plan to increase their own holdings.
Gold gained +2% last week after four straight weekly declines but remains -25.4% below its peak.
The fastest Physical AI growth may be inside labs, not factories.
IFR World Robotics 2025 shows medical robots had one of the sharpest jumps in 2024:
β’ Medical robots overall: 16,700 units sold
β’ Growth: +91% over 2023
β’ Surgery robots: +41%
β’ Rehabilitation and non-invasive therapy: +106%
β’ Diagnostics and medical laboratory analysis: +610%
That last number is the real signal.
Labs are controlled environments. The workflows are repetitive. The value is measurable. The need is rising because hospitals and medical labs face labor pressure and growing demand from aging populations.
This is Physical AI with fewer distractions than humanoid demos.
No factory floor hype.
No vague autonomy claim.
Just robots handling structured medical workflows where precision and throughput matter.
Source: IFR World Robotics 2025
IFR World Robotics 2025 shows medical robots had one of the sharpest jumps in 2024:
β’ Medical robots overall: 16,700 units sold
β’ Growth: +91% over 2023
β’ Surgery robots: +41%
β’ Rehabilitation and non-invasive therapy: +106%
β’ Diagnostics and medical laboratory analysis: +610%
That last number is the real signal.
Labs are controlled environments. The workflows are repetitive. The value is measurable. The need is rising because hospitals and medical labs face labor pressure and growing demand from aging populations.
This is Physical AI with fewer distractions than humanoid demos.
No factory floor hype.
No vague autonomy claim.
Just robots handling structured medical workflows where precision and throughput matter.
Source: IFR World Robotics 2025
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Stay delusional
Stay delusional
Stay delusional
You have to brainwash yourself into believing that the most unrealistic, insane, impossible goals are possible, and that you are destined for them
You have to get comfortable living in risk and doubt and uncertainty while everyone you know walks safe paths toward safe outcomes and guaranteed levels of success
Nothing great comes without risk
The pit of delusion must become home, where you stare up through darkness at dreams so massive you can only see them from far below
Destiny starts with delusion
There is no logic
There is no proof
There is no reason
To believe you are capable of this
But you believe it
And that deep, ingrained, inevitable belief is all you will ever truly need
Stay delusional
Stay delusional
You have to brainwash yourself into believing that the most unrealistic, insane, impossible goals are possible, and that you are destined for them
You have to get comfortable living in risk and doubt and uncertainty while everyone you know walks safe paths toward safe outcomes and guaranteed levels of success
Nothing great comes without risk
The pit of delusion must become home, where you stare up through darkness at dreams so massive you can only see them from far below
Destiny starts with delusion
There is no logic
There is no proof
There is no reason
To believe you are capable of this
But you believe it
And that deep, ingrained, inevitable belief is all you will ever truly need
β1
π¨π Global One SI - Prompt
We're all in the same boat with Mythos / Fable guys! Source: Trust me bro!
Rock bottom looks like total failure and for most people it is, but for ones who stop fighting it and let themselves actually dissolve, it's the only reliable portal to whatever comes next
Ego death through exhaustion is natural selection for consciousness
The ones who bounce back too quick just rebuilt the same prison, but the ones who stay dead long enough get resurrected as something else entirely
Ego death through exhaustion is natural selection for consciousness
The ones who bounce back too quick just rebuilt the same prison, but the ones who stay dead long enough get resurrected as something else entirely
πΏ1
It was impossible to conceive that you would be able to use, let alone own a computer this powerful in 1961.
Your everyday smartphone is hundreds of thousands to tens of millions of times more powerful than this IBM 7090, depending on whether youβre measuring raw CPU instructions, floating-point throughput, or end-to-end capability.
The gap is even more dramatic when you factor in energy efficiency, portability, and what software can actually run on each.
Your everyday smartphone is hundreds of thousands to tens of millions of times more powerful than this IBM 7090, depending on whether youβre measuring raw CPU instructions, floating-point throughput, or end-to-end capability.
The gap is even more dramatic when you factor in energy efficiency, portability, and what software can actually run on each.
Thereβs a real chance China wins the AI race, maybe 50 percent at this point.
And Anthropic deserves part of the blame.
If Western labs keep treating capability like a disease, nerfing models, restricting useful workflows, and turning frontier AI into a moral panic machine, then donβt act shocked when China just ships.
You donβt win a technological arms race by making your own tools annoying to use.
And Anthropic deserves part of the blame.
If Western labs keep treating capability like a disease, nerfing models, restricting useful workflows, and turning frontier AI into a moral panic machine, then donβt act shocked when China just ships.
You donβt win a technological arms race by making your own tools annoying to use.
π¨π Global One SI - Prompt
Photo
I keep wondering when local AI models running on normal 16 GB RAM machines will catch up to what GPT-5.6 Sol and Fable 5 can do today.
My guess is around 18 months. What do you think?
My guess is around 18 months. What do you think?
π₯1
β‘Five technology routes around the AI bandwidth wall. They disagree on everything except what they buy.
Pluggables, LPO, CPO, optical I/O, photonic compute β every path still starts with an InP laser and a substrate to sit on. You don't have to pick the winning route to own what every route needs.
$AAOI $LITE $COHR $SIVE $SIVEF $LPKFF $GLW
Pluggables, LPO, CPO, optical I/O, photonic compute β every path still starts with an InP laser and a substrate to sit on. You don't have to pick the winning route to own what every route needs.
$AAOI $LITE $COHR $SIVE $SIVEF $LPKFF $GLW
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Someone built a UI where AI agents play as entire civilizations, each one making its own decisions in real time.
Rome, Egypt, Greece, Mali, all running their own decision trees.
Is watchable AI the next interface, not chat windows?
Rome, Egypt, Greece, Mali, all running their own decision trees.
Is watchable AI the next interface, not chat windows?
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Investors trying to predict the market
The maket :
The maket :
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When you realize your 9-5 job is actually 8-7 because you can not teleport to work
π¨π Global One SI - Prompt
Thereβs a real chance China wins the AI race, maybe 50 percent at this point. And Anthropic deserves part of the blame. If Western labs keep treating capability like a disease, nerfing models, restricting useful workflows, and turning frontier AI into aβ¦
π¨π³CHINA COULD CRASH THE US STOCK MARKET
The weapon isn't tariffs. It's free AI.
Open models, near-frontier, up to 33x cheaper already handling more tokens than US models.
Solar. EVs. Batteries. Now this.
It's called model-dumping.
The weapon isn't tariffs. It's free AI.
Open models, near-frontier, up to 33x cheaper already handling more tokens than US models.
Solar. EVs. Batteries. Now this.
It's called model-dumping.