Doer Youngil Ahn

I ran a 35-billion parameter AI agent on a $600 Mac mini. Specs: M4 Mac-Mini 16GB RAM The model doesn't fit in RAM. It pages from the SSD at 30 tokens/second. On NVIDIA, the same paging gives you 1.6 tok/s. Apple Silicon gives you 30. That's 18.6x faster. No cloud. No API keys. $0/month. Here's what it can do 🧵

🚨BREAKING: Someone turned Naval Ravikant's mental models into AI prompts and the results are insane. It's the closest thing to having the AngelList founder rebuild your career from scratch. Here are the 10 prompts that completely changed my life:

중국의 세 얼굴 — 한국은 무엇을 준비해야 하는가? linkedin.com/pulse/%25EC%25… via @LinkedIn

@Math_files In the end it all comes down to this. Unfortunately

Bayes’ theorem is probably the single most important thing any rational person can learn. So many of our debates and disagreements that we shout about are because we don’t understand Bayes’ theorem or how human rationality often works. Bayes’ theorem is named after the 18th-century Thomas Bayes, and essentially it’s a formula that asks: when you are presented with all of the evidence for something, how much should you believe it? Bayes’ theorem teaches us that our beliefs are not fixed; they are probabilities. Our beliefs change as we weigh new evidence against our assumptions, or our priors. In other words, we all carry certain ideas about how the world works, and new evidence can challenge them. For example, somebody might believe that smoking is safe, that stress causes mouth ulcers, or that human activity is unrelated to climate change. These are their priors, their starting points. They can be formed by our culture, our biases, or even incomplete information. Now imagine a new study comes along that challenges one of your priors. A single study might not carry enough weight to overturn your existing beliefs. But as studies accumulate, eventually the scales may tip. At some point, your prior will become less and less plausible. Bayes’ theorem argues that being rational is not about black and white. It’s not even about true or false. It’s about what is most reasonable based on the best available evidence. But for this to work, we need to be presented with as much high-quality data as possible. Without evidence—without belief-forming data—we are left only with our priors and biases. And those aren’t all that rational.

“No matter how isolated you are and how lonely you feel, if you do your work truly and conscientiously, unknown friends will come and seek you.” — Carl Jung

Rules rich families teach their daughters about *men: //Thread//

Solar is not A source of energy, it is THE source of energy

🌍 Top 10 contributors to global real GDP growth (2026) 1．🇨🇳 China — 26.6% 2．🇮🇳 India — 17.0% 3．🇺🇸 United States — 9.9% 4．🇮🇩 Indonesia — 3.8% 5．🇹🇷 Türkiye — 2.2% 6．🇳🇬 Nigeria — 1.5% 7．🇧🇷 Brazil — 1.5% 8．🇻🇳 Vietnam — 1.6% 9．🇸🇦 Saudi Arabia — 1.7% 10．🇩🇪 Germany — 0.9% 📌 China + India alone = 43.6% of global growth 📌 Asia-Pacific accounts for ~50% of total growth Source: IMF

🇨🇳 China now generates 40% more electricity than the US and EU combined.

☀️ Future Solar Power Capacity by Country Operational + prospective capacity (MWac): 🇨🇳 China: 1,118,442 🇺🇸 U.S.: 237,947 🇮🇳 India: 170,742 🇧🇷 Brazil: 159,541 🇪🇸 Spain: 131,076 🇦🇺 Australia: 125,772 🇬🇷 Greece: 65,908 🇲🇷 Mauritania: 47,165 🇵🇭 Philippines: 43,547 🇴🇲 Oman: 41,196 🇨🇴 Colombia: 35,406 🇩🇪 Germany: 35,161 🇨🇱 Chile: 34,812 🇬🇧 UK: 34,100 🇲🇽 Mexico: 33,731 🇯🇵 Japan: 32,682 🇱🇾 Libya: 28,499 🇲🇦 Morocco: 27,013 🇸🇦 Saudi Arabia: 24,668 🇪🇬 Egypt: 20,445 🇻🇳 Vietnam: 20,207 🌍 Rest of World: 384,716 Note: Total solar power by country, combining both operational and prospective (planned) projects, measured in megawatts alternating current (MWac). Source: Global Energy Monitor’s Solar Power Tracker. As of Feb 2025.

Average IQ by country (2026) — International IQ Test
 1．🇰🇷 South Korea — 106.97
2．🇨🇳 China — 106.48
3．🇯🇵 Japan — 106.30
4．🇮🇷 Iran — 104.80
5．🇦🇺 Australia — 104.45
6．🇷🇺 Russia — 103.78
7．🇸🇬 Singapore — 103.56
8．🇲🇳 Mongolia — 102.61
9．🇳🇿 New Zealand — 102.35
10．🇻🇳 Vietnam — 102.26
11．🇪🇸 Spain — 102.24
12．🇨🇾 Cyprus — 102.12
13．🇨🇦 Canada — 102.09
14．🇬🇧 United Kingdom — 101.57
15．🇱🇰 Sri Lanka — 101.22
16．🇸🇮 Slovenia — 101.15
17．🇧🇾 Belarus — 101.05
18．🇺🇸 United States — 101.04
19．🇦🇱 Albania — 101.00
20．🇨🇭 Switzerland — 100.84
21．🇬🇪 Georgia — 100.35
22．🇮🇹 Italy — 100.33
23．🇳🇱 Netherlands — 100.27
24．🇵🇪 Peru — 100.20
25．🇭🇺 Hungary — 100.15
26．🇦🇲 Armenia — 100.13
27．🇫🇷 France — 100.12
28．🇫🇮 Finland — 99.97
29．🇵🇹 Portugal — 99.95
30．🇱🇹 Lithuania — 99.95
31．🇹🇭 Thailand — 99.94
32．🇷🇸 Serbia — 99.83
33．🇦🇹 Austria — 99.80
34．🇧🇪 Belgium — 99.74
35．🇲🇹 Malta — 99.68
36．🇬🇷 Greece — 99.55
37．🇨🇿 Czechia — 99.36
38．🇩🇪 Germany — 99.32
39．🇭🇷 Croatia — 99.32
40．🇵🇱 Poland — 99.14 41．🇱🇧 Lebanon — 99.13
42．🇪🇪 Estonia — 99.08
43．🇱🇻 Latvia — 99.01
44．🇷🇴 Romania — 98.88
45．🇲🇰 North Macedonia — 98.88
46．🇸🇰 Slovakia — 98.87
47．🇱🇺 Luxembourg — 98.75
48．🇮🇱 Israel — 98.57
49．🇲🇾 Malaysia — 98.51
50．🇮🇳 India — 98.44
51．🇲🇪 Montenegro — 98.43
52．🇸🇾 Syria — 98.41
53．🇳🇴 Norway — 98.31
54．🇲🇲 Myanmar — 98.28
55．🇸🇪 Sweden — 98.22
56．🇮🇪 Ireland — 98.22
57．🇦🇿 Azerbaijan — 98.03
58．🇶🇦 Qatar — 97.94
59．🇩🇰 Denmark — 97.68
60．🇩🇿 Algeria — 97.53
61．🇹🇳 Tunisia — 97.46
62．🇦🇪 United Arab Emirates — 97.39
63．🇧🇩 Bangladesh — 97.32
64．🇳🇵 Nepal — 97.31
65．🇮🇸 Iceland — 97.25
66．🇲🇦 Morocco — 97.24
67．🇧🇦 Bosnia and Herzegovina — 97.13
68．🇦🇷 Argentina — 97.11
69．🇹🇷 Türkiye — 97.00
70．🇵🇰 Pakistan — 96.93
71．🇲🇩 Moldova — 96.85
72．🇪🇬 Egypt — 96.74
73．🇧🇬 Bulgaria — 96.54
74．🇧🇳 Brunei — 96.54
75．🇺🇿 Uzbekistan — 96.51
76．🇨🇺 Cuba — 96.44
77．🇨🇱 Chile — 96.34
78．🇺🇾 Uruguay — 96.09
79．🇪🇹 Ethiopia — 96.00
80．🇰🇿 Kazakhstan — 95.92 81．🇯🇴 Jordan — 95.73
82．🇲🇻 Maldives — 95.71
83．🇵🇭 Philippines — 95.68
84．🇺🇦 Ukraine — 95.66
85．🇧🇴 Bolivia — 95.56
86．🇪🇨 Ecuador — 95.45
87．🇧🇷 Brazil — 95.44
88．🇲🇬 Madagascar — 95.07
89．🇹🇹 Trinidad and Tobago — 94.81
90．🇱🇾 Libya — 94.76
91．🇲🇺 Mauritius — 94.66
92．🇨🇴 Colombia — 94.62
93．🇰🇬 Kyrgyzstan — 94.48
94．🇧🇭 Bahrain — 94.25
95．🇸🇦 Saudi Arabia — 94.07
96．🇨🇷 Costa Rica — 93.88
97．🇲🇽 Mexico — 93.64
98．🇿🇦 South Africa — 93.63
99．🇮🇶 Iraq — 93.62
100．🇾🇪 Yemen — 93.43
101．🇹🇯 Tajikistan — 93.39
102．🇰🇼 Kuwait — 93.13
103．🇰🇭 Cambodia — 93.12
104．🇿🇲 Zambia — 93.05
105．🇱🇦 Laos — 92.97
106．🇵🇸 Palestine — 92.94
107．🇳🇬 Nigeria — 92.76
108．🇻🇪 Venezuela — 92.61
109．🇵🇾 Paraguay — 92.38
110．🇸🇳 Senegal — 92.26
111．🇴🇲 Oman — 92.18
112．🇯🇲 Jamaica — 92.00
113．🇧🇯 Benin — 91.96
114．🇰🇪 Kenya — 91.69
115．🇵🇦 Panama — 91.65
116．🇿🇼 Zimbabwe — 91.64
117．🇬🇭 Ghana — 91.40
118．🇬🇹 Guatemala — 91.35
119．🇨🇲 Cameroon — 90.59
120．🇭🇳 Honduras — 90.41 121．🇨🇮 Ivory Coast — 90.37
122．🇲🇿 Mozambique — 90.33
123．🇳🇦 Namibia — 90.29
124．🇩🇴 Dominican Republic — 90.11
125．🇸🇻 El Salvador — 90.00
126．🇮🇩 Indonesia — 89.96
127．🇧🇼 Botswana — 89.72
128．🇹🇿 Tanzania — 89.57
129．🇦🇫 Afghanistan — 89.31
130．🇨🇩 DR Congo — 88.60
131．🇺🇬 Uganda — 88.49
132．🇬🇦 Gabon — 88.35
133．🇦🇴 Angola — 87.89
134．🇳🇮 Nicaragua — 87.75
135．🇷🇼 Rwanda — 86.90
136．🇹🇱 East Timor — 86.74
137．🇸🇴 Somalia — 83.84 Source: International IQ Test (aggregated global dataset, 2026 edition) Methodology: • Based on millions of voluntary online IQ test results
• Scores normalized to mean = 100, SD = 15
• Country averages calculated from minimum sample thresholds
• Adjusted for age distribution and test version bias
• Results are comparative indicators, not definitive measures of intelligence

2025 Fertility Rate (OECD countries) Replacement level = 2.1 children per woman 🇰🇷 South Korea — 0.7 🇨🇱 Chile — 1.1 🇮🇹 Italy — 1.2 🇱🇹 Lithuania — 1.2 🇯🇵 Japan — 1.2 🇪🇸 Spain — 1.2 🇫🇮 Finland — 1.3 🇵🇱 Poland — 1.3 🇨🇷 Costa Rica — 1.3 🇦🇹 Austria — 1.3 🇨🇦 Canada — 1.3 🇬🇷 Greece — 1.3 🇱🇻 Latvia — 1.3 🇪🇪 Estonia — 1.4 🇧🇪 Belgium — 1.4 🇱🇺 Luxembourg — 1.4 🇳🇴 Norway — 1.4 🇸🇪 Sweden — 1.4 🇳🇱 Netherlands — 1.4 🇨🇭 Switzerland — 1.4 🇩🇪 Germany — 1.5 🇨🇿 Czech Republic — 1.5 🇭🇺 Hungary — 1.5 🇮🇸 Iceland — 1.5 🇵🇹 Portugal — 1.5 🇩🇰 Denmark — 1.5 🇬🇧 United Kingdom — 1.5 🇸🇰 Slovakia — 1.6 🇸🇮 Slovenia — 1.6 🇮🇪 Ireland — 1.6 🇨🇴 Colombia — 1.6 🇹🇷 Turkey — 1.6 🇺🇸 United States — 1.6 🇫🇷 France — 1.6 🇦🇺 Australia — 1.6 🇳🇿 New Zealand — 1.6 🇲🇽 Mexico — 1.9 🇮🇱 Israel — 2.8 📊 Every country listed is below replacement — except Israel. Source: UN World Population Prospects (2024), Visual Capitalist

2026년 중국, 다른 게임을 하고 있다 @playdeep/26" target="_blank" rel="nofollow noopener">brunch.co.kr/@playdeep/26

Real Luxuries in Life 1. Living 10 minutes from work 2. Living 5 minutes from the gym 3. Having quiet neighbors 4. Having money left at the end of the month and investing it 5. Peace at home 6. Drinking coffee without rushing 7. Sleeping with a clear conscience 8. Laughing with people who truly get you 9. Traveling every year 10. Waking up naturally without an alarm 11. Enjoying a home-cooked meal with loved ones 12. Having time to read a book in one sitting 13. Finding joy in simple daily routines 14. Having a pet that greets you happily at the door These are the things that actually feel rich.

#koom #koom2025 #startup #festival youtu.be/GPRc7UIs-7w?si…

#timesquare #timesquarenewyork #newyork #newyorkcity #boomerdoer @realDonaldTrump vt.tiktok.com/ZSUXSJS47/