Shen Liu
@MarsMatch
Followers
17
Following
13
Media
125
Statuses
330
Logographic AI (LAI) & Civilizational Native Intelligence (CNI) Theoretician; Advocating the Morpho-Root Paradigm over Tokenism.
Joined May 2024
5/5 @kyunghyuncho Korea's advantages: • SK Hynix HBM → attribute storage • Rebellions NPU → graph traversal Tech sovereignty ✅ Now needs cognitive sovereignty. 📄 Full paper (🇨🇳/🇬🇧) 👉 https://t.co/tUa5ddCrPu Let's change how the game is played. 🧠🌏
0
0
0
4/5 Solution: Morpho-Root <S, A, R> Example: <정, {[+情感][+共苦]}, {情感关系(정, 사랑)}> This embeds meaning in cognitive atoms, not tokens.
0
0
0
3/5 Every country chases the left box. No one asks about the right box. That's the blind spot.
0
0
0
2/5 🇰🇷 A.X K1: Tech sovereignty ✅ Cognitive sovereignty ❌ ✅ Tech sovereignty❌ Missing 519B params❌ 정 (affection) 9.2/10 score❌ 한 (trauma) From scratch❌ 눈치 (nunchi) Apache 2.0❌ WHY Speaks Korean. Thinks English. = digital colonization.
0
0
0
1/5 @kyunghyuncho You: Naver elimination "regrettable" — AI's power is combining inputs. A.X K1: 519B params, 9.2/10 ✅ But can't answer WHY respect elders (정). Speaks Korean, thinks English = digital colonization. 🔗cognitive sovereignty paper (🇨🇳/🇬🇧) 👉 https://t.co/tUa5ddCrPu
4
0
0
5/5 Tech sovereignty is here. Cognitive sovereignty begins now. New paper retrieves "civilization foundation"—posing questions every nation must face. 👉 Bilingual: 🔗 https://t.co/TmIM6fID37
@FUJITSU_JP @RIKEN_en @CyberAgent
#SovereignAI #CognitiveSovereignty #AIandCulture #和
0
0
0
4/5 5 questions for "Sovereign AI" nations: 🧠 Atoms: Token or rooted? 🔄 Thinking: Prediction or relation? ❓ Uncertainty: Scale or humility? 💻 Hardware = spirit? 🌏 Isolated or dialogue? No easy answers. Can't ignore.
0
0
0
3/5 Here's the uncomfortable truth: Replace tokens, keep English architecture = your AI becomes a digital appendage with someone else's brain. Technological sovereignty ≠ cognitive sovereignty.
0
0
0
2/5 Japan spent billions on Fugaku-LLM—its first "national-level" AI. It achieved technological sovereignty: ✅ own compute ✅ own data ✅ own model. But a new paper asks a harder question: Does it think in Japanese? The answer reveals a global blind spot. 🧠
0
0
0
1/5🧵 Your AI speaks your language. But does it think in your way? Since "Sovereign AI" was proposed, every nation pursued the same goal: computational autonomy, data sovereignty, model autonomy. But we forgot the foundation of sovereignty itself. A thread on what's been missing.
4
0
0
4/4 Li Bai's "Quiet Night Thought": 20 characters, 1,300 years of resonance. GABRIEL: "emotional intensity 85/100." What's missing? Everything that makes it poetry. The quiet is being silenced. 👉Bilingual Paper: 🔗 https://t.co/ssPkVbbVop
#Incommensurability
0
0
0
3/4 A language dies every 2 weeks. 90%+ AI training data is English. 28% of languages digitally endangered. This isn't evolution—it's architectural erasure. #LanguageExtinction #DigitalDarwinism
0
0
0
2/4 "信" = 人+言: "a person's word is trust." Ethics in glyph. GABRIEL: "trust score: 85/100." Accurate. But "人言为信" is gone. #LogographicAI #MeaningMatters
0
0
0
1/4 OpenAI GABRIEL: 1/17,500 cost for labeling, <24% on reasoning. Same model. Same paradigm. Not a bug—Rootless Symbolism. #TableAI #RootlessSymbolism #AIParadox
3
0
0
🧵5/5 This isn't about replacing paradigms—it's building "semantic bridges" between civilizations. Chinese, English, Arabic & others can coexist in an "alliance of others." From "rootlessness" to "rooted intelligence"—AI's future is pluralistic. 👉Paper:🔗 https://t.co/gcZpHAyOyT
0
0
0
🧵 4/5 Key insight: English's duality—Germanic (concrete) & Romance (abstract)—is a cognitive treasure. Morpho-Root Theory formalizes roots as computable primitives r = <S, A, R>, enabling mechanistic reasoning over statistics. This is rooted intelligence. 👇
0
0
0
🧵 3/5 A new paper applies Chinese Morpho-Root Theory to rebuild English's "dual-track cognitive foundation." Formalizing Germanic & Romance roots as computable primitives shifts statistics to mechanistic reasoning—AI that understands like civilizations. How? 👇
0
0
0
🧵 2/5 In today's "Phonographic AI" paradigm, every language loses its roots: 🔹 Chinese roots are dismembered 🔹 French roots are marginalized 🔹 Arabic roots are ignored 🔹 English roots are obscured We are all "others"—just in different ways. So what's the solution? 👇
0
0
0
🧵 1/5 English dominates AI, but where are its "roots"? Today's models dismantle words into tokens, causing "root blindness"—missing the tension between Germanic concrete & Romance abstract logic. But English isn't alone. 👇
4
0
0
3/3 When AI executes but doesn't understand, what do we lose? Feb 5 clash: OpenAI & Anthropic optimized tokens for efficiency—not cognitive progress but "paradigm involution." My paper examines this via Chinese logographic civilization. 👉Bilingual Paper: https://t.co/qUtMBXVIX8
0
0
0