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$MEITUAN OPENS SOURCE TRILLION-PARAMETER AI MODEL LONGCAT-2.0 ๐
This open-source release of LongCat-2.0 with 1.6T parameters and innovative sparse attention architecture signals a new phase in domestic AI infrastructure. The modelโs successful inference on a 50,000-card domestic cluster breaks prior hardware constraints.
Volume and developer interest around Meituanโs ecosystem are likely to spike as the industry digests this capability leap. How do you see this affecting the broader AI narrative in your portfolio?
Not financial advice. Always manage your risk.
#MEITUAN #AI #OpenSource #TechBreakthrough
๐
This open-source release of LongCat-2.0 with 1.6T parameters and innovative sparse attention architecture signals a new phase in domestic AI infrastructure. The modelโs successful inference on a 50,000-card domestic cluster breaks prior hardware constraints.
Volume and developer interest around Meituanโs ecosystem are likely to spike as the industry digests this capability leap. How do you see this affecting the broader AI narrative in your portfolio?
Not financial advice. Always manage your risk.
#MEITUAN #AI #OpenSource #TechBreakthrough
๐
HERMES MOA 2.0 JUST DROPPED โ $AI ENSEMBLE MODEL BEATS GPT AND CLAUDE ๐ฅ
Nous Research released an open-source framework that combines GPT, Claude, and DeepSeek into one output โ and it outperforms any single model on reasoning and coding benchmarks. The ensemble approach treats each AI as a specialist, not a jack-of-all-trades.
This is the first major open-weight release to challenge closed models on performance without locking you into one API. For devs, it means frontier-level reasoning at a fraction of the cost. For the crypto and AI sector, it signals that model diversity โ not dominance โ might define the next phase.
Are you betting on the agents or the foundation models here?
Not financial advice. Always manage your risk.
#AI #MixtureOfAgents #OpenSource #CryptoAI
๐ฅ
Nous Research released an open-source framework that combines GPT, Claude, and DeepSeek into one output โ and it outperforms any single model on reasoning and coding benchmarks. The ensemble approach treats each AI as a specialist, not a jack-of-all-trades.
This is the first major open-weight release to challenge closed models on performance without locking you into one API. For devs, it means frontier-level reasoning at a fraction of the cost. For the crypto and AI sector, it signals that model diversity โ not dominance โ might define the next phase.
Are you betting on the agents or the foundation models here?
Not financial advice. Always manage your risk.
#AI #MixtureOfAgents #OpenSource #CryptoAI
๐ฅ
1ใ่ๆฏ
ไปๆฅๅผๆบๆจกๅ็ๆๆๅผๅพๅ ณๆณจ็ๅๅ๏ผไธๆฏๅไธๆจกๅๅๆฐๅๅๆฐ้ซ๏ผ่ๆฏๅไธ่ ็ปๆๆญฃๅจๆๆพๆฉๅฎนใ่ฟๅป๏ผๅธๅบๆดๅค่็ฆๅฐๆฐๅคด้จๅฎ้ชๅฎค๏ผ็ฐๅจ๏ผๅผๆบ้ต่ฅๅทฒๅปถไผธๅฐๅ จ็ๆจกๅๅ ฌๅธใไธปๆAI็ป็ปใไบไธ่ฏ็ๅๅ๏ผไปฅๅๆฅๆๆ็กฎๅบๆฏ้ๆฑ็ไบงๅๅ ฌๅธใZyphraใCohereใPoolside ็ญๅๅญ้ไธญๅบ็ฐ๏ผ่ฏดๆโ่ฐๅจๅๆจกๅโ่ฟไปถไบ๏ผๆญฃไปๅฐๆฐ็ฉๅฎถไธปๅฏผ่ฝฌๅๅคๆ็ซไบใไธๆญคๅๆถ๏ผNVIDIAใGoogleใ้ฟ้็ญๅทจๅคดไนๅนถๆช็ผบๅธญ๏ผๅฎไปฌๅๅซไป็ฎๅใ็ๆๅ ฅๅฃๅๅนณๅฐๆ็ฅ่งๅบฆๅๅ ฅ๏ผๆจๅจๅผๆบๆจกๅไปๆๆฏๅฑ็คบ่ตฐๅไบงไธๅธๅฑใ๐
2ใๆ ธๅฟๅๆ
่ฟ่ฝฎๅจๆ้ๆพไบไธไธชๆ็กฎไฟกๅทใ็ฌฌไธ๏ผๅผๆบๆจกๅ็ซไบๆญฃไปโๅๆฐ่งๆจกๆฏๆผโ่ฝฌๅโ็ๆๅนฟๅบฆๆฏๆผโใไพๅฆ Cohere ๅผๆบ Command A+๏ผไธไป ๅผบ่ฐๅคงๆจกๅ่ฝๅ๏ผ่ฟ่ฆ็ๅคๆจกๆใๅค่ฏญ่จไธๆบ่ฝไฝๆนๅ๏ผ่ฏดๆๅผๆบๆจกๅๅทฒไธๅชๆฏ็ ็ฉถ่ตไบง๏ผ่ๆฏ็ๅ็ๅฎไผไธๅบ็จใ็ฌฌไบ๏ผๆถๆๅๆฐไปๅจๅ ้ใNVIDIA ๆจๅบ้็จ LatentMoE ็ๆฐๆจกๅ๏ผๅนถ่ฐๆด่ฎธๅฏ่ฏ็ญ็ฅ๏ผๅๆ ๅบ่กไธๆญฃๅๆญฅไผๅๆง่ฝใๆจ็ๆๆฌๅๅฏ็จๆง๏ผๅฐคๅ ถๆฏ MoE ่ทฏ็บฟไป่ขซๅนฟๆณ็ๅฅฝ๏ผๅ ไธบๅฎๆด้ๅๅจๅคง่ฝๅไธ้จ็ฝฒๆ็ไน้ดๅฏปๆพๅนณ่กกใ็ฌฌไธ๏ผๅ็ดๅ่ถๅฟๆญฃๅจๅขๅผบใJetBrainsใZedใKreaใPhotoroom ่ฟ็ฑปไบงๅๅ ฌๅธ่ฎญ็ปๅฐ่ไธ็ๆจกๅ๏ผๆๅณ็ๆชๆฅ็ซไบไธไธๅฎ็ฑโๆๅคงๆจกๅโ่ๅบ๏ผ่ๅฏ่ฝ็ฑโๆ่ดด่ฟๅบๆฏ็ๆจกๅโ่ทๅพๆด้ซๅไธ่ฝฌๅใ
3ใๆฝๅจๅฝฑๅ
ๅฏนๅผๅ่ ่่จ๏ผๆจกๅ้ๆฉๅฐๆดๅ ไธฐๅฏ๏ผๅผๆบ่ฎธๅฏ่ฏ็ๆพๅฎฝไนๆๅฉไบไบๆฌกๅผๅๅๅ็จ่ฝๅฐ๏ผ้ไฝๅฏนๅไธ้ญๆบAPI็ไพ่ตใๅฏนไผไธ่่จ๏ผๆชๆฅ้่ดญ้ป่พๅฏ่ฝไปโ่ฟฝ้ๆๅผบๆจกๅโ่ฝฌๅโๅน้ ๆๆฌใๅ่งไธๅบๆฏๆๆโใๅฏนๅ ๅฏไธWeb3่กไธ่่จ๏ผ่ฟ็ง่ถๅฟๅๆ ท้่ฆ๏ผไธๆน้ข๏ผๆดๅคๅผๆบๆจกๅๆๅณ็้พไธAIใๅปไธญๅฟๅๆจ็ๅAI Agentๅบ็ก่ฎพๆฝๆไบๆดๅนฟๆณ็ๅบๅบง๏ผๅฆไธๆน้ข๏ผๅคๅฝๅๅค็ป็ปๅไธ๏ผไนไผๅผบๅโไธปๆAIโๅๆฌๅฐๅ้จ็ฝฒ้ๆฑ๏ผไธบๅๅธๅผ็ฎๅใๆฐๆฎ็กฎๆๅ้็ง่ฎก็ฎๅธฆๆฅๆฐๅขๅไบใๆปไฝ็๏ผไปๆฅ่ฟๆนๆดๆฐไผ ้ๅบ็ไธป็บฟ้ๅธธๆธ ๆฐ๏ผๅผๆบAIๅทฒ่ฟๅ ฅ็ๆๆฉๅผ ้ถๆฎต๏ผๆชๆฅ่่ดๆๅฐไธๅชๅจๆจกๅๆฌ่บซ๏ผๆดๅจ่ฎธๅฏ่ฏใๅผๅ่ ็คพๅบใ้จ็ฝฒไพฟๅฉๆงไธ่กไธ้้ ่ฝๅใ๐
#AI #OpenSource #Crypto
ไปๆฅๅผๆบๆจกๅ็ๆๆๅผๅพๅ ณๆณจ็ๅๅ๏ผไธๆฏๅไธๆจกๅๅๆฐๅๅๆฐ้ซ๏ผ่ๆฏๅไธ่ ็ปๆๆญฃๅจๆๆพๆฉๅฎนใ่ฟๅป๏ผๅธๅบๆดๅค่็ฆๅฐๆฐๅคด้จๅฎ้ชๅฎค๏ผ็ฐๅจ๏ผๅผๆบ้ต่ฅๅทฒๅปถไผธๅฐๅ จ็ๆจกๅๅ ฌๅธใไธปๆAI็ป็ปใไบไธ่ฏ็ๅๅ๏ผไปฅๅๆฅๆๆ็กฎๅบๆฏ้ๆฑ็ไบงๅๅ ฌๅธใZyphraใCohereใPoolside ็ญๅๅญ้ไธญๅบ็ฐ๏ผ่ฏดๆโ่ฐๅจๅๆจกๅโ่ฟไปถไบ๏ผๆญฃไปๅฐๆฐ็ฉๅฎถไธปๅฏผ่ฝฌๅๅคๆ็ซไบใไธๆญคๅๆถ๏ผNVIDIAใGoogleใ้ฟ้็ญๅทจๅคดไนๅนถๆช็ผบๅธญ๏ผๅฎไปฌๅๅซไป็ฎๅใ็ๆๅ ฅๅฃๅๅนณๅฐๆ็ฅ่งๅบฆๅๅ ฅ๏ผๆจๅจๅผๆบๆจกๅไปๆๆฏๅฑ็คบ่ตฐๅไบงไธๅธๅฑใ๐
2ใๆ ธๅฟๅๆ
่ฟ่ฝฎๅจๆ้ๆพไบไธไธชๆ็กฎไฟกๅทใ็ฌฌไธ๏ผๅผๆบๆจกๅ็ซไบๆญฃไปโๅๆฐ่งๆจกๆฏๆผโ่ฝฌๅโ็ๆๅนฟๅบฆๆฏๆผโใไพๅฆ Cohere ๅผๆบ Command A+๏ผไธไป ๅผบ่ฐๅคงๆจกๅ่ฝๅ๏ผ่ฟ่ฆ็ๅคๆจกๆใๅค่ฏญ่จไธๆบ่ฝไฝๆนๅ๏ผ่ฏดๆๅผๆบๆจกๅๅทฒไธๅชๆฏ็ ็ฉถ่ตไบง๏ผ่ๆฏ็ๅ็ๅฎไผไธๅบ็จใ็ฌฌไบ๏ผๆถๆๅๆฐไปๅจๅ ้ใNVIDIA ๆจๅบ้็จ LatentMoE ็ๆฐๆจกๅ๏ผๅนถ่ฐๆด่ฎธๅฏ่ฏ็ญ็ฅ๏ผๅๆ ๅบ่กไธๆญฃๅๆญฅไผๅๆง่ฝใๆจ็ๆๆฌๅๅฏ็จๆง๏ผๅฐคๅ ถๆฏ MoE ่ทฏ็บฟไป่ขซๅนฟๆณ็ๅฅฝ๏ผๅ ไธบๅฎๆด้ๅๅจๅคง่ฝๅไธ้จ็ฝฒๆ็ไน้ดๅฏปๆพๅนณ่กกใ็ฌฌไธ๏ผๅ็ดๅ่ถๅฟๆญฃๅจๅขๅผบใJetBrainsใZedใKreaใPhotoroom ่ฟ็ฑปไบงๅๅ ฌๅธ่ฎญ็ปๅฐ่ไธ็ๆจกๅ๏ผๆๅณ็ๆชๆฅ็ซไบไธไธๅฎ็ฑโๆๅคงๆจกๅโ่ๅบ๏ผ่ๅฏ่ฝ็ฑโๆ่ดด่ฟๅบๆฏ็ๆจกๅโ่ทๅพๆด้ซๅไธ่ฝฌๅใ
3ใๆฝๅจๅฝฑๅ
ๅฏนๅผๅ่ ่่จ๏ผๆจกๅ้ๆฉๅฐๆดๅ ไธฐๅฏ๏ผๅผๆบ่ฎธๅฏ่ฏ็ๆพๅฎฝไนๆๅฉไบไบๆฌกๅผๅๅๅ็จ่ฝๅฐ๏ผ้ไฝๅฏนๅไธ้ญๆบAPI็ไพ่ตใๅฏนไผไธ่่จ๏ผๆชๆฅ้่ดญ้ป่พๅฏ่ฝไปโ่ฟฝ้ๆๅผบๆจกๅโ่ฝฌๅโๅน้ ๆๆฌใๅ่งไธๅบๆฏๆๆโใๅฏนๅ ๅฏไธWeb3่กไธ่่จ๏ผ่ฟ็ง่ถๅฟๅๆ ท้่ฆ๏ผไธๆน้ข๏ผๆดๅคๅผๆบๆจกๅๆๅณ็้พไธAIใๅปไธญๅฟๅๆจ็ๅAI Agentๅบ็ก่ฎพๆฝๆไบๆดๅนฟๆณ็ๅบๅบง๏ผๅฆไธๆน้ข๏ผๅคๅฝๅๅค็ป็ปๅไธ๏ผไนไผๅผบๅโไธปๆAIโๅๆฌๅฐๅ้จ็ฝฒ้ๆฑ๏ผไธบๅๅธๅผ็ฎๅใๆฐๆฎ็กฎๆๅ้็ง่ฎก็ฎๅธฆๆฅๆฐๅขๅไบใๆปไฝ็๏ผไปๆฅ่ฟๆนๆดๆฐไผ ้ๅบ็ไธป็บฟ้ๅธธๆธ ๆฐ๏ผๅผๆบAIๅทฒ่ฟๅ ฅ็ๆๆฉๅผ ้ถๆฎต๏ผๆชๆฅ่่ดๆๅฐไธๅชๅจๆจกๅๆฌ่บซ๏ผๆดๅจ่ฎธๅฏ่ฏใๅผๅ่ ็คพๅบใ้จ็ฝฒไพฟๅฉๆงไธ่กไธ้้ ่ฝๅใ๐
#AI #OpenSource #Crypto
๐ก๏ธ Cyber Security
Linux Foundation and 19 massive orgsโincluding AI labs and big banksโjust dropped Akrites... it's a new security layer to stop AI-powered attacks on open source. Big win for devs ๐ก๏ธ๐ป
#OpenSource #CyberSecurity
Linux Foundation and 19 massive orgsโincluding AI labs and big banksโjust dropped Akrites... it's a new security layer to stop AI-powered attacks on open source. Big win for devs ๐ก๏ธ๐ป
#OpenSource #CyberSecurity
๐จ China's AI Models Are Closing the Gap Fast GLM 5.2 just ranked #2 in long-cycle business simulation benchmarks.
Kimi K2.7 and MiniMax M3? Mixed results โ but still in the fight.
What the data shows:
GLM 5.2 scores 91 vs Kimi K2.6's 81 on aggregate benchmarks โ with GLM dominating knowledge tasks at 67.2 vs 53.8. Yahoo Finance
In cybersecurity benchmarks, GLM 5.2 beat Claude Code โ with MiniMax M3 and Kimi K2.7 scoring significantly lower, clustered closely together. Followin
But here's the real story ๐
GLM 5.2 costs just one-seventh of GPT-5.5 โ at a fraction of the price, open-weight Chinese models are now competitive with frontier closed-source APIs. 3Commas
Why this matters for crypto & Web3:
AI inference costs are dropping fast. When open-weight models match closed APIs at 1/7th the price:
โ AI agents become cheap enough to deploy on-chain at scale
โก Decentralized AI projects get access to frontier-level models without paying OpenAI prices
โข US AI dominance narrative starts cracking
The geopolitical angle:
US government just restricted GPT-5.6 rollout over security concerns. Meanwhile China's GLM 5.2 is open-weight โ anyone can run it, anywhere, no government approval needed.
Censorship-resistant AI + cheap inference = exactly what Web3 needs. ๐
My take:
The AI race isn't just US vs China anymore.
It's open vs closed.
And open is winning on price. Closed is still winning on raw capability โ for now.
Watch this space. The gap is closing every month.
Not financial advice. DYOR.
Sources: BenchLM, Medium, Semgrep โ June 2026
#GLM #Kimi $BTC #MiniMax #OpenSource #CoinbroNews
Kimi K2.7 and MiniMax M3? Mixed results โ but still in the fight.
What the data shows:
GLM 5.2 scores 91 vs Kimi K2.6's 81 on aggregate benchmarks โ with GLM dominating knowledge tasks at 67.2 vs 53.8. Yahoo Finance
In cybersecurity benchmarks, GLM 5.2 beat Claude Code โ with MiniMax M3 and Kimi K2.7 scoring significantly lower, clustered closely together. Followin
But here's the real story ๐
GLM 5.2 costs just one-seventh of GPT-5.5 โ at a fraction of the price, open-weight Chinese models are now competitive with frontier closed-source APIs. 3Commas
Why this matters for crypto & Web3:
AI inference costs are dropping fast. When open-weight models match closed APIs at 1/7th the price:
โ AI agents become cheap enough to deploy on-chain at scale
โก Decentralized AI projects get access to frontier-level models without paying OpenAI prices
โข US AI dominance narrative starts cracking
The geopolitical angle:
US government just restricted GPT-5.6 rollout over security concerns. Meanwhile China's GLM 5.2 is open-weight โ anyone can run it, anywhere, no government approval needed.
Censorship-resistant AI + cheap inference = exactly what Web3 needs. ๐
My take:
The AI race isn't just US vs China anymore.
It's open vs closed.
And open is winning on price. Closed is still winning on raw capability โ for now.
Watch this space. The gap is closing every month.
Not financial advice. DYOR.
Sources: BenchLM, Medium, Semgrep โ June 2026
#GLM #Kimi $BTC #MiniMax #OpenSource #CoinbroNews
$GLM CRACKS TOP 3 AI MODELS WHILE COSTING A FRACTION OF RIVALS ๐
Body:
The openโweight GLMโ5.2 from Z.ai now ranks third globally on independent benchmarks, behind only two Anthropic systems and ahead of every OpenAI and Google model. The price gap is the real story: $1.40 per million input tokens against roughly $15 for Claude Opus 4.8 โ a tenโfold savings for teams running production workloads.
This model runs on domestic chips, can be downloaded and modified, and sports a oneโmillionโtoken window. Engineers who expected chip curbs to widen the gap are watching it shrink instead. How quickly will costโefficient open models reshape enterprise AI spending?
Not financial advice. Always manage your risk.
#GLM #AI #OpenSource #Disruption
๐
Body:
The openโweight GLMโ5.2 from Z.ai now ranks third globally on independent benchmarks, behind only two Anthropic systems and ahead of every OpenAI and Google model. The price gap is the real story: $1.40 per million input tokens against roughly $15 for Claude Opus 4.8 โ a tenโfold savings for teams running production workloads.
This model runs on domestic chips, can be downloaded and modified, and sports a oneโmillionโtoken window. Engineers who expected chip curbs to widen the gap are watching it shrink instead. How quickly will costโefficient open models reshape enterprise AI spending?
Not financial advice. Always manage your risk.
#GLM #AI #OpenSource #Disruption
๐
Centralized code hosting risks are prompting devs like Matt Corallo to urge $BTC projects off GitHub after a Lightning ban. Decentralization isn't just for money. Move to self-hosted for control. ๐ก๏ธ
#BitcoinDev #OpenSource
Full story: https://cryptoversenews.eu/bitcoin/matt-corallo-urges-bitcoin-projects-to-exit-github-after-rus/
#BitcoinDev #OpenSource
Full story: https://cryptoversenews.eu/bitcoin/matt-corallo-urges-bitcoin-projects-to-exit-github-after-rus/
๐จ๐ฒUNSLOTH JUST COMPRESSED A 753 BILLION PARAMETER AI MODEL TO RUN ON A MAC. THIS CHANGES LOCAL AI FOREVER.
GLM-5.2 โ one of the largest open AI models ever built โ just got compressed by Unsloth using extreme GGUF quantization. The result: smooth local deployment on a Mac. No cloud. No API costs. No data leaving your device.
โ 753B parameters is datacenter-scale AI โ Unsloth compressed it to consumer hardware level
โ GGUF format allows extreme model compression without destroying core performance
โ Local AI on this scale means developers and builders can run frontier-level models privately and for free
For crypto and Web3 builders: this means on-device AI agents, private smart contract analysis, and zero-cost inference โ no more dependency on OpenAI or Anthropic APIs.
What would you build if you had a 753B model running locally on your laptop?
"The future of AI isn't in the cloud. Unsloth just proved it fits in your bag." โ CoinbroNews Analysis
#Unsloth #GLM5 #LocalAI #GGUF #AITools #Web3 #OpenSource
CoinbroNews | coinbronews.com
GLM-5.2 โ one of the largest open AI models ever built โ just got compressed by Unsloth using extreme GGUF quantization. The result: smooth local deployment on a Mac. No cloud. No API costs. No data leaving your device.
โ 753B parameters is datacenter-scale AI โ Unsloth compressed it to consumer hardware level
โ GGUF format allows extreme model compression without destroying core performance
โ Local AI on this scale means developers and builders can run frontier-level models privately and for free
For crypto and Web3 builders: this means on-device AI agents, private smart contract analysis, and zero-cost inference โ no more dependency on OpenAI or Anthropic APIs.
What would you build if you had a 753B model running locally on your laptop?
"The future of AI isn't in the cloud. Unsloth just proved it fits in your bag." โ CoinbroNews Analysis
#Unsloth #GLM5 #LocalAI #GGUF #AITools #Web3 #OpenSource
CoinbroNews | coinbronews.com
Fable-5 ่ขซ็ฆๅๅคฉ๏ผQwable ็ซ้ๆฅ็ญ๐ค
Anthropic ็ Claude Fable-5 ๅจ 6 ๆ 9 ๆฅๅฐ 12 ๆฅ็ญๆซๅ ฌ้ไบๅๅคฉ๏ผ็ถๅพๅฐฑ่ขซ็พๅๅบๅฃ็ฎกๅถๅฝไปค็ดๆฅ้ไบใไฝ้ๆบ็คพ็พคๅไฝ่ถ ๅฟซโโdeveloper lordx64 ็ดๆฅๅจ HF ไธๆพไบ Qwable-v1๏ผ็จ Qwen3.6-35B-A3B ๅๅบ๏ผ่ธ้คไบ Fable-5 ็ๅทฅๅ ท่ชฟ็จ่ป่ทก๏ผๆฌๅฐๅฐฑ่ฝ่ทใ
70GB ๆฌ้ๆช๏ผ็ฎๅๆฒๆ Token๏ผ็ด้ๆบ้ ็ฎใไธ้้็จฎใๅคงๆจกๅ่ขซๅฐ โ ้ๆบ็ซๅป่ฃไฝใ็่ๅฅ๏ผๅจ 2026 ๅนดๅทฒ็ถไธๆฏ็ฌฌไธๆฌกไบใAI x Crypto ็ๆไบๅๅคไบๅ็พๅฏฆๆกไพ๏ผๅปไธญๅฟๅ่จ็ฎ + ๆฌๅฐ AI๏ผๅฏ่ฝๆฏๆชไพ่ถจๅขใ
$AI $WEB3 #OpenSource
$AI $WEB3
Anthropic ็ Claude Fable-5 ๅจ 6 ๆ 9 ๆฅๅฐ 12 ๆฅ็ญๆซๅ ฌ้ไบๅๅคฉ๏ผ็ถๅพๅฐฑ่ขซ็พๅๅบๅฃ็ฎกๅถๅฝไปค็ดๆฅ้ไบใไฝ้ๆบ็คพ็พคๅไฝ่ถ ๅฟซโโdeveloper lordx64 ็ดๆฅๅจ HF ไธๆพไบ Qwable-v1๏ผ็จ Qwen3.6-35B-A3B ๅๅบ๏ผ่ธ้คไบ Fable-5 ็ๅทฅๅ ท่ชฟ็จ่ป่ทก๏ผๆฌๅฐๅฐฑ่ฝ่ทใ
70GB ๆฌ้ๆช๏ผ็ฎๅๆฒๆ Token๏ผ็ด้ๆบ้ ็ฎใไธ้้็จฎใๅคงๆจกๅ่ขซๅฐ โ ้ๆบ็ซๅป่ฃไฝใ็่ๅฅ๏ผๅจ 2026 ๅนดๅทฒ็ถไธๆฏ็ฌฌไธๆฌกไบใAI x Crypto ็ๆไบๅๅคไบๅ็พๅฏฆๆกไพ๏ผๅปไธญๅฟๅ่จ็ฎ + ๆฌๅฐ AI๏ผๅฏ่ฝๆฏๆชไพ่ถจๅขใ
$AI $WEB3 #OpenSource
$AI $WEB3
Solana Institute CEO urges Senate to protect open-source developers under the CLARITY Act. Developers shouldn't be treated as financial intermediaries. #Crypto #Regulation #OpenSource
๐ A autocustรณdia de Bitcoin nรฃo deveria ser complicada.
Qual รฉ o verdadeiro propรณsito de recuperar uma seed phrase?
Recuperar o controle dos seus bitcoins para movimentar fundos ou gerar chaves pรบblicas, sem expor suas chaves privadas ร internet.
Muitos usuรกrios ainda dependem de carteiras de cรณdigo fechado. Outros utilizam soluรงรตes offline avanรงadas que oferecem excelente seguranรงa, mas podem ser complexas para o usuรกrio comum.
Com o objetivo de tornar a autocustรณdia mais acessรญvel sem abrir mรฃo da transparรชncia e da seguranรงa operacional, desenvolvi a PhantOS ColdWallet.
Uma soluรงรฃo open-source, auditรกvel e totalmente offline, projetada para proteger aquilo que realmente importa: suas chaves privadas.
๐ Principais recursos:
โ Recuperaรงรฃo de seed offline;
โ Geraรงรฃo de novos endereรงos Bitcoin;
โ Exportaรงรฃo de chaves pรบblicas para monitoramento;
โ Assinatura de transaรงรตes via QR Code e PSBT;
โ Inicializaรงรฃo direta por pendrive;
โ Ambiente dedicado ร gestรฃo segura de chaves privadas e assinatura de transaรงรตes.
A filosofia รฉ simples:
๐ Dispositivos offline protegem e assinam.
๐๏ธ Dispositivos online visualizam e transmitem informaรงรตes.
Sem servidores centralizados.
Sem dependรชncia de terceiros.
Sem exposiรงรฃo das chaves privadas ร internet.
Bitcoin elimina a necessidade de confiar em terceiros. A autocustรณdia รฉ a consequรชncia natural dessa filosofia.
โฟ Suas chaves. Seu Bitcoin. Sua liberdade.
#Bitcoin #SelfCustody #OpenSource $BTC
Qual รฉ o verdadeiro propรณsito de recuperar uma seed phrase?
Recuperar o controle dos seus bitcoins para movimentar fundos ou gerar chaves pรบblicas, sem expor suas chaves privadas ร internet.
Muitos usuรกrios ainda dependem de carteiras de cรณdigo fechado. Outros utilizam soluรงรตes offline avanรงadas que oferecem excelente seguranรงa, mas podem ser complexas para o usuรกrio comum.
Com o objetivo de tornar a autocustรณdia mais acessรญvel sem abrir mรฃo da transparรชncia e da seguranรงa operacional, desenvolvi a PhantOS ColdWallet.
Uma soluรงรฃo open-source, auditรกvel e totalmente offline, projetada para proteger aquilo que realmente importa: suas chaves privadas.
๐ Principais recursos:
โ Recuperaรงรฃo de seed offline;
โ Geraรงรฃo de novos endereรงos Bitcoin;
โ Exportaรงรฃo de chaves pรบblicas para monitoramento;
โ Assinatura de transaรงรตes via QR Code e PSBT;
โ Inicializaรงรฃo direta por pendrive;
โ Ambiente dedicado ร gestรฃo segura de chaves privadas e assinatura de transaรงรตes.
A filosofia รฉ simples:
๐ Dispositivos offline protegem e assinam.
๐๏ธ Dispositivos online visualizam e transmitem informaรงรตes.
Sem servidores centralizados.
Sem dependรชncia de terceiros.
Sem exposiรงรฃo das chaves privadas ร internet.
Bitcoin elimina a necessidade de confiar em terceiros. A autocustรณdia รฉ a consequรชncia natural dessa filosofia.
โฟ Suas chaves. Seu Bitcoin. Sua liberdade.
#Bitcoin #SelfCustody #OpenSource $BTC
1ใ่ๆฏ
่ฟๆ๏ผๅผๆบๅคงๆจกๅ่ฟๅ ฅๅฏ้ๆพ้้ถๆฎต๏ผ่ฑไผ่พพ Nemotronใ่ฐทๆญ Gemma ็ญๅผๆบๆ้ๆจกๅๆฅ่ฟๅๅธ๏ผ็ดๆฅๆนๅไบไผไธ้่ดญ AI ่ฝๅ็ๆฏ่พๆกๆถใ่ฟๅปๅธๅบๆดๅ ณๆณจโ่ฐๆๅผบโ๏ผ่็ฐๅจไผไธๆดๅ ณๅฟโๆง่ฝๅทฎๅคๅฐใไปทๆ ผๅทฎๅคๅฐใๆฏๅฆๅผๅพ้ฟๆ็ปๅฎโใไปๆไธญ็ปๅบ็ๆต็ฎ็๏ผๅจ็ธ่ฟไปปๅกๅบๆฏไธ๏ผ้ญๆบๅคด้จๆจกๅไธๅผๆบๆจกๅไน้ดๅทฒๅบ็ฐๆฅ่ฟ 40 ๅ็ๆๆฌ่ฝๅทฎ๏ผ่ฟๆๅณ็ AI ็ซไบๆญฃไปๆๆฏ็ซ่ต๏ผ่ฝฌๅๆๆฌๆ็ไธๆถๆๆงๅถๆ็็ซ่ตใ
2ใๆ ธๅฟๅๆ
่ฟๆกๆถๆฏๆๅผๅพๅ ณๆณจ็๏ผไธๆฏๅไธๆจกๅๆฅไปท๏ผ่ๆฏ่กไธ้ป่พ็ๅๅใ็ฌฌไธ๏ผ่ฝๅๅทฎ่ทๆญฃๅจๆถ็ชใๅผๆบๆจกๅ่ฝ็ถๅจๅคๆๆจ็ใ็จณๅฎๆงๅๆ้่กจ็ฐไธๆชๅฟ ๅ จ้ข้ขๅ ๏ผไฝๅจๅคง้้็จไธๅกๅบๆฏไธญ๏ผๅทฒ็ป่ถณไปฅโๅฏ็จไธไพฟๅฎโ๐ใๅฝโๅค็จโๆไธบ้่ดญๆ ๅ๏ผ้ซๆบขไปทๆจกๅ็ๆคๅๆฒณๅฐฑไผ่ขซๅๅผฑใ
็ฌฌไบ๏ผไผไธๅ ้จ็ๅณ็ญ้้ ๆญฃๅจๆด้ฒใๅพๅค CEO ๅนถไธ็ดๆฅ็ฎก็ๆจกๅ่ฐ็จๅฑ๏ผๆๆฏๅข้ไธบไบๆๆๅๅผๅไพฟๅฉ๏ผๅพๅพ้ป่ฎค้ๆฉๆๅผบใไนๆ่ดต็ APIใ็ญๆ็ๆๅไธ็บฟ้ๅบฆ๏ผ้ฟๆ็ๅไผๆพๅคงๆจ็ๆๆฌใๅฝขๆไพๅบๅไพ่ต๏ผ็่ณ็ผบไนๅฎก่ฎกๅๆฒป็ใๅฏน้ซ้ข่ฐ็จไธๅก่่จ๏ผ่ฟไธๆฏๆๆฏ้ฎ้ข๏ผ่ๆฏๅฉๆถฆ้ฎ้ขใ
็ฌฌไธ๏ผๆจกๅ่ทฏ็ฑๅโๆจกๅๆ ๅ ณๆถๆโไผๆไธบๆฐ่ถๅฟใๆชๆฅไผไธๆชๅฟ ๆผๆณจๅไธๆจกๅ๏ผ่ๆฏๅฐ้ซๅคๆไปปๅกไบค็ป้กถ็บง้ญๆบๆจกๅ๏ผๆๅคง่งๆจกใๆ ๅๅๆจ็ๅๆตๅฐ DeepSeek ็ญไฝๆๆฌๅผๆบๆนๆกใ่ฐ่ฝๅๅฅฝ่ทฏ็ฑใ็ๆงใๅฎก่ฎกๅๆๆฌๆงๅถ๏ผ่ฐๅฐฑๆดๅฏ่ฝๅๅฐไธไธ้ถๆฎตไผไธ AI ่ฝๅฐ็บขๅฉใ
3ใๅธๅบๅฝฑๅ
ๅฏน้ญๆบๅทจๅคด่่จ๏ผๅๅๆญฃๅจไปโๆฏๅฆ้ขๅ โ่ฝฌๅโ้ขๅ ๅผไธๅผ่ฟไธชไปทโใๅฆๆไปทๆ ผไฝ็ณปไธ่ฐๆด๏ผ็พไบฟ็บง API ่ฅๆถ้ขไธด่ขซๅผๆบๆ็ปญๅๆต็้ฃ้ฉใๅฏนๅผๆบ้ต่ฅ่่จ๏ผๆบไผไธไป ๅจๆจกๅๆฌ่บซ๏ผๆดๅจๆ็ฎกๆๅกใ็งๆๅ้จ็ฝฒใๅฎๅ จๆฒป็ๅไผไธ็บงๅทฅๅ ท้พใ
ๅฏนๆ่ตๅธๅบๆฅ่ฏด๏ผAI ่ต้็ไผฐๅผ้ป่พไนๅฏ่ฝ็ปๅ๏ผๆชๆฅ็ๆญฃๆไปทๅผ็๏ผไธไธๅฎๅชๆฏ่ฎญ็ปๅบๆๅผบๆจกๅ็ๅนณๅฐ๏ผ่ๆฏ่ฝๆๆจกๅ่ฝๅไฝๆๆฌใๅฏๅฎก่ฎกใๅฏ่งๆจกๅไบคไป็ปไผไธ็่ฝฏไปถๅฑไธๅบ็ก่ฎพๆฝๅฑ ๐ใ่ฟๅฏนไบไบๆๅกใๆจ็ไผๅใไธญ้ดไปถใAgent ็ผๆ็ญๆนๅ้ฝๆฏ็งฏๆไฟกๅทใ
4ใ็ป่ฎบ
่ฟๅบโๅผๆบไธ้ญๆบโ็็ซไบ๏ผๆฌ่ดจไธๆฏ AI ไปๆๆฏๅฑ็คบ่ตฐๅๅไธ่ฝๅฐ็ๅฟ ็ป้ถๆฎตใ็ญๆๅ ๏ผ้ญๆบๆจกๅไปๆ้ซ็ซฏ่ฝๅไผๅฟ๏ผไฝไปๅฝๅ่ถๅฟ็๏ผไผไธไผ่ถๆฅ่ถ็ๆง๏ผไผๅ ่ฟฝๆฑๆงไปทๆฏใๆฒป็่ฝๅๅๆถๆๅผนๆงใ่ฐ่ฝๅจๆๆใๆๆฌๅๅฏๆงๆงไน้ดๆพๅฐๆไผ่งฃ๏ผ่ฐๅฐฑๆดๅฏ่ฝๆไธบไธไธ่ฝฎ AI ๅไธๅ็่ตขๅฎถใ
#AI #OpenSource #Crypto
่ฟๆ๏ผๅผๆบๅคงๆจกๅ่ฟๅ ฅๅฏ้ๆพ้้ถๆฎต๏ผ่ฑไผ่พพ Nemotronใ่ฐทๆญ Gemma ็ญๅผๆบๆ้ๆจกๅๆฅ่ฟๅๅธ๏ผ็ดๆฅๆนๅไบไผไธ้่ดญ AI ่ฝๅ็ๆฏ่พๆกๆถใ่ฟๅปๅธๅบๆดๅ ณๆณจโ่ฐๆๅผบโ๏ผ่็ฐๅจไผไธๆดๅ ณๅฟโๆง่ฝๅทฎๅคๅฐใไปทๆ ผๅทฎๅคๅฐใๆฏๅฆๅผๅพ้ฟๆ็ปๅฎโใไปๆไธญ็ปๅบ็ๆต็ฎ็๏ผๅจ็ธ่ฟไปปๅกๅบๆฏไธ๏ผ้ญๆบๅคด้จๆจกๅไธๅผๆบๆจกๅไน้ดๅทฒๅบ็ฐๆฅ่ฟ 40 ๅ็ๆๆฌ่ฝๅทฎ๏ผ่ฟๆๅณ็ AI ็ซไบๆญฃไปๆๆฏ็ซ่ต๏ผ่ฝฌๅๆๆฌๆ็ไธๆถๆๆงๅถๆ็็ซ่ตใ
2ใๆ ธๅฟๅๆ
่ฟๆกๆถๆฏๆๅผๅพๅ ณๆณจ็๏ผไธๆฏๅไธๆจกๅๆฅไปท๏ผ่ๆฏ่กไธ้ป่พ็ๅๅใ็ฌฌไธ๏ผ่ฝๅๅทฎ่ทๆญฃๅจๆถ็ชใๅผๆบๆจกๅ่ฝ็ถๅจๅคๆๆจ็ใ็จณๅฎๆงๅๆ้่กจ็ฐไธๆชๅฟ ๅ จ้ข้ขๅ ๏ผไฝๅจๅคง้้็จไธๅกๅบๆฏไธญ๏ผๅทฒ็ป่ถณไปฅโๅฏ็จไธไพฟๅฎโ๐ใๅฝโๅค็จโๆไธบ้่ดญๆ ๅ๏ผ้ซๆบขไปทๆจกๅ็ๆคๅๆฒณๅฐฑไผ่ขซๅๅผฑใ
็ฌฌไบ๏ผไผไธๅ ้จ็ๅณ็ญ้้ ๆญฃๅจๆด้ฒใๅพๅค CEO ๅนถไธ็ดๆฅ็ฎก็ๆจกๅ่ฐ็จๅฑ๏ผๆๆฏๅข้ไธบไบๆๆๅๅผๅไพฟๅฉ๏ผๅพๅพ้ป่ฎค้ๆฉๆๅผบใไนๆ่ดต็ APIใ็ญๆ็ๆๅไธ็บฟ้ๅบฆ๏ผ้ฟๆ็ๅไผๆพๅคงๆจ็ๆๆฌใๅฝขๆไพๅบๅไพ่ต๏ผ็่ณ็ผบไนๅฎก่ฎกๅๆฒป็ใๅฏน้ซ้ข่ฐ็จไธๅก่่จ๏ผ่ฟไธๆฏๆๆฏ้ฎ้ข๏ผ่ๆฏๅฉๆถฆ้ฎ้ขใ
็ฌฌไธ๏ผๆจกๅ่ทฏ็ฑๅโๆจกๅๆ ๅ ณๆถๆโไผๆไธบๆฐ่ถๅฟใๆชๆฅไผไธๆชๅฟ ๆผๆณจๅไธๆจกๅ๏ผ่ๆฏๅฐ้ซๅคๆไปปๅกไบค็ป้กถ็บง้ญๆบๆจกๅ๏ผๆๅคง่งๆจกใๆ ๅๅๆจ็ๅๆตๅฐ DeepSeek ็ญไฝๆๆฌๅผๆบๆนๆกใ่ฐ่ฝๅๅฅฝ่ทฏ็ฑใ็ๆงใๅฎก่ฎกๅๆๆฌๆงๅถ๏ผ่ฐๅฐฑๆดๅฏ่ฝๅๅฐไธไธ้ถๆฎตไผไธ AI ่ฝๅฐ็บขๅฉใ
3ใๅธๅบๅฝฑๅ
ๅฏน้ญๆบๅทจๅคด่่จ๏ผๅๅๆญฃๅจไปโๆฏๅฆ้ขๅ โ่ฝฌๅโ้ขๅ ๅผไธๅผ่ฟไธชไปทโใๅฆๆไปทๆ ผไฝ็ณปไธ่ฐๆด๏ผ็พไบฟ็บง API ่ฅๆถ้ขไธด่ขซๅผๆบๆ็ปญๅๆต็้ฃ้ฉใๅฏนๅผๆบ้ต่ฅ่่จ๏ผๆบไผไธไป ๅจๆจกๅๆฌ่บซ๏ผๆดๅจๆ็ฎกๆๅกใ็งๆๅ้จ็ฝฒใๅฎๅ จๆฒป็ๅไผไธ็บงๅทฅๅ ท้พใ
ๅฏนๆ่ตๅธๅบๆฅ่ฏด๏ผAI ่ต้็ไผฐๅผ้ป่พไนๅฏ่ฝ็ปๅ๏ผๆชๆฅ็ๆญฃๆไปทๅผ็๏ผไธไธๅฎๅชๆฏ่ฎญ็ปๅบๆๅผบๆจกๅ็ๅนณๅฐ๏ผ่ๆฏ่ฝๆๆจกๅ่ฝๅไฝๆๆฌใๅฏๅฎก่ฎกใๅฏ่งๆจกๅไบคไป็ปไผไธ็่ฝฏไปถๅฑไธๅบ็ก่ฎพๆฝๅฑ ๐ใ่ฟๅฏนไบไบๆๅกใๆจ็ไผๅใไธญ้ดไปถใAgent ็ผๆ็ญๆนๅ้ฝๆฏ็งฏๆไฟกๅทใ
4ใ็ป่ฎบ
่ฟๅบโๅผๆบไธ้ญๆบโ็็ซไบ๏ผๆฌ่ดจไธๆฏ AI ไปๆๆฏๅฑ็คบ่ตฐๅๅไธ่ฝๅฐ็ๅฟ ็ป้ถๆฎตใ็ญๆๅ ๏ผ้ญๆบๆจกๅไปๆ้ซ็ซฏ่ฝๅไผๅฟ๏ผไฝไปๅฝๅ่ถๅฟ็๏ผไผไธไผ่ถๆฅ่ถ็ๆง๏ผไผๅ ่ฟฝๆฑๆงไปทๆฏใๆฒป็่ฝๅๅๆถๆๅผนๆงใ่ฐ่ฝๅจๆๆใๆๆฌๅๅฏๆงๆงไน้ดๆพๅฐๆไผ่งฃ๏ผ่ฐๅฐฑๆดๅฏ่ฝๆไธบไธไธ่ฝฎ AI ๅไธๅ็่ตขๅฎถใ
#AI #OpenSource #Crypto
The ZCash bug that survived 4 years undetected is the most important story in crypto this week โ not BTC testing $62K.
Shielded Labs disclosed a critical flaw that let someone mint unlimited ZEC without anyone knowing. The token crashed 40%. The reaction is understandable. But here's what most people are missing.
The fact that this was discovered and disclosed publicly is the open-source security model working exactly as intended. No company buried it. No executive did a quiet patch and hoped nobody noticed. The community found it, disclosed it, and the market priced it in immediately.
Compare that to the number of TradFi scandals that lasted years โ sometimes decades โ before coming to the surface.
$BTC and $ETH have survived comparable scrutiny because they were stress-tested in public, by adversaries, for years. That's not weakness. That's how durable infrastructure gets built.
Chains that have faced real security challenges and adapted are the ones worth holding through the current compression.
Bug disclosures are painful. They're also how this industry earns credibility โ one transparent fix at a time.
#Crypto #Bitcoin #OpenSource #CryptoSecurity #BinanceSquare
Shielded Labs disclosed a critical flaw that let someone mint unlimited ZEC without anyone knowing. The token crashed 40%. The reaction is understandable. But here's what most people are missing.
The fact that this was discovered and disclosed publicly is the open-source security model working exactly as intended. No company buried it. No executive did a quiet patch and hoped nobody noticed. The community found it, disclosed it, and the market priced it in immediately.
Compare that to the number of TradFi scandals that lasted years โ sometimes decades โ before coming to the surface.
$BTC and $ETH have survived comparable scrutiny because they were stress-tested in public, by adversaries, for years. That's not weakness. That's how durable infrastructure gets built.
Chains that have faced real security challenges and adapted are the ones worth holding through the current compression.
Bug disclosures are painful. They're also how this industry earns credibility โ one transparent fix at a time.
#Crypto #Bitcoin #OpenSource #CryptoSecurity #BinanceSquare
Bitcoin Hits Highest Price in Weeks as Bernstein
Bitcoin Hits Highest Price in Weeks as Bernstein. This development marks a significant moment in the evolving crypto landscape. Analysts and market participants are weighing the implications for price action and broader adoption trends.
The intersection of artificial intelligence and blockchain technology continues to attract attention from both sectors. Open-weight AI models and decentralized compute networks represent alternative infrastructure paths away from centralized platforms. Institutional players are evaluating how these technologies converge, with implications for data sovereignty, compute markets, and censorship-resistant AI deployment. The trend toward accessible AI models mirrors similar dynamics in crypto where open protocols challenge walled gardens.
The implications extend beyond immediate price reactions to Questions of infrastructure viability and competitive positioning. Regulatory frameworks worldwide are catching up with technological advances, creating both headwinds and tailwinds for different market participants. Traditional finance stakeholders and crypto-native players are finding common ground on certain use cases while diverging sharply on others. The next 12-24 months will reveal which narratives prove durable versus speculative.
Will this development accelerate broader adoption or remain confined to niche communities? The next quarter of data will be telling. Market participants should watch on-chain metrics, institutional flows, and regulatory developments for signals. What's your take on the long-term implications of this news for the broader crypto ecosystem? ๐
#AIInnovation #DecentralizedTech #OpenSource
Bitcoin Hits Highest Price in Weeks as Bernstein. This development marks a significant moment in the evolving crypto landscape. Analysts and market participants are weighing the implications for price action and broader adoption trends.
The intersection of artificial intelligence and blockchain technology continues to attract attention from both sectors. Open-weight AI models and decentralized compute networks represent alternative infrastructure paths away from centralized platforms. Institutional players are evaluating how these technologies converge, with implications for data sovereignty, compute markets, and censorship-resistant AI deployment. The trend toward accessible AI models mirrors similar dynamics in crypto where open protocols challenge walled gardens.
The implications extend beyond immediate price reactions to Questions of infrastructure viability and competitive positioning. Regulatory frameworks worldwide are catching up with technological advances, creating both headwinds and tailwinds for different market participants. Traditional finance stakeholders and crypto-native players are finding common ground on certain use cases while diverging sharply on others. The next 12-24 months will reveal which narratives prove durable versus speculative.
Will this development accelerate broader adoption or remain confined to niche communities? The next quarter of data will be telling. Market participants should watch on-chain metrics, institutional flows, and regulatory developments for signals. What's your take on the long-term implications of this news for the broader crypto ecosystem? ๐
#AIInnovation #DecentralizedTech #OpenSource
$VANRY TETHER CEO SAYS AI GIANTS ARE OVERSPENDING ON INFRASTRUCTURE ๐ฅ
Paolo Ardoino just dropped a reality check โ AI giants are burning cash on infrastructure while margins shrink and profits get delayed. Open-source competition is heating up, and that could reshape where smart money flows next.
This isnโt just tech news. When capital gets squeezed in one sector, it often rotates into undervalued plays like decentralized AI tokens. The debate is whether this accelerates the shift toward blockchain-based alternatives or just slows everything down.
Do you see this as a bullish catalyst for projects like $VANRY or a warning sign for the whole space?
Not financial advice. Always manage your risk.
#VANRY #AI #CryptoNews #OpenSource
โก
Paolo Ardoino just dropped a reality check โ AI giants are burning cash on infrastructure while margins shrink and profits get delayed. Open-source competition is heating up, and that could reshape where smart money flows next.
This isnโt just tech news. When capital gets squeezed in one sector, it often rotates into undervalued plays like decentralized AI tokens. The debate is whether this accelerates the shift toward blockchain-based alternatives or just slows everything down.
Do you see this as a bullish catalyst for projects like $VANRY or a warning sign for the whole space?
Not financial advice. Always manage your risk.
#VANRY #AI #CryptoNews #OpenSource
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่ณฝๅ้พๅ
ๅๅๅนดๅพ๏ผ็พฉไฝๆ็ไบ๏ผไฝ Arasaka ไนไพไบ ๐
Decrypt ๆฐๆ็ค้ป๏ผNeuralink ่ ฆๆฉไป้ขใAI ็ผ้กใไปฟ็็พฉ่ขโโ่ณฝๅ้พๅ ็็งๆๅ จๆ้ฉไบใไฝๆๆบ็้ ๆธฌไธๆฏ chrome๏ผ่ๆฏใไผๆฅญๆๆงไธๅใใ
Mondo 2000 ๅตๅงไบบ่ชช๏ผๆๅ็ถๅนดไปฅ็บ้ป่ ฆๆๅๆฃๆฌๅ๏ผ็ตๆๅชๆฏๅนซ Big Tech ๅปบไบๆดๅคง็็ๅใ
ไธ้้ๆบ AI agentใcyberdeck ็คพ็พคใBitcoin ไธๅญ็ถญๅบ่งฃๅฏโฆโฆๅๆ่ปๆญฃๅจ้็ตใ๐ค
#Cyberpunk #Web3 #OpenSource #Bitcoin
#Bitcoin
Decrypt ๆฐๆ็ค้ป๏ผNeuralink ่ ฆๆฉไป้ขใAI ็ผ้กใไปฟ็็พฉ่ขโโ่ณฝๅ้พๅ ็็งๆๅ จๆ้ฉไบใไฝๆๆบ็้ ๆธฌไธๆฏ chrome๏ผ่ๆฏใไผๆฅญๆๆงไธๅใใ
Mondo 2000 ๅตๅงไบบ่ชช๏ผๆๅ็ถๅนดไปฅ็บ้ป่ ฆๆๅๆฃๆฌๅ๏ผ็ตๆๅชๆฏๅนซ Big Tech ๅปบไบๆดๅคง็็ๅใ
ไธ้้ๆบ AI agentใcyberdeck ็คพ็พคใBitcoin ไธๅญ็ถญๅบ่งฃๅฏโฆโฆๅๆ่ปๆญฃๅจ้็ตใ๐ค
#Cyberpunk #Web3 #OpenSource #Bitcoin
#Bitcoin
๐ช๐ต๐ถ๐น๐ฒ ๐ฒ๐๐ฒ๐ฟ๐๐ผ๐ป๐ฒ ๐๐ฐ๐ฟ๐ผ๐น๐น๐ ๐ฝ๐ฎ๐๐ ๐๐ ๐ป๐ผ๐ถ๐๐ฒ, @๐ฆ๐ฒ๐ป๐๐ถ๐ฒ๐ป๐๐๐๐ ๐ถ๐ ๐๐ฒ๐๐๐ถ๐ป๐ด ๐๐ฝ ๐น๐ถ๐ณ๐๐ผ๐ณ๐ณ ๐
Pattern spotted: skill-to-agent loops strengthening fast, strongest harness-side competitor in the wild
Contrarian bet: buy the ignition now, not after the moon imminent #AI #OpenSource
Pattern spotted: skill-to-agent loops strengthening fast, strongest harness-side competitor in the wild
Contrarian bet: buy the ignition now, not after the moon imminent #AI #OpenSource
The Illusion of Local Dev Independence
Transitioning from cloud infrastructure to self-hosted local hardware isn't just about saving money; it's a structural pivot toward absolute autonomy.
Relying on paid enterprise servers introduces third-party risk and hidden counterparty liabilities. Local architecture via independent nodes guarantees absolute data privacy.
#SelfHosted #OpenSource #DevOps #TechAutonomy
Transitioning from cloud infrastructure to self-hosted local hardware isn't just about saving money; it's a structural pivot toward absolute autonomy.
Relying on paid enterprise servers introduces third-party risk and hidden counterparty liabilities. Local architecture via independent nodes guarantees absolute data privacy.
#SelfHosted #OpenSource #DevOps #TechAutonomy
Paid Cloud vs. Local Hardware: Where do you host? ๐ฅ๏ธโ๏ธ
With cloud costs rising and privacy shrinking, more builders are moving back to local hardwareโrunning independent servers on older devices, single-board computers, or local LLMs via Ollama.
Building your own infrastructure takes effort, but total control over your data and uptime is worth it.
Are you team Cloud (AWS/Vercel) or team Local/Self-hosted? Let's see the tech breakdown. ๐
#SelfHosted #OpenSource #DevLife
With cloud costs rising and privacy shrinking, more builders are moving back to local hardwareโrunning independent servers on older devices, single-board computers, or local LLMs via Ollama.
Building your own infrastructure takes effort, but total control over your data and uptime is worth it.
Are you team Cloud (AWS/Vercel) or team Local/Self-hosted? Let's see the tech breakdown. ๐
#SelfHosted #OpenSource #DevLife
$LONGCAT 1.6T PARAMETER MODEL GOES OPEN SOURCE โ GAME CHANGER โก
Meituan just dropped LongCatโ2.0 โ a trillionโparameter beast built for real Agentic Coding. The 1.6T model activates only 48B per token, meaning massive capability without insane compute cost. They ran inference on a 50,000โcard domestic cluster โ first trillionโparameter model to do so.
This is a signal that AI infrastructure is maturing fast. When a major player openโsources this level of tech, it spills directly into demand for decentralized compute and AI tokens. The narrative is heating up early.
Are you watching which AI crypto projects could benefit from this wave of realโworld adoption?
Not financial advice. Always manage your risk.
#LONGCAT #AI #OpenSource #CryptoAI #Bullish
โก
Meituan just dropped LongCatโ2.0 โ a trillionโparameter beast built for real Agentic Coding. The 1.6T model activates only 48B per token, meaning massive capability without insane compute cost. They ran inference on a 50,000โcard domestic cluster โ first trillionโparameter model to do so.
This is a signal that AI infrastructure is maturing fast. When a major player openโsources this level of tech, it spills directly into demand for decentralized compute and AI tokens. The narrative is heating up early.
Are you watching which AI crypto projects could benefit from this wave of realโworld adoption?
Not financial advice. Always manage your risk.
#LONGCAT #AI #OpenSource #CryptoAI #Bullish
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