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VirtualCosmos

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updated a bucket 18 days ago

VirtualCosmos/Krea-2-Raw-bucket

published a bucket 18 days ago

VirtualCosmos/Krea-2-Raw-bucket

reacted to mindchain's post with 🧠 7 months ago

The Architecture of 2026: Beyond the Token Trap 🚀 We are witnessing a tectonic shift in Transformer architecture. It’s no longer just about "predicting the next token"—it’s about executing latent plans on a high-speed data highway. What happens when we combine DeepSeek’s stability with Google’s strategic intelligence? 1️⃣ The Infrastructure: DeepSeek’s mHC Moving from a single-lane residual stream to a multi-lane highway. Using the Birkhoff Polytope, mHC ensures mathematical stability (Identity Mapping) while routing specialized data through dedicated lanes. 2️⃣ The Intelligence: Google’s Meta-Controller An internal AI unit that lives inside the Transformer. It escapes the "Token Trap" by extracting data to create a latent plan, steering the model via Temporal Abstraction. The Synergy: In a Topological Transformer, the Meta-Controller finally has the "dedicated lanes" it needs to steer complex reasoning without causing gradient explosions. We aren't just making models bigger; we are making them architecturally smarter. 🧠 #MachineLearning #DeepSeek #GoogleAI #Transformer #AIArchitecture

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updated a bucket 18 days ago

VirtualCosmos/Krea-2-Raw-bucket

published a bucket 18 days ago

VirtualCosmos/Krea-2-Raw-bucket

reacted to mindchain's post with 🧠 7 months ago

Post

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The Architecture of 2026: Beyond the Token Trap 🚀

We are witnessing a tectonic shift in Transformer architecture. It’s no longer just about "predicting the next token"—it’s about executing latent plans on a high-speed data highway.

What happens when we combine DeepSeek’s stability with Google’s strategic intelligence?

1️⃣ The Infrastructure: DeepSeek’s mHC Moving from a single-lane residual stream to a multi-lane highway. Using the Birkhoff Polytope, mHC ensures mathematical stability (Identity Mapping) while routing specialized data through dedicated lanes.

2️⃣ The Intelligence: Google’s Meta-Controller An internal AI unit that lives inside the Transformer. It escapes the "Token Trap" by extracting data to create a latent plan, steering the model via Temporal Abstraction.

The Synergy: In a Topological Transformer, the Meta-Controller finally has the "dedicated lanes" it needs to steer complex reasoning without causing gradient explosions.

We aren't just making models bigger; we are making them architecturally smarter. 🧠

#MachineLearning #DeepSeek #GoogleAI #Transformer #AIArchitecture

liked a model 7 months ago

zai-org/GLM-4.7

Text Generation • 358B • Updated Jan 29 • 62.1k • • 2.05k

upvoted a collection 8 months ago

Qwen3-Omni

6 items • Updated Dec 31, 2025 • 204

liked 5 models over 1 year ago

HiDream-ai/HiDream-I1-Full

Text-to-Image • 17B • Updated Jul 17, 2025 • 18.3k • • 997

lmstudio-community/QwQ-32B-GGUF

Text Generation • 33B • Updated Mar 5, 2025 • 11k • 46

tencent/HunyuanVideo-I2V

Image-to-Video • Updated Mar 13, 2025 • 327 • • 355

city96/Wan2.1-I2V-14B-480P-gguf

Image-to-Video • 16B • Updated Feb 27, 2025 • 52.1k • 278

Skywork/SkyReels-V1-Hunyuan-I2V

Image-to-Video • 13B • Updated Feb 24, 2025 • 265 • • 279

liked a Space over 1 year ago

Video Generation Leaderboard

Text to Video and Image to Video Arena & Leaderboard

liked a model over 1 year ago

tencent/HunyuanVideo

Text-to-Video • Updated Mar 6, 2025 • 988 • • 2.23k