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reacted to mindchain's post with šŸ¤ about 19 hours ago
The Architecture of 2026: Beyond the Token Trap šŸš€ We are witnessing a tectonic shift in Transformer architecture. Itā€™s no longer just about "predicting the next token"ā€”itā€™s about executing latent plans on a high-speed data highway. What happens when we combine DeepSeekā€™s stability with Googleā€™s strategic intelligence? 1ļøāƒ£ The Infrastructure: DeepSeekā€™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. 2ļøāƒ£ The Intelligence: Googleā€™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. šŸ§  #MachineLearning #DeepSeek #GoogleAI #Transformer #AIArchitecture
updated a dataset 19 days ago
achang/atradebot_collect_09_to_12_2025
published a dataset 19 days ago
achang/atradebot_collect_09_to_12_2025
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