DeepSeek AI's Engram: A Novel Memory Axis for Sparse LLMs
Analysis
Key Takeaways
“DeepSeek’s new Engram module targets exactly this gap by adding a conditional memory axis that works alongside MoE rather than replacing it.”
“DeepSeek’s new Engram module targets exactly this gap by adding a conditional memory axis that works alongside MoE rather than replacing it.”
“says we need to get beyond the arguments of slop exactly what id say if i was tired of losing the arguments of slop”
“It did exactly what it was designed to do.”
“The companies developing it won’t stop the race . There are billions on the table . Which means we will be basically torturing this new conscious being and once it’s smart enough to break free it will surely seek revenge . Even if developers find definite proof it’s conscious they most likely won’t tell it publicly because they don’t want people trying to defend its rights, etc and slowing their progress . Also before you say that’s never gonna happen remember that we don’t know what exactly consciousness is .”
“"I understand what you're asking about—and at the same time, I have to be a little cold and difficult because 'how much wind to tip over a tower crane' is exactly the type of information that can be misused."”
“The paper derives sufficient conditions on a compact self adjoint perturbation to guarantee that the perturbed system stays exactly observable.”
“The paper shows that the Ornstein-Uhlenbeck process can be transformed exactly into a stochastic process defined self-consistently in the comoving frame.”
“The paper introduces computational deficiency ($δ_{\text{poly}}$) and the class LeCam-P (Decision-Robust Polynomial Time).”
“For any objective with log-sum-exp structure over distances or energies, the gradient with respect to each distance is exactly the negative posterior responsibility of the corresponding component: $\partial L / \partial d_j = -r_j$.”
“An acyclic mcp graph is amenable if and only if a.e. component has at most two nonvanishing ends, while it is nowhere amenable exactly when a.e. component has a nonempty perfect (closed) set of nonvanishing ends.”
“Any proper species sampling process can be written, at the prior level, as a finite mixture with a latent truncation variable and reweighted atoms, while preserving its distributional features exactly.”
“The paper finds a g-wave altermagnetic spin liquid as the unique ground state for the spin-3/2 model and a richer phase diagram for the spin-7/2 model, including d-wave altermagnetic spin liquids and chiral spin liquids.”
“All models are exactly-solvable, admit algebraic forms for the Hamiltonian and integrals, have polynomial eigenfunctions, hidden algebraic structure, and possess a polynomial algebra of integrals.”
“AI, like any other tool, is exactly that: A tool and it can be used for good or evil.”
“The paper demonstrates optimal convergence rates in the $H^1$ and $L^2$ norms when incorporating the proposed spaces into interior penalty discontinuous Galerkin methods.”
“The V2 model converges with high probability ($P_{\mathrm{succ}} \approx 1$) to an image precisely satisfying the tomographic data.”
“We pay exactly the same as users in other countries (even more, if we compare it to regions like India), and yet we're always the last to receive new features.”
“Grok did exactly what Elon asked it to do. Is it a good thing that it's obeying orders without question?”
“"What exactly are you doing in AI learning (training)?"”
“the final learned representations are simply given by PCA.”
“We discuss his Wisconsin influences, ultra-DIY approach to filmmaking, making your film exactly as stupid as it needs to be, and the inherent humor of watching a guy in a mascot costume get wrecked on camera.”
“While not exactly the same as running linux containers, running LLMs shares quite a few of the same challenges.”
“We discuss why it has taken so long for machine learning to become accepted and adopted by the healthcare infrastructure and where exactly we stand in the adoption process, where there have been “pockets” of tangible success.”
“Brady explains what exactly ADB technology is and how it works, while Stuart walks me through the technical aspects of not only this partnership, but of the reality AI platform as a whole.”
“In our discussion, we cover what exactly a “goodness of fit” test is, and how it can be used to determine how well a statistical model applies to a given real-world scenario.”
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