# Jan 2, 2026

## Daily

## Weekly

- **AI Futures Model: Dec 2025 Update**  
  The **AI Futures Model** predicts a **3-5 year delay** in achieving full coding automation compared to previous models, primarily due to a more cautious assessment of AI R&D speedups and the dynamics of automation.

- **Dell's version of the DGX Spark fixes pain points**  
  **Dell's GB10 mini workstation** addresses key issues of the DGX Spark, featuring a **280W power supply** and improved thermal design for enhanced performance and quieter operation, despite being priced higher at **$4,000+**.

- **Open sourced Loop Attention for Qwen3-0.6B: two-pass global + local attention with a learnable gate (code + weights + training script)**  
  **Loop Attention** enhances Qwen3-0.6B by implementing a **two-pass attention mechanism** that combines global and local contexts through a **learnable gate**, allowing for adaptive focus during processing.

- **Eigenvalues as models - scaling, robustness and interpretability**  
  **Matrix eigenvalues** serve as a novel approach to model **nonlinearity**, enhancing **scaling**, **robustness**, and **interpretability** in machine learning frameworks.

- **LEMMA: A Rust-based Neural-Guided Theorem Prover with 220+ Mathematical Rules**  
  **LEMMA** is a **Rust-based** theorem prover that integrates **220+ mathematical rules** with a **neural-guided** approach, enhancing the efficiency of symbolic computation through **Monte Carlo Tree Search**.

- **I built a drop-in Scikit-Learn replacement for SVD/PCA that automatically selects the optimal rank (Gavish-Donoho)**  
  The **`randomized-svd`** library introduces **auto-rank selection** using **Gavish-Donoho hard thresholding**, eliminating the need for costly cross-validation in SVD/PCA applications.

- **Vibe Coding for CTOs: The Real Cost of 100 Lines of Code**  
  **Vibe coding** represents a shift from traditional programming to **orchestrating AI agents**, allowing developers to focus on high-level objectives rather than line-by-line coding, fundamentally changing the software development landscape.

- **Announcing OpenAI Grove Cohort 2**

- **New paper by DeepSeek: mHC: Manifold-Constrained Hyper-Connections**