# Nov 12, 2025

## .NET 10

**.NET 10** is the most advanced release yet, featuring significant performance, security, and functional enhancements across the entire stack, including support for AI integration and a **Long Term Support (LTS)** commitment until **November 10, 2028**.

## Yann LeCun to depart Meta and launch AI startup focused on 'world models'

**Yann LeCun**, Meta's chief AI scientist, is departing to establish a start-up focused on **"world models,"** which aim to enhance machine learning by mimicking human reasoning through visual and spatial data rather than text.

## Scaling HNSWs

**Scaling HNSWs** enhances performance in high-dimensional spaces, allowing for efficient nearest neighbor searches in large datasets, which is crucial for applications in machine learning and data retrieval.

## Cache-friendly, low-memory Lanczos algorithm in Rust

The **two-pass Lanczos algorithm** significantly reduces memory usage from **O(nk)** to **O(n)** by computing the basis vectors twice, allowing for efficient memory management while maintaining performance for large-scale problems.

## [R] Unvalidated Trust: Cross-Stage Vulnerabilities in LLMs

**Unvalidated trust** in Large Language Models (LLMs) can lead to **41 recurring risk patterns** that compromise the integrity of automated, multi-stage pipelines, highlighting the need for robust defenses.

## Stochastic computing

**Stochastic computing** revives a 1960s concept, utilizing streams of random bits for calculations, offering advantages in noise immunity and hardware simplicity compared to traditional analog methods.

## Modern Optimizers – An Alchemist's Notes on Deep Learning

**Modern optimizers, particularly spectral-whitening methods, consistently outperform Adam in deep learning tasks**, demonstrating superior efficiency in training models by optimizing gradient descent techniques.

## A behind-the-scenes look at Broadcom's design labs

**Broadcom's design labs** are evolving to meet the **high-capacity demands** of AI data centers, with a focus on developing **custom AI accelerators** and advanced networking switches that support unprecedented computational needs.

## LLM Output Drift in Financial Workflows: Validation and Mitigation (arXiv)

**Output drift** in Large Language Models (LLMs) significantly undermines **auditability** and **trust** in financial workflows, with smaller models achieving **100% consistency** compared to larger models like GPT-OSS-120B, which only shows **12.5% consistency** (p<0.0001).

## Software Development in the Time of New Angels

**Agentic AI has revolutionized software development**, reducing the cost of coding from **$150/hour to ~$200/month**, fundamentally altering the economic model of the industry and shifting the focus from code production to understanding what to build.

## Seaque Live Bell Test

**SEAQUE** utilizes a game called **Quantum Satellite** to generate random choices that aid in measuring the entanglement of photons in space, enhancing our understanding of quantum mechanics.

## [D] Speech Enhancement SOTA

The **current state-of-the-art (SOTA)** in speech enhancement for **single-channel real-time applications** emphasizes the need for models that efficiently suppress background noise while enhancing the speaker's voice, particularly on constrained devices like the STM32N6.

## [R][P] CellARC: cellular automata based abstraction and reasoning benchmark (paper + dataset + leaderboard + baselines)

**CellARC** is a novel benchmark for **abstraction and reasoning** in ARC-AGI style, utilizing **multicolor 1D cellular automata** serialized into 256 tokens for efficient model training and evaluation.

## [P] NeuralFlight: I rebuilt my 7-year-old BCI drone project with modern ML - now featuring 73% cross-subject motor imagery accuracy

**NeuralFlight** enhances a **7-year-old BCI drone project** by achieving **73% cross-subject motor imagery accuracy** using modern ML techniques, including **Mediapipe** for gesture control and **PyTorch** for EEG classification.