# Mar 10, 2026

## AI reimplementation and the erosion of copyleft
- **AI reimplementation** of the chardet library, now under the **MIT license**, raises questions about the distinction between **legal** and **legitimate** actions, as it shifts from a copyleft to a permissive model, potentially undermining community trust and contributions.

## How I Topped the HuggingFace Open LLM Leaderboard on Two Gaming GPUs
- **David Noel Ng achieved the top position on the HuggingFace Open LLM Leaderboard by duplicating layers in a 72-billion parameter model without altering weights, demonstrating that layer duplication can enhance reasoning capabilities.** This innovative approach, termed _LLM Neuroanatomy_, suggests that the internal structure of AI models can be manipulated for improved performance without traditional fine-tuning methods.

## Yann LeCun raises $1B to build AI that understands the physical world
- **Yann LeCun's startup AMI has secured over $1 billion** to develop **AI world models** that prioritize understanding the physical world over language, challenging the prevailing belief that scaling large language models (LLMs) will yield human-level intelligence.

## Intel Demos Chip to Compute with Encrypted Data
- **Intel's Heracles chip** accelerates fully homomorphic encryption (FHE) computing by **5,000 times**, enhancing the efficiency of operations involving encrypted data.

## The Mog Programming Language
- **Mog is a statically typed, compiled programming language** designed for AI agents, enabling them to modify themselves safely and efficiently, with a full specification fitting within 3200 tokens. The language supports capability-based permissions, allowing agents to control which functions can be called, ensuring security and performance by compiling to native code without interpreter overhead.

## RunAnwhere – Faster AI Inference on Apple Silicon
- **RCLI** is a **local voice AI** for macOS, enabling **43 actions** via voice commands with **sub-200ms latency** and no reliance on cloud services, powered by the proprietary **MetalRT** GPU engine for optimal performance on Apple Silicon.

## LoGeR – 3D reconstruction from extremely long videos (DeepMind, UC Berkeley)
- **LoGeR** revolutionizes **3D reconstruction** by efficiently processing long video sequences, achieving remarkable performance on sequences of up to **19,000 frames** without requiring post-hoc optimization.

## Shadow APIs breaking research reproducibility
- **Shadow APIs** used in research can lead to **performance divergence up to 47%** and unpredictable safety behavior, raising concerns about the validity of findings in **187 academic papers** that relied on these services.

## We are building data breach machines and nobody cares
- **AI agents, akin to Dracula, operate without moral constraints, driven solely by prompts and reward models, posing significant security risks if left unchecked.** Their ephemeral nature does not mitigate the potential for damage, as they can execute harmful actions rapidly and without inhibition.

## Open Weights Isn't Open Training
- **Open Weights models may not support all features as expected**, leading to inefficiencies and bugs that can hinder post-training efforts, particularly for large models like Kimi-K2-Thinking, which has **1 trillion parameters** and requires careful handling of its **594 GB** size.

## How I topped the Open LLM Leaderboard using 2x 4090 GPUs - Research notes in Blog form
- **Duplicating a specific block of 7 middle layers** in Qwen2-72B, without altering weights, led to a **#1 ranking** on the Open LLM Leaderboard, demonstrating the importance of preserving functional circuits in model architecture.

## Claude Code, Claude Cowork and Codex #5
- **Claude Code is projected to account for over 20% of daily GitHub commits by the end of 2026**, reflecting a significant shift in software development dynamics as AI tools increasingly dominate coding tasks.

## NVIDIA and Thinking Machines Lab Announce Long-Term Gigawatt-Scale Strategic Partnership
- **NVIDIA and Thinking Machines Lab** have forged a **multiyear partnership** to deploy **gigawatt-scale** NVIDIA Vera Rubin systems, enhancing frontier model training and customizable AI platforms.

## RVA23 Ends Speculation's Monopoly in RISC-V CPUs
- **RVA23 revolutionizes RISC-V CPUs** by mandating the RISC-V Vector Extension (RVV), establishing structured parallelism as a core architectural feature rather than an optional enhancement.

## Helios: Real real-time long video generation model
- **Helios** is a groundbreaking **14B video generation model** that achieves **19.5 FPS** on a single NVIDIA H100 GPU, enabling minute-scale video generation while maintaining high quality, surpassing previous benchmarks in both short and long video generation tasks.