# Feb 23, 2026

## Agentic Software Engineering Book

- **Autonomous AI agents** are transforming software development by addressing the **real challenges** of complexity and communication rather than mere code production.

## Neural PDE solvers built (almost) purely from learned warps

- The **Flower model** innovatively utilizes **learned coordinate warps** to solve PDEs, achieving superior performance over traditional models like FNOs and convolutional UNets on a variety of datasets from The Well.

## Is the move toward Energy-Based Models for reasoning a viable exit from the "hallucination" trap of LLMs?

- **Energy-Based Models (EBMs)**, like the Kona architecture from Logical Intelligence, propose a shift from **next-token prediction** to reasoning through **energy minimization**, potentially addressing the **hallucination** issue in LLMs.

## Show HN: Shibuya – A High-Performance WAF in Rust with eBPF and ML Engine

- **SHIBUYA WAF** is a **next-gen open-source web application firewall** built in Rust, featuring **615+ OWASP rules**, **ML anomaly detection**, and **eBPF kernel blocking**, making it a formidable alternative to existing solutions like Cloudflare.

## DynaMix -- first foundation model that can zero-shot predict long-term behavior of dynamical systems

- **DynaMix** is the **first foundation model** capable of **zero-shot predicting long-term behavior** of dynamical systems by learning the underlying rules from short time series snippets, surpassing traditional models like Chronos-2.

## Multi-Modal Reasoning with <8GB (Cosmos-Reason2 on Jetson Orin Nano Super)

- **embedl/Cosmos-Reason2-2B-W4A16** is an optimized model that utilizes **INT4 quantization** to significantly reduce GPU memory usage while enhancing inference efficiency, maintaining high-quality multimodal reasoning capabilities.

## Scent, in Silico

- **AI is revolutionizing the understanding of scent** by encoding odor molecules into digital formats, enabling insights into olfactory biology and potential applications in areas like disease detection and synthetic fragrance creation.

## NVIDIA Brings AI-Powered Cybersecurity to World’s Critical Infrastructure

- **NVIDIA is enhancing OT cybersecurity** by integrating AI and accelerated computing with partners like Akamai and Siemens, enabling real-time threat detection across critical infrastructure sectors such as energy and manufacturing.

## HyTRec: A Hybrid Temporal-Aware Attention Architecture for Long Behavior Sequential Recommendation

- **HyTRec** introduces a **Hybrid Attention architecture** that effectively separates long-term preferences from short-term intents, enhancing retrieval precision in generative recommendation systems.

## From Lossy to Verified: A Provenance-Aware Tiered Memory for Agents

- **TierMem** addresses the **write-before-query barrier** in long-horizon agents by utilizing a two-tier memory system that balances efficiency and accuracy, allowing agents to provide answers based on the most relevant evidence available.