Wednesday, 26 August 2026

OpenAI's custom Jalapeño inference chip outperforms Nvidia Blackwell; C2PA content provenance fails on Android; siRNA therapy offers a kill switch for harmful genes.

Today's Lead

Engineering

SemiAnalysis

OpenAI Jalapeño: A Custom AI Inference Chip Outperforming Nvidia Blackwell

OpenAI developed Jalapeño, a custom chip for AI inference that reportedly outperforms Nvidia Blackwell in several metrics. The chip uses HBM4 memory and runs at 700W, achieving high token throughput per megawatt without speculative decoding. OpenAI created a unified inference chip rather than one optimized for specific workload phases, prioritizing flexibility across different models.

Read →

Engineering

David Buchanan

C2PA Cameras Do Not Survive Contact With Reality

C2PA (Coalition for Content Provenance and Authenticity) systems on Android devices can be compromised through multiple attack methods. Researchers demonstrated that attackers can create forged C2PA signatures by exploiting hardware vulnerabilities and bypassing software protections. The vulnerabilities affect multiple camera apps across Android devices, including phones, Fire TV sticks, and VR headsets. Hardware fault injection attacks enable device rooting even on fully-patched devices. Fixing these issues would require manufacturers to rearchitect their software stacks, which is not economically feasible. Google acknowledged the research but declined to provide a fix.

Read →

Mozilla Dev Platform

Firefox 157 will include JPEG XL by default on all platforms

Timothy Nikkel proposed to enable JPEG XL image format support in Firefox 157 using jxl-rs, a Rust decoder. Safari version 17.0 already ships JPEG XL. Chrome has support but has not released it. A concern was raised: lossless JPEG XL decodes 30 times slower than lossless WebP, which affects mobile battery life.

Read →

Pointers Gone Wild

Replacing a Rust Enum with a 64-bit Word Made My Interpreter 17% Faster

The author replaced a 128-bit Rust enum with a 64-bit tagged word for values. Low-bit tagging encodes five value types in the word, reducing memory and improving speed. The optimization reduced memory by 37% and increased interpreter speed by 17% on some tests.

Read →

Vincent Bernat

An interactive introduction to the spanning tree protocol

The Spanning Tree Protocol (STP) removes loops from network switches while the network stays connected. Bridges elect a root bridge and assign port roles to control which ports forward traffic. Modern Rapid Spanning Tree Protocol (RSTP) converges faster by using proposal-agreement handshakes between bridges. Topology changes flush old MAC address tables to prevent incorrect forwarding. Despite better alternatives like BGP EVPN VXLAN, RSTP remains useful for datacenter networks with switches that need universal compatibility.

Read →
Humanities

JSTOR Daily

Not All Boredom Is the Same

Psychology researcher Erin C. Westgate describes boredom as a signal that needs a response. The Meaning-and-Attentional Components (MAC) model identifies two types: attentional boredom from task mismatch causes frustration, while meaningless boredom from lack of purpose causes sadness. Different boredom types need different solutions: adjust task difficulty, improve mental resources, reframe goals to find purpose, or change activities. Identify the boredom cause before choosing a response.

Read →

Also today

Works in Progress

The kill switch for harmful genes

Small interfering RNA (siRNA) therapy silences harmful genes and destroys messenger RNA. Recent delivery advances use GalNAc sugar attachments to reduce treatment frequency from weekly to quarterly. Approved drugs treat liver diseases such as hereditary transthyretin amyloidosis, high cholesterol, and hemophilia. Researchers pursue brain applications for Alzheimer's treatment.

Read →