Breaking the 1.58-bit Barrier for Ternary LLMs

arxiv.org
breaking-the-1.58-bit-barrier-for-ternary-llms

Abstract:Ternary Large Language Models (LLM) store every weight as one of three symbols ${-1,0,+1}$, so the cost of a ternary model is conventionally referenced to the information-theoretic $log_2 3 approx 1.585$ bits per weight. The prevailing deployment format packs five … Read more

Breaking Claude Code Opus 5 Auto Mode

embracethered.com
breaking-claude-code-opus-5-auto-mode

In this post, we explore how a simple website summary request hijacks Claude Code Opus 5 in Auto Mode and achieves code execution with 60-80% attack success rate using a small sample size. This is interesting because a third-party evaluation … Read more

LLMs are breaking 20 year old system design

zknill.io
llms-are-breaking-20-year-old-system-design

The ‘cloud-native’ architecture of the last decade is built on a 20-year-old assumption: that state lives in the database, and compute is stateless. If you want to scale, you scale the database vertically (get a larger machine) [1][1] or design … Read more

AI Is Breaking Two Vulnerability Cultures

jefftk.com
ai-is-breaking-two-vulnerability-cultures

A week ago the Copy Fail vulnerability came out, and Hyunwoo Kim immediately realized that the fixes were insufficient, sharing a patch the same day. In doing this he followed standard procedure for Linux, especially within networking: share the security … Read more

Breaking Free

forbrukerradet.no
breaking-free

In the new report Breaking Free: Pathways to a fair technological future, the Norwegian Consumer Council has delved into enshittification and how to resist it. The report shows how this phenomenon affects both consumers and society at large, but that it … Read more

Breaking the spell of vibe coding

fast.ai
breaking-the-spell-of-vibe-coding

Vibe coding is the creation of large quantities of highly complex AI-generated code, often with the intention that the code will not be read by humans. It has cast quite a spell on the tech industry. Executives push lay-offs claiming … Read more

Stop Breaking TLS

markround.com

Rant ahead: I hate TLS “Inspection” software with a burning passion and I wish we collectively as an industry would just knock it the fuck off and stop pretending it’s some great security benefit. Every time I encounter it, in … Read more