Policy dependency / Stack layer
Attnlocate treats prompt injection as an object detection problem inside the attention matrix, hitting 0.934 TPR at 0.067 FPR
arXiv
Stack layer / Threat pattern
Only 4-16% of security rules written in CLAUDE.md have a matching Claude Code built-in control
arXiv
Stack layer / Contrast
d-Matrix Raptor Claims 100 TB/s From 3D-DRAM and 20x the Bandwidth Density of HBM
ServeTheHome
Stack layer / Contrast
Paritok-4B compresses coding-agent context to 25.7% of size with a 264 MB adapter, and shows gpt-5 as a compressor is net-negative
arXiv
Stack layer / Contrast
CyberFactory Turns CVEs From the Wild Into Executable Training Tasks; Aegis Hits 52.4% Pass@1 on CyberGym, +22.8 Over Its Base
arXiv 2608.23181
Policy dependency / Stack layer
mcp-shell Ships Security Off in One Deploy Path and Bypassable in the Other (CVE-2026-55580/55581/55582)
GitHub Security Advisories
Policy dependency / Stack layer
SMITH Trains Tool Creation and Tool Use in One Policy; a 4B Qwen3 Beats an Untrained 30B Tool-Writer at 79.8 Macro Accuracy
arXiv 2608.24571
Policy dependency / Stack layer
Halofy ships an open governance layer for agents with identity, policy, provenance, audit and signed erasure
GitHub