Stack layer / Contrast
CentaurBench finds the model that wins at automation loses at augmentation on five of seven tasks
arXiv
Stack layer
CROSS-CATEGORY: Infrastructure Companies Are Buying the AI Application Layer Outright — Stripe/OpenRouter, SpaceX/Cursor, and Cognition Repricing at $40B in One Week
Fortune / Bloomberg / TechCrunch (SpaceX close corroborated by Techzine Aug 14 and SatNews Aug 13; Cognition by Bloomberg Aug 12)
Stack layer / Threat pattern
How you lay out your repo changes prompt-injection success: highly modular workspaces measurably lower attack success rate
arXiv 2608.14876
Policy dependency / Stack layer
Compose agent guardrails as an algebra instead of a rule list: 94.8% of policy-violating events intercepted while keeping 86.9% task completion
arXiv 2608.16402
Stack layer
The Verge Picks Apart the Financial Engineering Turning GPU Compute Into an Asset Class
The Verge
Contrast / Update thread
DAEI Breaks the Gaussian-Noise Defense for Text Embeddings With a 154% BLEU Jump Over Prior Inversion
arXiv 2608.18610
Stack layer
Physics of Agents: statistical mechanics predicts collective LLM-agent behavior across 10,000+ communities
arXiv
Policy dependency / Stack layer
Claude Code Tightens macOS Sandbox: Wildcard Read-Deny Rules Now Beat Allowed Read Regions
Claude Code Changelog