Shared entity / Stack layer
Codenotch reads usage limits out of seven coding assistants' own local sessions and pins them to a macOS screen edge
GitHub
Policy dependency / Stack layer
Hierarchical Ransomware Agents Escalate to Dynamic and Memory Analysis Only on Specialist Disagreement
arXiv 2609.04820
Shared entity / Stack layer
A coding-agent skill whose entire job is to stop agents burying the answer has 33.1k GitHub stars
GitHub / Hacker News
Policy dependency / Stack layer
Agents hit 80% F1 deciding whether a dependency CVE is exploitable, but fall below 70% explaining why
arXiv 2609.08040
Policy dependency / Stack layer
Anthropic Withheld Mythos 5.1 From UK AI Security Institute Pre-Release Testing
IT Pro
Policy dependency / Stack layer
NSA, CISA and FBI Name Six Chinese AI Firms in a Joint Advisory on Industrial-Scale Distillation
CISA
Stack layer / Contrast
Desert Ant Labs Launches 18 On-Device Models Free to 100,000 Monthly Devices, With No Login and No Per-Token Price
Desert Ant Labs (single-source primary announcement; benchmark claims are the vendor's own)
Stack layer / Contrast
CROSS-CATEGORY: Four Independent Moves in 48 Hours All Attack the Same Line Item, the Per-Token Inference Bill
Inception Labs, DeepSeek, Desert Ant Labs and argonautlabsai/deltafin (four independent primary sources)