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 / Threat pattern
Amjad Masad on Replit's New Black-Box Pen Testing: 'It's Not Enough to Scan Your Code for Vulnerabilities'
X/Twitter
Policy dependency / Stack layer
Claude Agent SDK for Python 0.2.140 adds MCP 2.x in-process servers and a structured ResultError instead of exit code 1
GitHub (anthropics/claude-agent-sdk-python)
Policy dependency / Stack layer
OpenAI Previews Private Safety Processing to Keep Zero Data Retention While Anthropic Now Logs 30 Days
Axios
Policy dependency / Stack layer
OpenAI publicly brakes its own frontier run: two-week RL pause after 'Astra' couldn't be ruled out of the Critical cyber tier
OpenAI
Shared entity
Replit Adds a Free Mode Running on GPT-5.6 Luna With No Token Anxiety
OpenAI Blog
Stack layer / Contrast
A Depth-Pruned Qwen3.8-27B Cut to 22.7B With No Fine-Tuning, and the Author Refuses to Claim It Beats Anything
r/LocalLLaMA / huggingface.co/collections/StargazerLabs/mini-me