Policy dependency / Stack layer
RIPPLE: an edit confined to one prompt-policy segment changes downstream behavior, so replay candidate edits after previously accepted ones before persisting
arXiv 2609.12127
Stack layer / Threat pattern
Elva Launches Against Postman With Flat Workspace Pricing and Specs Generated From Repo Commits
Elva (surfaced via the Product Hunt daily leaderboard for 2026-09-14)
Stack layer / Contrast
Two-gap framework recasts reward hacking and hallucination as symptoms of requirement and model gaps
arXiv
Policy dependency / Stack layer
Huang's actual position on pacing: keep labs in control, use many evaluators not one, and stop publishing p(doom) numbers
The Tribune
Policy dependency / Stack layer
CodeBLEU Scored 91% for Both RAG Strategies While One of Them Hallucinated APIs 56.4% of the Time
arXiv 2609.12464
Stack layer / Contrast
Reflexion-Style Verbal Memory Sometimes Lowers Success Versus Plain Retry, and Replay Experiments Show Why
arXiv 2609.12404
Contrast / Update thread
Constellation Research: Salesforce's Agent Pricing Is Confusing Buyers, With Spend Up 30% Against ~3% Productivity Gains
Constellation Research
Policy dependency / Threat pattern
PraisonAI's MCP auth policy validated credentials for api-key and bearer but waved through basic and OAuth
NVD