Shared entity / Stack layer
CROSS-CATEGORY: AI Agent Pricing Is Decoupling From Seats in the Same Two-Week Window — OpenAI Meters by Token, Microsoft Gates Agents Behind a License Floor
Monetizely
Shared entity / Stack layer
Nadella Previews a 'Copilot Super App' With Autopilot and 'Scout,' an Agent That Joins Teams Chats and Outlook Threads
Fortune
Shared entity / Stack layer
The Fed Taps Marc Andreessen to Co-Lead a Task Force on Whether AI Will Reshape Jobs and Inflation
The Decoder
Policy dependency / Stack layer
Reason Less, Verify More: Deterministic Gates Catch a Silent Policy-Violation Failure in Tool-Using Agents
arXiv
Policy dependency / Stack layer
Make context compaction a trained policy, not an inference-time heuristic — CompactionRL lifts SWE-bench up to +7 points
arXiv 2607.05378
Stack layer / Threat pattern
Mitigating Taint-Style MCP Server Vulnerabilities Without Touching Server Code (SPELLSMITH)
arXiv
Stack layer / Threat pattern
VEXAIoT: arXiv paper demonstrates autonomous IoT vulnerability exploitation using AI agents
arXiv
Stack layer / Contrast
SMetric Rethinks LLM Scheduling for Agentic Serving, Where KV-Cache Reuse Tops 80%
arXiv