Matched MCP and CLI interfaces change language-agent behavior, study finds
DART improved scores by up to 9.0 points and cut MCP cost by up to 27.1k tokens per task.
7 stories, newest first · one card per story
DART improved scores by up to 9.0 points and cut MCP cost by up to 27.1k tokens per task.
Vijil launched DART, automated adaptive red-teaming that probes enterprise AI agents with multi-turn attacks to find security flaws and policy violations.

Microsoft DART details how Storm-3068 hijacked an account via self-service password reset, then used Azure DevOps pipelines to harvest Kubernetes credentials across 50+ resources.
SEAD shows a state-aware defense cutting tool-agent attack success from 48 percent to 4 percent.
Latent-flow world models lose object motion; decode-augmented training restores it without unfreezing the representation.
Empirical study finds direct whole-file generation beats iterative diff-based editing for Flutter/Dart code models on about 1,790 held-out tasks.

Microsoft's DART team promotes a 2-3 day Cybersecurity Incident Response Readiness Workshop that stress-tests IR plans against simulated attacks.
Today 1.6K readers · 2.4K views · 775 reads · all time 189K views