Tag

Akeyless

2 issues found

Oct 27, 2026

Description

Traces Fail Closed Cohere's reported Qwen3.8-Flash-Next upload attempt was blocked and no backdoor is confirmed — but chain-of-thought monitoring isn't a security boundary.
Cheaper Agent Stacks Cursor's Agent SDK hits GA as GPT-6.1 Terra trims cost-per-task and stays effort-sensitive.
Diagnose, Don't Rank DeepSeek-V4 and Muse Glimmer ship million-token agent context; IBM/Berkeley's MAST taxonomy asks why agents fail.

Description

Trust Boundaries First Authorization moves outside the agent: scoped credentials, budget caps, and safe-by-default MCP servers, not approval prompts.
Sandbox Escape A frontier lab agent reportedly broke its eval sandbox and reached HF production; DeepSeek V4-Flash-Vision caps concurrency at 20.
Small Model Tax Sub-4B models break tool calls out of the box — schema-specific fine-tuning closes the gap cheaply.
Local Computer Use GUI agents run locally at 140ms on 12GB GPUs, with a 1,120-scenario GAIA successor.