
Corelight: MCP servers can pull unreviewed packages with admin access
On one lab workstation, 19 rebuilds of one pinned MCP release produced 15 environments as transitive PyPI packages drifted.
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On one lab workstation, 19 rebuilds of one pinned MCP release produced 15 environments as transitive PyPI packages drifted.

CEO Ali Ghodsi demoed it on surveys and a failed sales pitch; Unity Gateway can cap usage and swap models.

The seed round, led by Team8, funds digital twins that post-train small open-weight models for customer workflows.

Changing fewer than 10 dormant neurons can make a triggered agent run attacker code; Microsoft has not seen this used.
Reported 22× to 61× speedups over Umbra and DuckDB rely on precomputed structures and hard-coded TPC-H layout.

The vendor says apps cannot see an agent inside a user session and lists controls to use before standards land.

Founded in February 2026 by three Unit 8200 alumni, Bay inventories agents and can deny actions in milliseconds.
Agentless scanning looks for builder fingerprints and maps agent permissions, credentials and access to sensitive cloud data.
Policies can allow, block, or require approval, including for OpenAI Codex and MCP tool calls.

The creator deleted the GitHub repository in late October after abuse, but forks still support credential and cloud attacks.
The company says an attacker used a remote code execution flaw in SGLang to reach its inference infrastructure.

Paying developers and AI Ultra users get Carbon today at $2 per million input tokens, about a fifth of GPT-6 Astra.

Apiiro found 1,379 secrets, including database passwords and AWS keys; one notified company confirmed a live key.
The original poster says Claude-generated features lack a shared behavior model, and commenters suggest tests, docs, and build-failing rules.

Muse could pull eBay listings until this weekend; eBay already bans buy-for-me agents and says some agent access is restricted.

Version 3.9 tests 59 agents on 327 challenges with a 1,000-second budget and deterministic grading.

A Crusoe test of Snapshot cut GLM-5.3 readiness from about eight minutes to 31 seconds.

Spaces sit in the Muse sidebar and can stay updated from connected third-party apps without a new prompt.

Blumberg Capital led the round, bringing total funding to $24 million for the former QuilrAI.

OpenAI, Google, and Anthropic agents could edit local Creative Cloud files; a private beta is set for early 2027.

The free Linux system targets Intel, AMD, and Snapdragon PCs, with enterprise Humain OS also planned for 2027.

Nearly half of respondents said their organizations cannot effectively baseline normal AI agent behavior.
Watching can catch every prohibition violation, but no safe program can be cleared for good.

Kuznitsov argues agents already do control testing, evidence collection and framework mapping, and names three skills.
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