ToolingJuly 18, 2026

Microsoft develops Project Perception to lower costs of AI security and safety

Microsoft is reportedly building an internal tool named Project Perception to improve AI safety and security. The system uses a multi-model architecture to identify vulnerabilities and monitor model behaviour more efficiently than existing solutions. This initiative aims to provide a robust alternative to high-cost security suites.

Why it matters

Enterprise teams require scalable ways to ensure model safety without incurring prohibitive costs. This shift towards multi-model verification indicates a maturing market for automated AI governance and risk mitigation tools.

Key points

Project Perception utilises multiple models to cross-reference and validate AI responses for safety.
The tool aims to provide a more affordable alternative to specialised security suites like Anthropic's Mythos.
It focuses on identifying adversarial prompts and preventing harmful outputs in real time.

More AI news

Tooling

Lasso Security highlights sampling drift risks in watermarked agent systems

Verification by Lasso Security reveals that watermarking large language models can cause sampling drift, which alters model outputs. The findings highlight the critical operational boundary required between AI proposals and autonomous execution across payments and regulatory compliance.

Tooling

Google launches Gemini 4 Argon globally to tackle complex enterprise workflows

Google has announced the global release of Gemini 4 Argon, a new artificial intelligence model designed for demanding business operations. The model focuses on supporting complex specialised workloads, including software development, financial analysis, and enterprise research tasks.

Models

Apple Intelligence cleared for China with cloud queries routed to Alibaba

Apple has reportedly secured clearance to launch Apple Intelligence features in China, replacing default OpenAI integrations with Alibaba's Qwen models. Under Chinese data regulations, cloud-based requests from local users will be processed through domestic Alibaba infrastructure.

Ready to build something extraordinary?

15 minutes. No pitch deck. Just a conversation about what AI can do for your team.

Talk directly with our AI specialists

15 min, no strings

No sales pressure

Prototype in 7 days