GetDeal Team
Contributor
As AI companies race to increase context windows and token throughput, a growing chorus of researchers asks whether brute-force scaling is the right path. This analysis explores the trade-offs between raw token capacity and genuine reasoning — and what it means for startups building on top of foundation models.
Anthropic's offering to help open-source projects track down security vulnerabilities with a new service called OSS Scanner. It says open-source projects that opt-in will get "thorough, periodic security scans by our strongest models at no cost." That could mean open-source projects get alerted about possible security issues sooner, but the trade-off is that OSS Scanner's reports don't come with human review: The outputs of this opt-in vulnerability scanner will be fully model-generated, without human review or triage. This will enable faster and more frequent scanning, but means that it is possible reports will be incorrect or invalid. Th … Read the full story at The Verge.
The company behind the popular LMArena leaderboard has raised $200 million led by Lightspeed and Khosla, and is now measuring AI models on alignment issues such as lying.
It had previously been reported that the AI lab's annualized revenue was some $70 billion, but a new report claims it's a whole lot less than that.