Agents get the money and the hard questions about trust

What we're tracking

• •Funding follows agents that act, not just answer For most of the past two years, the value in an AI company sat in the model itself — how well it predicted the next word. The newer bet is on the layer above the model: the agent. Nous Research confirmed it had reached a $1.5B valuation and launched AI agents aimed at business users, with the developer of its Hermes Agent raising a $90 million Series B [1].
• •Accountability is a design decision, not an afterthought The harder version of that question arrives when agents stop working alone. Salesforce described the coming shift as a move from isolated large language models to interoperable multi-agent systems, where autonomous AI will, in their words, negotiate, trade, and collaborate across company lines [2]. Picture your purchasing agent talking directly to a supplier's sales agent. The productivity case is obvious. The accountability case is not.
• •The tools are good and you may still need your own It is tempting to read all of this as a choice between buying agents and building them. A post from SaaStr is a useful corrective, because it is written by heavy users of bought tools. They run several AI outbound products at once — noting, for example, that one of them "runs cold outbound" — and yet still built their own AI account-based-marketing tool for their top accounts [3].
• •Protection has to scale at the same rate as creation If agents write and ship more software, more secrets end up inside that software. A secret, in this context, is a credential — an API key, a password, a token — that a program needs to reach another system. Leave one in code that becomes public and anyone who finds it inherits that access. GitHub's argument today is that the volume of code is now outpacing the old habit of catching these by hand: "Developers aren't becoming more careless; they're being outpaced," and the tools that help people create more software should take on more of the work of protecting it [4].
• •A month to check the basics None of the above replaces the ordinary hygiene that protects most businesses most of the time. Xero marked the occasion plainly: "October is Cybersecurity Awareness Month, and a good moment to check in on how you're protecting your business, your money and your customers' information" [5]. The timing is a prompt, not a product.