Articles

A newsletter sent to thousands of subscribers and a salesperson following up with 40 qualified prospects may both involve email, but they serve very different purposes.

When email performance starts declining, the first instinct is often to rewrite the copy.

Temporal has raised $550 million in Series E funding at a $12.55 billion valuation, just months after its $300 million Series D valued the company at $5 billion.

Not just a monthly LLM budget or a provider spending alert. They need execution budgets inside the architecture itself.

An AI agent can be busy without making progress. It can keep sending model requests, calling tools, adding results to context, and consuming worker time while never getting closer to a final answer.

When a cold email campaign generates few replies, the obvious reaction is to rewrite the message.

A poorly built prospect list can increase bounce rates, hurt sender reputation, waste sending capacity and make campaign results difficult to interpret.

Giving an AI agent access to tools is what turns it from a text generator into a system that can actually do work.