What we’re learning.

For 50 years, we’ve worked with software through keyboards and mice. Now that’s changing.

At Kydosa, we deploy digital workers (AI agents with a defined role) to help clients onboard. They connect to a company’s systems and now they join team calls!

When we first put agents in front of teams instead of individuals, it was on Slack. It was fascinating to see the interaction. People learned by watching colleagues question the agent, push back on its answers, and iterate with it. It drove adoption better than any training class.

But this is bigger than AI joining calls. This video demonstrates the new interface to software. It’s profound. We all know that communication is more than just an exchange of words; studies show that more than 50% is through body language. Our digital workers understand this – they communicate through...

Open-weight models are becoming a bigger part of the AI market, and they can already be the better choice for some of the most advanced tasks. For a particular job, the frontier may now be an open-weight model.

Anthropic’s slowing growth does not mean the market is not expanding. The pattern in Ava’s briefing tells us that we need to look beyond any single provider to understand where demand is going.

Ava highlights two shifts in the economics of AI. On Vercel’s AI Gateway, open-weight usage rose from 10% to 81% in five months: a gain of 71 percentage points. The token-price data shown in the video records a 53% fall over four months.

At Kydosa, we feel the edges of AI on real work every day. As Ava points out, safety training can make some models overthink. The best...