Essays by Ry Walker

The same mesh-of-agents pattern that closes the gap between ad click and revenue is the one that retires the ERP dashboard. Two examples, one architecture.

The space between an ad click and a revenue event is where most go-to-market motions lose the plot. Static landing pages cannot fix it. A mesh of agents can.

Three concrete moves for sales leaders rebuilding outbound in 2025 — audit the last twenty cold emails, pick fifty prospects to warm, then measure the gap.

Most sales teams want a tool that fixes outbound. The next AI feature, the next intent provider, the next personalization engine. It won't. The game changed underneath them.

Old model — 1,000 cold emails to 1 deal. New model — 200 warmed prospects to 4 deals. The unit economics of outbound flipped, and most teams are still optimizing the wrong funnel.

Stop trying to make cold outreach feel warm. Start engineering touchpoints before the ask, so the email is the last step of a relationship — not the first.

AI doesn't write bad cold emails. It writes good ones. And good cold emails are now suspicious — that's the uncanny valley of sales, and it's killing response rates.

Everyone got the same AI outbound stack at the same time. The result is inboxes full of emails that are suspiciously, uniformly perfect — and uniformly ignored.