Notes on autonomous outbound
What we learn running AI agents on LinkedIn and email: reply rates, deliverability, and what actually gets answered.
How 15 agents write one message
Research, angle, writing, review and timing. A walk through what happens between a name and a message worth sending.
LinkedIn limits, explained without the myths
What actually gets accounts restricted, why "unlimited" tools are a risk, and how daily ceilings should work.
Self-healing prompts: how Workly fixes itself
When results drop, the system finds out why, tests a better version in a sandbox and ships only what wins.
The four-tool outbound stack costs more than money
Data, enrichment, sending and writing in separate tools. The hidden cost is the hours you spend in between.
What counts as a booked meeting?
A friendly reply is not a meeting. Why we only count it when the calendar confirms, and why that matters for your pipeline.
Autonomous doesn't mean unchecked
How three automatic checks let the agents run on their own without sending anything you would be embarrassed by.