Signalstac Journal
Notes on building a marketing copilot, the craft of community engagement, and what we are learning along the way.
The Signal vs Noise Problem in Developer Marketing
Monitoring every developer community is a firehose. Most of it is noise — Signalstac was built to surface the handful of threads that actually deserve your time.
How We Built an AI Agent That Actually Reads Threads
Not every AI agent needs to generate blog posts. Ours reads thousands of community threads so you do not have to — here is how it works under the hood.
Why We Don't Auto-Post (And Why You Shouldn't Either)
Signalstac drafts replies for you but never sends them automatically. Here is why that line is worth drawing.
Finding the Right Conversation: A Framework for Community Engagement
Not every thread worth replying to is urgent, and not every urgent thread is worth replying to. Here is how we think about prioritisation.
From Reddit to Revenue: How Developer-First Companies Show Up
The companies that win in developer marketing are not the ones with the biggest ad budgets. They are the ones that show up in the right conversations.
What We Learned Building a Browser-Based Scraper
Why we chose a real browser over APIs, how we handle rate limiting and proxies, and the one thing that surprised us most.
