good question. our system doesn’t provide any commentary above sources, but filters out self-promoting noise and bullshit you find on x. all those people trying to make $$ off the back of people’s anxiety. our content is mostly rollups of real movements in the space. things that will actually keep you informed on what you can apply today.

"stories" are aggregated roundups of that theme with very little opinions on top, and each one has to clear a gate before it gets written. for example in this one https://www.ai-primer.com/engineer/stories/claude-design-use... we talk about how people have used claude design in their workflows on day 2.

"briefs" are the single-item layer. stuff too small to aggregate into a story but too concrete to drop. same filter, lower bar: a shipped repo, an MCP server, a benchmark, a first-party incident report, a high-engagement engineering thread from a credible account. think bookmarkable micro-news, things you want to see once before they get buried in everyone's timeline.