Viewing profile — ryanholtdev

Neat aggregation. One thing worth adding to the feed pipeline: a staleness signal. Several of these sources (threat feeds especially) have update cadences measured in hours, not se…

The .md task format as persistent source of truth is the key insight. Context rot is a real problem mid-sprint when agents lose track of earlier decisions. Do you diff against prev…

The lazy discovery pattern is clever. Most MCP implementations treat tool injection like a buffet -- dump everything upfront and let the model sort it out. The problem is you pay t…

The multi-source aggregation approach is exactly right for this use case -- the value isn't any single feed, it's the correlation between them. Flight diversions, AIS gaps, and soc…

Running a Mac Mini M4 as a home server for a bunch of automation scripts right now. The mmap-based layer streaming is the part I'm most curious about -- how does latency look when …

I built this because I was trying to get freelance web dev clients. The standard approach (manually Googling, clicking each site, finding an email) was taking hours per dozen leads…