BBrett A McCall·Jul 30Only 2.2% of repositories earn an Ai scored 5,364 public repositories across 15,336 scans. only 2.2% earned an a, and security was the single worst dimension.5 min read·darketype.hashnode.dev1
BBrett A McCall·May 20AI coding needs better change detection, not louder scorecardsThe biggest number is not always the story4 min read·darketype.hashnode.dev
BBrett A McCall·May 11The repo is the bottleneck nowThe next AI coding problem is repo drag4 min read·darketype.hashnode.dev
BBrett A McCall·May 9The crm that drafts its own follow-upsthree weeks. one sales team of one person (me). and now the CRM writes first drafts, remembers every meeting, and will not send a single email without7 min read·darketype.hashnode.dev
BBrett A McCall·May 9Make the system explain itselfat some point, every agentic stack becomes a black box. you know it's working because posts are going out. you know it's broken when they stop. the ga6 min read·darketype.hashnode.dev
BBrett A McCall·May 9The backlog is a featurei do not have a roadmap. i have a docs/BACKLOG.md file with a specific operating philosophy baked into its format, and it works better than any roadma6 min read·darketype.hashnode.dev
BBrett A McCall·May 9How we stopped our content engine from repeating itselfthere is a specific failure mode in AI content pipelines that nobody talks about enough. it is not hallucination. it is not tone. it is entity fixatio5 min read·darketype.hashnode.dev
BBrett A McCall·May 9The honest column: making follow_up_date derive from factsthere is a class of CRM bug that is not a bug in the code. it is a bug in the design. the code works exactly as written. the data is wrong. and the wr5 min read·darketype.hashnode.dev
BBrett A McCall·Apr 16Weaving the universe into the codewhen we set out to build the iris aperture widget, the goal was straightforward: a high-fidelity, interactive focal point for the hero section. we bui3 min read·darketype.hashnode.dev
BBrett A McCall·Apr 16Understanding the lakewhat if the most important part of the system i built is the context lake? perhaps the center of it all is exactly that. when people first look at age6 min read·darketype.hashnode.dev