--- title: "#agent828 articles | Hashnode" description: "Explore 12 articles tagged #agent828 on Hashnode. Tutorials, guides, and how-tos from the community." url: "https://hashnode.com/tag/agent828" --- Tag # #agent828 12 posts · 0 followers [Brett A McCall](https://hashnode.com/@bmccall17) · [Jul 30](https://hashnode.com/posts/only-2-2-of-repositories-earn-an-a/6a6b8d6749f24a2d6fe9aa43) ### [Only 2.2% of repositories earn an A](https://darketype.hashnode.dev/only-2-2-of-repositories-earn-an-a?utm_source=hashnode&utm_medium=feed) i 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.dev](https://darketype.hashnode.dev/only-2-2-of-repositories-earn-an-a?utm_source=hashnode&utm_medium=feed) [Brett A McCall](https://hashnode.com/@bmccall17) · [May 20](https://hashnode.com/posts/ai-coding-needs-better-change-detection-not-louder-scorecards/6a0dd200b1ed7bce01edd3ad) ### [AI coding needs better change detection, not louder scorecards](https://darketype.hashnode.dev/ai-coding-needs-better-change-detection-not-louder-scorecards?utm_source=hashnode&utm_medium=feed) The biggest number is not always the story 4 min read · [darketype.hashnode.dev](https://darketype.hashnode.dev/ai-coding-needs-better-change-detection-not-louder-scorecards?utm_source=hashnode&utm_medium=feed) [Brett A McCall](https://hashnode.com/@bmccall17) · [May 11](https://hashnode.com/posts/2026-05-11-the-repo-is-the-bottleneck-now/6a026ad9e436c95a7658fd4f) ### [The repo is the bottleneck now](https://darketype.hashnode.dev/2026-05-11-the-repo-is-the-bottleneck-now?utm_source=hashnode&utm_medium=feed) The next AI coding problem is repo drag 4 min read · [darketype.hashnode.dev](https://darketype.hashnode.dev/2026-05-11-the-repo-is-the-bottleneck-now?utm_source=hashnode&utm_medium=feed) [Brett A McCall](https://hashnode.com/@bmccall17) · [May 9](https://hashnode.com/posts/2026-04-30-the-crm-that-drafts-its-own-followups/69ff8ee3d002d748b9a2dc05) ### [The crm that drafts its own follow-ups](https://darketype.hashnode.dev/2026-04-30-the-crm-that-drafts-its-own-followups?utm_source=hashnode&utm_medium=feed) three 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 without 7 min read · [darketype.hashnode.dev](https://darketype.hashnode.dev/2026-04-30-the-crm-that-drafts-its-own-followups?utm_source=hashnode&utm_medium=feed) [Brett A McCall](https://hashnode.com/@bmccall17) · [May 9](https://hashnode.com/posts/2026-04-29-make-the-system-explain-itself/69ff8ee3d002d748b9a2dc03) ### [Make the system explain itself](https://darketype.hashnode.dev/2026-04-29-make-the-system-explain-itself?utm_source=hashnode&utm_medium=feed) at 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 ga 6 min read · [darketype.hashnode.dev](https://darketype.hashnode.dev/2026-04-29-make-the-system-explain-itself?utm_source=hashnode&utm_medium=feed) [Brett A McCall](https://hashnode.com/@bmccall17) · [May 9](https://hashnode.com/posts/2026-05-09-the-backlog-is-a-feature/69ff8ee51ccaaf1955f64bfc) ### [The backlog is a feature](https://darketype.hashnode.dev/2026-05-09-the-backlog-is-a-feature?utm_source=hashnode&utm_medium=feed) i 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 roadma 6 min read · [darketype.hashnode.dev](https://darketype.hashnode.dev/2026-05-09-the-backlog-is-a-feature?utm_source=hashnode&utm_medium=feed) [Brett A McCall](https://hashnode.com/@bmccall17) · [May 9](https://hashnode.com/posts/2026-05-08-how-we-stopped-our-content-engine-from-repeating-itself/69ff8ee41ccaaf1955f64bfa) ### [How we stopped our content engine from repeating itself](https://darketype.hashnode.dev/2026-05-08-how-we-stopped-our-content-engine-from-repeating-itself?utm_source=hashnode&utm_medium=feed) there 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 fixatio 5 min read · [darketype.hashnode.dev](https://darketype.hashnode.dev/2026-05-08-how-we-stopped-our-content-engine-from-repeating-itself?utm_source=hashnode&utm_medium=feed) [Brett A McCall](https://hashnode.com/@bmccall17) · [May 9](https://hashnode.com/posts/2026-05-03-the-honest-column/69ff8ee41ccaaf1955f64bf8) ### [The honest column: making follow\_up\_date derive from facts](https://darketype.hashnode.dev/2026-05-03-the-honest-column?utm_source=hashnode&utm_medium=feed) there 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 wr 5 min read · [darketype.hashnode.dev](https://darketype.hashnode.dev/2026-05-03-the-honest-column?utm_source=hashnode&utm_medium=feed) [Brett A McCall](https://hashnode.com/@bmccall17) · [Apr 16](https://hashnode.com/posts/2026-04-14-fibonacci-magic/69e0cd4bf7d4f1edf0b1b35a) ### [Weaving the universe into the code](https://darketype.hashnode.dev/2026-04-14-fibonacci-magic?utm_source=hashnode&utm_medium=feed) when we set out to build the iris aperture widget, the goal was straightforward: a high-fidelity, interactive focal point for the hero section. we bui 3 min read · [darketype.hashnode.dev](https://darketype.hashnode.dev/2026-04-14-fibonacci-magic?utm_source=hashnode&utm_medium=feed) [Brett A McCall](https://hashnode.com/@bmccall17) · [Apr 16](https://hashnode.com/posts/2026-03-31-understanding-the-lake/69e0cd4915b0523ff52592ba) ### [Understanding the lake](https://darketype.hashnode.dev/2026-03-31-understanding-the-lake?utm_source=hashnode&utm_medium=feed) what 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 age 6 min read · [darketype.hashnode.dev](https://darketype.hashnode.dev/2026-03-31-understanding-the-lake?utm_source=hashnode&utm_medium=feed)