Kiefer Land https://kieferland.dev/ Recent content on Kiefer Land Hugo en-US Thu, 20 Aug 2026 00:00:00 -0700 Shift Left, For Real: Testing and Security Belong in the Spec https://kieferland.dev/writing/shift-left-into-the-spec/ Thu, 20 Aug 2026 00:00:00 -0700 https://kieferland.dev/writing/shift-left-into-the-spec/ The test and security plan belongs in the spec, not the PR. What changed when I moved it there. Testing What You Can't Enumerate: A QA Framework for AI Agents and LLMs https://kieferland.dev/writing/testing-what-you-cant-enumerate/ Mon, 10 Aug 2026 00:00:00 -0700 https://kieferland.dev/writing/testing-what-you-cant-enumerate/ Extending a risk-based testing framework to AI agents and LLM-backed features, where the input space is unbounded and percentage coverage stops meaning anything. Lean SQA in a Regulated Industry: Twenty Test Categories, Five Phases https://kieferland.dev/writing/lean-sqa-framework/ Sat, 11 Jul 2026 00:00:00 -0700 https://kieferland.dev/writing/lean-sqa-framework/ A risk-based testing framework for regulated products: twenty test categories, a five-phase workflow, and a rubric that decides where QA effort goes. About https://kieferland.dev/about/ Mon, 01 Jan 0001 00:00:00 +0000 https://kieferland.dev/about/ AI Assurance & Software Quality Engineering