Lenses · Lens

Quality Assurance

Borrow test cases, checklists, acceptance criteria, regression thinking, and defect prevention for everyday processes.

• Use AI to Scaffold Code, Then Make Tests DecideUse AI to produce a first implementation for a bounded coding task, then inspect the diff, run tests, add missing edge cases, and reject code you cannot explain. A controlled exper
• Summarize with AI, Then Reconcile Against the SourceFor a long document you are allowed to process, ask AI for a structured summary tied to the source, then verify the claims that will affect a decision, message, or deliverable. The
• Extract a Table with AI, Then Sample-Check the RowsFor repeated unstructured text you are allowed to process, ask AI to extract a fixed schema, include the source span for each row, and flag uncertainty. Then sample-check rows and
• Ask AI for Failure Cases Before You ShipGive AI a feature, process, calculation, message, or workflow and ask for edge cases and failure modes. Treat the output as a candidate list, deduplicate it, verify relevance, and
• QA Specialists Test Software to Find FlawsQA specialists test software to find flaws. Apply this by questioning your assumptions and testing your ideas before implementing them.
• QA Specialists Meticulously Check for ErrorsQA specialists meticulously check for errors. Apply this in your life by paying close attention to the small details in your work and daily tasks.
• Build a QA Checklist from Real Failure ModesTurn a recurring QA task into a short checklist with clear expected results, exception handling, an owner, and a revision step when reality exposes a missing check.
• Write a QA Report Another Person Can Act OnTurn a vague defect report into a compact handoff that distinguishes what was observed from what is suspected and gives the receiver enough context to reproduce, investigate, and v
• QA Specialists Document Testing ProceduresQA specialists document testing procedures. Keep detailed records of your processes and tasks to track progress and make improvements.
• QA Specialists Constantly Seek Feedback to ImproveQA specialists constantly seek feedback to improve. Regularly ask for feedback on your work and use it to make improvements.
• QA Specialists Continuously Refine ProcessesQA specialists continuously refine processes. Always look for ways to improve your work and personal habits.
• QA Specialists Prioritize Bugs Based on SeverityQA specialists prioritize bugs based on severity. Prioritize your tasks based on importance and urgency to focus on what truly matters.
• QA Specialists Create Test Cases to Cover Different ScenariosQA specialists create test cases to cover different scenarios. Plan for potential challenges and scenarios in your projects and prepare solutions in advance.
• QA Specialists Keep Their Testing Environment OrganizedQA specialists keep their testing environment organized. Maintain an organized workspace to improve focus and efficiency.