How a New QA Professional Can Use the 11-Day Plan to Find Defects in AI Agents Leave a reply How a New QA Professional Can Use the 11-Day Plan to Find Defects If you’re just starting out in agent QA, here’s how to apply each day’s focus to systematically uncover issues: Day 1 – Understand QA Scope for Agents Learn what makes agents different from traditional apps. Focus on reasoning, tool usage, and trust—not just UI or output. Day 2 – Prompt-Level Testing Try different phrasings, ambiguous inputs, and edge-case prompts. Look for inconsistent or hallucinated responses. Day 3 – Unit Tests for Reasoning & Tools Write small, focused tests to break the agent’s logic. Simulate missing data, sarcasm, or contradictory instructions. Day 4 – Trace Logging Review the agent’s trace logs. Look for skipped steps, hallucinated logic, or silent tool failures that aren’t visible in the output. Day 5 – Tool Call Validation Simulate tool errors like null responses or timeouts. Check if the agent retries, falls back, or fails silently. Day 6 – Reasoning Path Audits Audit the agent’s logic step-by-step. Did it follow the right process, or jump to conclusions? Day 7 – Human + Model Judging Compare LLM-generated scores with your own. Look for cases where fluent responses hide flawed reasoning. Day 8 – Failure Pattern Analysis Tag and group failures. Identify recurring bugs—like always failing when a certain tool is used or when memory is required. Day 9 – Workflow Simulation Testing Test full user journeys. Look for issues with memory, branching logic, and recovery from mid-flow interruptions. Day 10 – QA Flywheel Setup Automate your tests. Set up dashboards and alerts to catch regressions early and continuously improve. Day 11 – Showcase & Reporting Present your findings clearly. Use trace-backed evidence, before/after examples, and a readiness score to build stakeholder confidence. Share this: Click to share on Pinterest (Opens in new window) Pinterest Click to share on Telegram (Opens in new window) Telegram Click to share on Facebook (Opens in new window) Facebook Click to share on X (Opens in new window) X Click to share on Tumblr (Opens in new window) Tumblr Click to share on WhatsApp (Opens in new window) WhatsApp Click to share on Reddit (Opens in new window) Reddit Click to share on Pocket (Opens in new window) Pocket Click to share on LinkedIn (Opens in new window) LinkedIn Click to print (Opens in new window) Print Click to email a link to a friend (Opens in new window) Email Like Loading...