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“Self-healing tests” sound great — fewer flakes, less maintenance. But what if the healing hides real defects instead of fixing them?
Self-healing tests promise less maintenance. But when a test “heals” itself, do you still know what it’s really validating? Would you trade explainability for automation speed? 👇 Curious to hear how your team handles “auto-fixes” in test suites. medium.com/p/ai-assisted-… #ai #qa
“Self-healing tests” sound great — fewer flakes, less maintenance. But what if the healing hides real defects instead of fixing them?
Self-healing tests promise less maintenance. But when a test “heals” itself, do you still know what it’s really validating? Would you trade explainability for automation speed? 👇 Curious to hear how your team handles “auto-fixes” in test suites. medium.com/p/ai-assisted-… #ai #qa
“Self-healing tests” sound great — fewer flakes, less maintenance. But what if the healing hides real defects instead of fixing them?
Self-healing tests promise less maintenance. But when a test “heals” itself, do you still know what it’s really validating? Would you trade explainability for automation speed? 👇 Curious to hear how your team handles “auto-fixes” in test suites. medium.com/p/ai-assisted-… #ai #qa
“Self-healing tests” sound great — fewer flakes, less maintenance. But what if the healing hides real defects instead of fixing them?
Self-healing tests promise less maintenance. But when a test “heals” itself, do you still know what it’s really validating? Would you trade explainability for automation speed? 👇 Curious to hear how your team handles “auto-fixes” in test suites. medium.com/p/ai-assisted-… #ai #qa
Self-healing tests promise less maintenance. But when a test “heals” itself, do you still know what it’s really validating? Would you trade explainability for automation speed? 👇 Curious to hear how your team handles “auto-fixes” in test suites. medium.com/p/ai-assisted-… #ai #qa
Generate test cases with one click now⬇️
Treeify — turn long PRDs into high-coverage, reviewable test scenarios in minutes, not days. 🆓 Try it now (free) to see real scenarios generated. [treeifyai.com] 📷 Join the Discord to swap tips, request features, and catch office hours: [lnkd.in/dPT6afZ2]
Generate test cases with one click now⬇️
Treeify — turn long PRDs into high-coverage, reviewable test scenarios in minutes, not days. 🆓 Try it now (free) to see real scenarios generated. [treeifyai.com] 📷 Join the Discord to swap tips, request features, and catch office hours: [lnkd.in/dPT6afZ2]
Treeify — turn long PRDs into high-coverage, reviewable test scenarios in minutes, not days. 🆓 Try it now (free) to see real scenarios generated. [treeifyai.com] 📷 Join the Discord to swap tips, request features, and catch office hours: [lnkd.in/dPT6afZ2]
Treeify — turn long PRDs into high-coverage, reviewable test scenarios in minutes, not days. 🆓 Try it now (free) to see real scenarios generated. [treeifyai.com] 🤼 Join the Discord to swap tips, request features, and catch office hours: [lnkd.in/dPT6afZ2]
Exploratory > AI when Requirements are ambiguous Oracles are missing Outputs can’t be verified
When Not to Use AI in Testing (Manual Strengths and Governance Guardrails) Exploratory > AI when Requirements are ambiguous Oracles are missing Outputs can’t be verified #softwaretesting #qa #ai medium.com/treeifytestcas…
Exploratory > AI when Requirements are ambiguous Oracles are missing Outputs can’t be verified
When Not to Use AI in Testing (Manual Strengths and Governance Guardrails) Exploratory > AI when Requirements are ambiguous Oracles are missing Outputs can’t be verified #softwaretesting #qa #ai medium.com/treeifytestcas…
When Not to Use AI in Testing (Manual Strengths and Governance Guardrails) Exploratory > AI when Requirements are ambiguous Oracles are missing Outputs can’t be verified #softwaretesting #qa #ai medium.com/treeifytestcas…
When Not to Use AI in Testing (Decision Matrix) Not every task fits AI.
When Not to Use AI in Testing (Decision Matrix) ✅ Algorithmic + measurable → let AI assist ❌ Heuristic + ambiguous → keep it manual We break down a decision matrix testers can use to know when AI adds value — and when it doesn’t. #AITesting #QA medium.com/treeifytestcas…
When Not to Use AI in Testing (Decision Matrix) Not every task fits AI.
When Not to Use AI in Testing (Decision Matrix) ✅ Algorithmic + measurable → let AI assist ❌ Heuristic + ambiguous → keep it manual We break down a decision matrix testers can use to know when AI adds value — and when it doesn’t. #AITesting #QA medium.com/treeifytestcas…
When Not to Use AI in Testing (Decision Matrix) Not every task fits AI.
When Not to Use AI in Testing (Decision Matrix) ✅ Algorithmic + measurable → let AI assist ❌ Heuristic + ambiguous → keep it manual We break down a decision matrix testers can use to know when AI adds value — and when it doesn’t. #AITesting #QA medium.com/treeifytestcas…
When Not to Use AI in Testing (Decision Matrix) ✅ Algorithmic + measurable → let AI assist ❌ Heuristic + ambiguous → keep it manual We break down a decision matrix testers can use to know when AI adds value — and when it doesn’t. #AITesting #QA medium.com/treeifytestcas…
Tired of AI inventing fields, flows, or “self-healed” selectors? We cut hallucinations from 28% → 6.8% using Prompt Patterns. Here’s how 👇
AI writes tests fast — but also hallucinates. Gift cards that don’t exist, phantom coupon_expiry_date, brittle selectors. The fix? Prompt Patterns. Scenario · Edge · Negative · Data-Matrix. Guardrails that turn AI into a reliable QA assistant. #QA medium.com/treeifytestcas…
Tired of AI inventing fields, flows, or “self-healed” selectors? We cut hallucinations from 28% → 6.8% using Prompt Patterns. Here’s how 👇
AI writes tests fast — but also hallucinates. Gift cards that don’t exist, phantom coupon_expiry_date, brittle selectors. The fix? Prompt Patterns. Scenario · Edge · Negative · Data-Matrix. Guardrails that turn AI into a reliable QA assistant. #QA medium.com/treeifytestcas…
Tired of AI inventing fields, flows, or “self-healed” selectors? We cut hallucinations from 28% → 6.8% using Prompt Patterns. Here’s how 👇
AI writes tests fast — but also hallucinates. Gift cards that don’t exist, phantom coupon_expiry_date, brittle selectors. The fix? Prompt Patterns. Scenario · Edge · Negative · Data-Matrix. Guardrails that turn AI into a reliable QA assistant. #QA medium.com/treeifytestcas…
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