Treeify @treeifyai
https://t.co/DY6SMa7xSY, the first AI-powered test case design tool on an editable Mind Map from requirements. Join us to get a free trial now. discord.gg/c5VTXw9jYf Joined September 2024-
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Exploratory > AI when Requirements are ambiguous Oracles are missing Outputs can’t be verified
Exploratory > AI when Requirements are ambiguous Oracles are missing Outputs can’t be verified
Exploratory > AI when Requirements are ambiguous Oracles are missing Outputs can’t be verified
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 (Decision Matrix) Not every task fits AI.
When Not to Use AI in Testing (Decision Matrix) Not every task fits AI.
When Not to Use AI in Testing (Decision Matrix) Not every task fits AI.
When Not to Use AI in Testing (Decision Matrix) Not every task fits AI.
When Not to Use AI in Testing (Decision Matrix) Not every task fits AI.
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…
Tired of AI inventing fields, flows, or “self-healed” selectors? We cut hallucinations from 28% → 6.8% using Prompt Patterns. Here’s how 👇
Tired of AI inventing fields, flows, or “self-healed” selectors? We cut hallucinations from 28% → 6.8% using Prompt Patterns. Here’s how 👇
Tired of AI inventing fields, flows, or “self-healed” selectors? We cut hallucinations from 28% → 6.8% using Prompt Patterns. Here’s how 👇
Tired of AI inventing fields, flows, or “self-healed” selectors? We cut hallucinations from 28% → 6.8% using Prompt Patterns. Here’s how 👇
Tired of AI inventing fields, flows, or “self-healed” selectors? We cut hallucinations from 28% → 6.8% using Prompt Patterns. Here’s how 👇
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…
❌Testers don’t just want more AI tests—they want reliable, auditable ones. That’s why prompt patterns are moving from community tips → enterprise SOPs → productized tools. ✅The shift is happening now. Are you ready? medium.com/p/how-prompt-p… #softwaretesting #qa #AITools
How much freedom would you give AI in QA? 👇
How much freedom would you give AI in QA? 👇
How much freedom would you give AI in QA? 👇
How much freedom would you give AI in QA? 👇
How much freedom would you give AI in QA? 👇
How much freedom would you give AI in QA? 👇
How much freedom would you give AI in QA? 👇
How much freedom would you give AI in QA? 👇
How much freedom would you give AI in QA? 👇
How much freedom would you give AI in QA? 👇
💡Should we let AI “think outside the spec”? Or force it to stick only to verifiable requirements? QA teams face the paradox of constraints vs creativity. medium.com/treeifytestcas… #softwaretesting #qa #ai
Naïve Prompt = flakiness ↑ 28% Grounded Prompt = flakiness ↓ <8% Read how to anchor AI with prompts that actually work 👇
Naïve Prompt = flakiness ↑ 28% Grounded Prompt = flakiness ↓ <8% Read how to anchor AI with prompts that actually work 👇
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