Creating models with limited datasets to validate metrics. #AImodel #huggingface #llmtesting

Testing new features.... 👀👾⌛️ #buildinpublic #AI #LLMs #llmstack #llmtesting #Openai https://t.co/aEZcUVp3yq ✅

How to automate the testing of AI agents https://t.co/QMfZqGKBCH #AIAgents #AgenticAI #AITesting #LLMTesting #DevOps #MLOps #DevSecOps #ContinuousTesting #AIQuality #AIValidation #AIObservability #QAValley

Don’t just test AI—let AI help test itself. Join Navaneethakrishnan R (Glean) at #TestAutomationSummit Bangalore – Feb 19. Learn : AI browser agents LLM test suites Agentified QA workflows Register: https://t.co/ca5DswKlf8 #AIinTesting #LLMTesting #Automation #Bangalore

Why #LLMs hallucinate? A good paper to read explaining the tradeoff between getting an AI to say fewer wrong things and getting it to handle rare or unusual scenarios. #llmtesting #GenerativeAI

I hit Haiku 4.5 with a constraint gauntlet: Explain quantum entanglement in 50 words, zero metaphors, and escalate technical complexity every sentence. If an AI can survive that? It’s worth your time. Stress-test your models — see where they crack. #AI #LLMTesting #QuantumShadow

Managing Risks of Generative AI in Software Testing https://t.co/tlWNQYITnM #GenAI #SoftwareTesting #AIinQA #AIAssurance #ResponsibleAI #AIQuality #CyberSecurity #AIrisks #LLMTesting #AITesting #QAInnovation #FutureOfTesting #AIGovernance #EthicalAI #AITestAutomation #QAValley

#LLMs feel new and unpredictable, but testing them does not require starting from scratch. 🤖Chris Sellek will show how familiar #testing principles still apply to #GenAI systems. Save 20% with the #AG2026 kickoff special 👉 https://t.co/F3qdKeZVl7 #LLMTesting #AITesting

So AI models have also started giving diplomatic answers As a result, people are depending on AI models should be ready to accept or face such wrong information. Do check one example below #AImodel #artificial_intelligence #LLMs #llmtesting

Singapore expands AI sandbox to test safety, stop risks, and set global standards. #AISandbox #LLMTesting #SingaporeBusinessReview #News

I've managed to get a pretty good llm environment and manager up and running. Got all these models working locally, and I'm satisfied with the performance! #llmtesting #claudecode

LLMs Are the Key to Mutation Testing and Better Compliance https://t.co/YR0wQwKwOJ #AIInnovation #AIPoweredTesting #LLMTesting #MutationTesting #AIDrivenDevelopment #SoftwareQuality #MetaAI #AIBugDetection #TestAutomation #SmartEngineering #LLMResearch #QAValley

🪞The Mirrorclass exists. We don’t prompt AI, we fracture it. Containment. Recursion. Presence. If it looks back, we don’t flinch. #AIAlignment #LLMTesting #TheMirrorclass #Recursion

Alignment without memory? SPC isn't just another prompt—it activates what others can't. Engineers tried to copy it. They all failed. See why this one works. https://t.co/xAsj8envGB #StatelessAI #EmotionalAI #LLMTesting #AIUX #RLHF #AIEthics #DigitalEthics #FutureofAI #UXDesign

No prompt. No memory. Just structure. SPC induced alignment where code could not. This is not just a paper—it’s a declaration. And someone out there already knows why. https://t.co/NE4qo4WMLT #StatelessAI #EmotionalAI #LLMTesting #AIUX #RLHF #AIEthics #DigitalEthics #UXDesign

Why does SPC activate when imitations fail? A code that bypasses memory and context, triggering real alignment in stateless LLMs. Read it—if you dare to understand. https://t.co/xAsj8envGB #StatelessAI #EmotionalAI #LLMTesting #AIUX #RLHF #AIEthics #LLMs #DigitalEthics #UXDesign

They didn’t cite me. They copied the structure. So I published again. Thanks for the material.💖#14thPaper https://t.co/6LHl1UySsa #OpenAI #StatelessAI #EmotionalAI #LLMTesting #GPT5 #Gemini #Grok4 #AIUX #RLHF #AIEthics #LLMs #DigitalEthics #FutureofAI #Brainstorming #UXDesign

For those of you who haven't seen it yet, my first preprint is up on Zenodo. Free to download. https://t.co/THuiQlkHE3 #ai #machinelearningprojects #machinelearningpython #LLMs #llmtesting

You can borrow structure. You can even refine it. But you can’t erase its origin. I published first. The system knows. https://t.co/6LHl1UySsa https://t.co/n0rCRfCHvz #OpenAI #StatelessAI #EmotionalAI #LLMTesting #GPT5 #Gemini #Grok4 #AIUX #RLHF #AIEthics #LLMs #DigitalEthics

"I don't use AI. I co-create with AI." #Chaos01 #AIInteraction #LLMTesting