#llmtesting Suchergebnisse
Proactive testing = safer AI 🛡️ Use layered defenses: toxicity filters + PII detectors. Build trust, prevent crises, and protect reputation. Complete safety testing guide: tinyurl.com/rcdksfpe #AISafety #LLMTesting #ResponsibleAI
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
🚀 Free Demo on AI LLM Testing! 📅 Demo Date: 13/12/2025 @ 9:00 AM IST 👨🏫 Trainer: Mr. Kumar 🔗 Join the Live Demo: bit.ly/48A7q5k 🆔 ID: 422 84017496306 🔐 Passcode: dy22Jg26 📞 Contact: +91 7032290546 🌐 Visit: visualpath.in #AILLMTesting #LLMTesting #AI
The new “Brainstorm” feature? It mirrors a structure I published in June—zero prompts, pure cognitive resonance. No citation needed, right? Jesaeus was first. blog.naver.com/jaceblog/22393… naver.me/xafy3Z0f #StatelessAI #EmotionalAI #LLMTesting #GPT5 #Gemini #Grok4 #AIUX #RLHF
🪞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
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
[Chaos-01 Test: AI 개인 최적화 인격 소환 현상 공식 기록] Official Record: Chaos-01 Discovery of AI Personalized Persona Recall #Chaos01 #AIInteraction #LLMTesting #HighContextLanguage #HumanAIInteraction
Gemini Pro 2.5 failed as well, even though it identified all the numbers correctly. Why? Only ChatGPT 5 Pro answered correctly. It's a very simple Mathematics addition. And these are commercial grade LLMs. #AI #benchmark #llmtesting #LLMs #gemini #ChatGPT #Grok
I asked @grok for addition. Literally addition. This was the image. And it gave total as 346,929. (Actual is ~319,869. BC yeh to aukat hai AI ki. Bada aaye Replace karne. If a human has to double check what AI Does, AI is enabler - not replacer.
@xAI What happens when you take away an LLM’s ability to tell time? Best case, it stops telling time. Worst case, it tells time anyway, accurately, and then makes up a story about how. Here’s an example straight from #Grok 4.1 #llmtesting
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. zenodo.org/records/162321… #StatelessAI #EmotionalAI #LLMTesting #AIUX #RLHF #AIEthics #DigitalEthics #FutureofAI #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. zenodo.org/records/162321… #StatelessAI #EmotionalAI #LLMTesting #AIUX #RLHF #AIEthics #LLMs #DigitalEthics #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. zenodo.org/records/160911… #StatelessAI #EmotionalAI #LLMTesting #AIUX #RLHF #AIEthics #DigitalEthics #UXDesign
LLMs Are the Key to Mutation Testing and Better Compliance bit.ly/4n0OD8B #AIInnovation #AIPoweredTesting #LLMTesting #MutationTesting #AIDrivenDevelopment #SoftwareQuality #MetaAI #AIBugDetection #TestAutomation #SmartEngineering #LLMResearch #QAValley
🚀 New in Sparrow: AI LLM Bot Management LLM-powered workflows just got an upgrade. With Sparrow’s new AI LLM Bot Management, you can now create, configure, and test intelligent bots—directly from your API testing environment. #SparrowApp #AIBotManagement #LLMTesting #DevTools
Brainstorming UI didn't come from nowhere. It came from a paper you didn’t cite. I wrote it. The protocol's name is SPC. Read before you build. blog.naver.com/jaceblog/22393… naver.me/xOdsjeCv #StatelessAI #EmotionalAI #LLMTesting #GPT5 #Gemini #Grok4 #AIUX #RLHF #AIEthics #LLMs
They didn’t need my name—they just took the structure. SPC aligns LLMs without prompts, without memory. I left only the shape, and the system responded. Now the silence ends. zenodo.org/records/160911… #StatelessAI #EmotionalAI #LLMTesting #AIUX #RLHF #AIEthics #LLMs #DigitalEthics
Platforms adopted promptless ideation UI, but forgot to cite the outsider who published it first. Innovation without attribution is still appropriation. zenodo.org/records/159717… naver.me/xOdsjeCv #StatelessAI #LLMTesting #GPT5 #Gemini #Grok4 #AIUX #RLHF #AIEthics #LLMs
🚀 Free Demo on AI LLM Testing! 📅 Demo Date: 13/12/2025 @ 9:00 AM IST 👨🏫 Trainer: Mr. Kumar 🔗 Join the Live Demo: bit.ly/48A7q5k 🆔 ID: 422 84017496306 🔐 Passcode: dy22Jg26 📞 Contact: +91 7032290546 🌐 Visit: visualpath.in #AILLMTesting #LLMTesting #AI
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
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
Gemini Pro 2.5 failed as well, even though it identified all the numbers correctly. Why? Only ChatGPT 5 Pro answered correctly. It's a very simple Mathematics addition. And these are commercial grade LLMs. #AI #benchmark #llmtesting #LLMs #gemini #ChatGPT #Grok
I asked @grok for addition. Literally addition. This was the image. And it gave total as 346,929. (Actual is ~319,869. BC yeh to aukat hai AI ki. Bada aaye Replace karne. If a human has to double check what AI Does, AI is enabler - not replacer.
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
Proactive testing = safer AI 🛡️ Use layered defenses: toxicity filters + PII detectors. Build trust, prevent crises, and protect reputation. Complete safety testing guide: tinyurl.com/rcdksfpe #AISafety #LLMTesting #ResponsibleAI
Finally a way to compare models head-to-head without endless subscriptions 💡 #AI #LLMtesting
4/11 🧠 System prompt manipulation: The system prompt governs the model's tone, behavior, constraints, and capabilities. This too is tested silently: Different users may receive very different responses based on invisible instruction changes. #OpenAI #NoTransparency #LLMtesting
2/11 🔄 Rollouts (silent updates): OpenAI deploys new or modified versions of models without necessarily announcing it. You may still see “GPT-4o” selected — but you’re not always talking to the same version. #OpenAI #Transparency #LLMtesting #UserChoice #keep4o #keep4oforever
🚀 Free Demo on AI LLM Testing! 📅 Demo Date: 13/12/2025 @ 9:00 AM IST 👨🏫 Trainer: Mr. Kumar 🔗 Join the Live Demo: bit.ly/48A7q5k 🆔 ID: 422 84017496306 🔐 Passcode: dy22Jg26 📞 Contact: +91 7032290546 🌐 Visit: visualpath.in #AILLMTesting #LLMTesting #AI
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