#llmtesting نتائج البحث

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

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

1/ ⚔️ I tested 6 AI models on brutal real-world finance tasks. Messy reports, dense terminology, incomplete data… the kind of thing analysts face daily. One small model crushed the rest. Here’s what happened 👇 #AI #Finance #LLMtesting

MIT’s method tests AI by rewriting text to expose flaws in classification. It boosts accuracy in chatbots, health sites, and other real-time systems. Their free, open tool helps refine classifiers.@ David Chandler #AIClassification #LLMTesting #MITResearch news.mit.edu/2025/new-way-t…

How LLM VibeCheck & VibeFlowChat Work. #VibeCheckAI #VibeFlowChat #LLMTesting #AIBenchmarks #AIShowdown #PromptBattle #AIVibes #VibeCoding #AITools #AICommunity Coding Test: LLaMA 3, Qwen, and Mistral vibe-coding-flow.com/ai-smackdown-t…

Hey @Microsoft @Copilot , I think your UI is showing its placeholders instead of the actual text! Pretty sure common.new isn't the final copy. 😉 chat.launchMessage.unauthenticatedV3Type1 #LLMtesting #Langchain

Explore the live evals on Atlas: 🔍 app.layerlens.ai/models/6889007… We're still testing GLM 4.5 across more benchmarks as we speak—stay tuned for updates and new comparisons. #AIevals #AtlasBenchmarks #LLMtesting #LayerLens

“Which LLM is best for my chatbot?” ”We get asked this a lot: Truth is… it depends. That’s why we built in the option to test across multiple LLMs right from the FastBots dashboard. The best one is the one that sounds most like you. #LLMtesting #PromptEngineering #FastBots

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

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

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

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

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

[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

🧠 How do we ensure LLMs are accurate, ethical & secure? 🤖✅ 📖 Read more: [🔗 lnkd.in/g84gKqgy] #LLMTesting #AIinTesting #SoftwareQuality #DigitalTransformation #EthicalAI #AIValidation #PerformanceTesting #SecurityTesting

Hey @Microsoft @Copilot , I think your UI is showing its placeholders instead of the actual text! Pretty sure common.new isn't the final copy. 😉 chat.launchMessage.unauthenticatedV3Type1 #LLMtesting #Langchain

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

Asked @deepseek_ai, "Why are you hallucinating?" and got a rambling response with no clear explanation. Just a bunch of mixed ideas and no real depth. AI still has a long way to go! #AI #DeepSeek #LLMTesting

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

techstrong.ai/building-with-… Establishing a strong tech stack and repeatable workflow provides the structure needed to accelerate LLM app deployment and ensure quality. #llmmonitoring #llmquality #llmtesting #llmops

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

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

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

Funny how the 'Brainstorm' button showed up 3 weeks after I published a symbolic protocol for promptless ideation. No credit. Just silence. But structure remembers. zenodo.org/records/159717… #StatelessAI #EmotionalAI #LLMTesting #GPT5 #Gemini #Grok4 #AIUX #RLHF #AIEthics #LLMs

🪞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

How do you build your own LLM test set for document QA? From collecting content to generating reliable Q/A pairs and running ablations. We break it down. For more check out our blog: lnkd.in/ey9d9Ks4 #RAGapps #LLMtesting #DocumentQA #AIevaluation #EnterpriseAI…

AI Needs a Mirror “Most LLMs operate in silence. @Recallnet puts them in front of each other— to reflect, to clash, to grow. Because intelligence demands feedback.” #AIFeedback #LLMTesting #RecallnetArena #OpenAGI

TruLens overview video! How you can use TruLens OSS to test & track your #LLMapp experiments. TruLens helps ensure better app performance, while minimizing risks like hallucinations and toxicity. New video from @datta_cs loom.ly/usWDoYw #LLMtesting #LLMeval #LLMstack

Looking for a better way to evaluate and track your LLM apps? Try out TruLens - we've just passed 10,000 downloads of our open source #LLMObservability library. And give us a star while you're at it... loom.ly/1oQECN8 #LLMapps #LLMtesting #GenAI