#llmtesting 搜尋結果

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

truffle's tweet image. 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


[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

yura_pinklove's tweet image. [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
yura_pinklove's tweet image. [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
yura_pinklove's tweet image. [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
yura_pinklove's tweet image. [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

🪞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

TheMaskParadox's tweet image. 🪞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

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

Jace_blog's tweet image. 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
Jace_blog's tweet image. 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
Jace_blog's tweet image. 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

Jace_blog's tweet image. 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
Jace_blog's tweet image. 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
Jace_blog's tweet image. 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

Jace_blog's tweet image. 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
Jace_blog's tweet image. 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
Jace_blog's tweet image. 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

🚀 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

Jace_blog's tweet image. 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
Jace_blog's tweet image. 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
Jace_blog's tweet image. 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
Jace_blog's tweet image. 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

Jace_blog's tweet image. 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
Jace_blog's tweet image. 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
Jace_blog's tweet image. 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

Jace_blog's tweet image. 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
Jace_blog's tweet image. 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
Jace_blog's tweet image. 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

Jace_blog's tweet image. 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
Jace_blog's tweet image. 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
Jace_blog's tweet image. 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
Jace_blog's tweet image. 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

Jace_blog's tweet image. 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
Jace_blog's tweet image. 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
Jace_blog's tweet image. 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
Jace_blog's tweet image. 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

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


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

tapomoyadhikari's tweet image. 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

7/8: Write tests with pytest-langchain! No more flaky assertions—Firecrawl ensures your pipeline is tested on real, stable web content every time. #pytest #LLMtesting #CI


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

Techstrongai's tweet image. 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

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

truffle's tweet image. 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


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


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…


Compare models like Mistral, Gemini, GPT, Claude, Mixtral & more in one click. Only on Yupp. #LLMtesting


Compare models like Mistral, Gemini, GPT, Claude, Mixtral & more in one click. Only on Yupp. #LLMtesting


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

Jace_blog's tweet image. 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
Jace_blog's tweet image. 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
Jace_blog's tweet image. 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

Jace_blog's tweet image. 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
Jace_blog's tweet image. 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
Jace_blog's tweet image. 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

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