Neurl Creators Community @NeurlCreators

School taught everyone the same way. AI won’t. By 2026, lessons will adapt to your brain → real-time difficulty, personalized formats, even hidden talent detection. What skill would you master first with AI learning? #AIEducation #FutureOfLearning #EdTech

That call from your boss? That plea from your mom? 👉 Could be an AI clone. Voice cloning is here. Friend or foe? 🎥 60s explainer. Watch before the next call comes in. #VoiceAI #AIsecurity #Deepfakes

The AI choice dilemma is real 😭 ChatGPT: Huge ecosystem, plugins, brand recognition Claude: Better reasoning, massive context, more helpful Plot twist: Use both. Different tools for different jobs. Stop overthinking, start prompting 🚀 #AI #ChatGPT #Claude #LLM #AITwitter

AI paints in 3 seconds. Humans take 3 hours. So who wins in 2025? 🤯 73% of people still picked the human poem over AI’s. The future? Cyborg creators: humans + AI, building what neither could alone. #AIvsHuman #GenerativeAI #Creativity

Milvus = the Kubernetes of vector DBs. ⚡ Open-source beast 📈 Scales like crazy 🛠️ Self-hosted or Zilliz Cloud 💪 Best for teams chasing flexibility + scale 🎥 Snippet from our Vector DB breakdown. Follow @NeurlCreators. #Milvus #Zilliz #VectorDB #AIInfra

AI today: confidently wrong. AI tomorrow: bias-free training, confidence scores… even self-correction. 🤯 🎥 Snippet from Future Proofing AI Follow @NeurlCreators for more. #FutureOfAI #AItrust #ResponsibleAI

Building agents ≠ wiring prompts + APIs from scratch. The OpenAI Agent SDK gives you a clean trio: Agent (reason), Tools (do), Runner (manage). Why it matters → faster builds, modular voice agents, less boilerplate. Follow @NeurlCreators. #AgentSDK #VoiceAI #AIagent

ChromaDB = the VS Code of vector DBs. ⚡ Local-first 🛠️ Hacker-friendly 🤝 Great with LangChain 🔥 Perfect for RAG prototypes Best fit: LLM experimenters & tinkerers. 🎥 Snippet from our Vector DB breakdown. Follow @NeurlCreators. #ChromaDB #VectorDB #RAG #LangChain

Running GPT-4o, Claude 3, Mistral? Don’t juggle APIs. ⚡ LiteLLM reroutes calls for cost + uptime: Cheaper off-peak defaults Auto failover when a model lags No code changes Swiss-Army gateway for LLMs. 🎥 Watch the breakdown → #LiteLLM #AIinfra #LLMops #AgentOps

“What if AI supported court reporters?” ⚖️ We built one with Deepgram Nova-3: 🗣️ Real-time transcription 👥 Speaker diarization ⏱️ Precise timestamps 🎥 Full code + guide on The Neural Blueprint. #SpeechToText #Deepgram #AIinfra #AItools

AI doesn’t just make mistakes. It makes them confidently. 🤯 Hallucinations happen when training bias + black-box reasoning collide. Fixes? RAG, oversight, XAI, synthetic data… even self-correcting AI. 🎥 Full explainer here → #AIhallucinations #RAG #ResponsibleAI #XAI

LLMs as DataFrames? 📊 Fenic (OSS, PySpark-inspired) makes inference a column op: map, classify, extract, semantic.join. 4/5 in our latest SubStack Tool Review → neurlcreators.substack.com/p/fenic-datafr… #LLMops #AIinfra #DataEngineering #OpenSourceAI

Building trustworthy AI isn’t just a tech problem, it’s a team sport. 🏆 Standards. Transparency. Critical thinking. The goal? Honest AI + humans who know how to work with it. 🎥 Snippet from Future Proofing AI. #TrustworthyAI #ResponsibleAI #AIethics

Turn your agent voice‑native: audio → STT → LLM + tools → TTS. Real‑time, modular, action‑capable. 🎥 Snippet from Building Voice Agents with OpenAI Agent SDK. Playbook in thread. Follow @NeurlCreators. #VoiceAI #AgentOps #AgentSDK #RealTimeAI

We made AI bigger. We made it faster. We forgot to make it accurate. 🤦‍♂️ Our latest video breaks down where hallucinations come from and how RAG, human oversight & XAI fix them. 📽️ Watch here → youtube.com/watch?v=Udp_-w… #AIAccuracy #RAG #XAI #AIinfra

BLEU says fail. Model says correct. Who’s lying? 🤔 📌 One-pager inside — follow @NeurlCreators for more AI agent micro-wins. #AIevals #LLMops #RAG

RAG talking gibberish? 🫠 Likely: bad chunking, weak embeddings, no reranker. Fix: ⚡ Smart chunking ⚡ Domain embeddings ⚡ Cross-encoder rerank 📌 Save this for later and follow @NeurlCreators for more micro-wins. #RAG #AIinfra #LLMstack

Same résumé. Different scores. Bias is already in your AI and here’s how to catch it before it causes harm. 🎥 Watch the explainer and follow @NeurlCreators for more ML insights. #FairAI #ResponsibleAI #BiasInAI #MLOps

Still wrangling glue code to make your agents talk to tools? 🔧 MCP changes that: ⚡ Real-time streaming 🛠️ Plug-and-play tools 🌐 Bi-directional HTTP handshake 🧩 Model + language agnostic Stop rewriting wrappers. Start building agents. #MCP #AgentOps #AIInfra #OpenAgents

Search ≠ keywords anymore. Embeddings are useless if you can’t retrieve them fast. That’s where vector DBs come in. 🎥 We break down the top 6 vector DBs you need to know. Follow @NeurlCreators for more. #RAG #VectorDB #AIInfra #SemanticSearch #LLMStack