#Ai
Stanford introduced a simple prompting trick that boosts LLM creativity without retraining. Adding a short verbalized-sampling cue makes the model surface multiple possibilities instead of collapsing into predictable answers caused by alignment and typicality bias. By asking for a distribution, not a single reply, the model recovers much of its lost diversity and generates richer outputs.
#LLM #AIResearch #GenerativeAI #PromptEngineering #MachineLearning #ModelAlignment
Do you really know what generative AI is?
Generative AI is a type of artificial intelligence designed to create new content rather than simply analyzing or classifying data. Instead of simply recognizing patterns, it generates text, images, music, code, voice, or even videos that never existed before, even if they are inspired by training data. #ai #innovation #MachineLearning
 [#innovation](/hashtag/innovation) [#MachineLearning](/hashtag/machinelearning)](https://res.cloudinary.com/des1oxvv7/image/upload/v1756301965/bsn_user_banner/a7a9de9c-aa4e-4265-a14b-d40d7d832ef6.jpg)
Lovable AI accelerates app development with code generation, rapid prototyping, and automated workflows that reduce time and costs. Its biggest advantage is speed. However, it can produce under-optimized solutions, rely too heavily on templates, and require manual reviews for quality, security, and scalability. Ideal for MVPs, but it's not a substitute for a solid technical team.
The problem arises when your idea is more ambitious and you need more resources such as third-party support, integration with other systems, and architecture.
When two models share the same accuracy but differ in confidence, choosing the overconfident one can be risky. Modern neural networks often output inflated probabilities, making decisions unreliable. Calibration reveals whether a model’s confidence matches real outcomes. If probabilities matter and both models perform equally, the better calibrated model is the safer choice.
#ai #MachineLearning
Is TensorFlow relevant in 2026? Yes, but its role has changed.
The current distribution is as follows:
PyTorch dominates research and GenAI (over 85% of new articles/LLMs).
TensorFlow remains the industry backbone for enterprise deployment and edge AI (TFX, TF Lite).
The innovation is Keras 3, which bridges the gap by allowing code to run on JAX, PyTorch, or TF backends.
Learn PyTorch to invent and learn TensorFlow to deploy at scale. But it's still relevant!
Do you want to learn Ai?
Take a look at this roadmap to get started on AI engineering, this is a free repo to hold your hand along the way. it includes the courses, youtube videos, and blog posts, all you need to self-learn critical topics:
→ mathematics of machine learning
→ ML and computer vision
→ deep neural networks
→ gen AI and RAG
→ agentic AI
→ reinforcement learning
check it out here: https://github.com/aadi1011/AI-ML-Roadmap-from-scratch
In a very short time, no one will be able to think clearly, learn anything new, imagine, invent, analyze, reason, make decisions, or solve problems without an AI holding their hand. We are atrophying our minds at breakneck speed, and just so there's no doubt: I even wrote this very text with the help of artificial intelligence.
Just watch this movie! Idiocracy from 2006 isn't far from reality. Especially on social media, everything that used to be considered intelligent now means being stupid. But we still have time to improve.
Thanks #ai
](https://res.cloudinary.com/des1oxvv7/image/upload/v1763994884/articles/367efd6e-1065-4732-8331-6f39b0eadd52.png)
TensorFlow can help you turn manual checks into intelligent automation. It's really worth it. This was implemented in #Angular
Imagine you want to classify posts or detect inappropriate content before saving them, just like GoConnect does now. With a trained machine learning model, you can do this in real time. Check out the example code.
#TensorFlow #ai #technology #innovation
async validatePost() {
if (this.isModelReady && this.postContent.trim()) {
this.predictionResult = 'Predicting...';
const predictedLabel = await this.postValidatorService.predict(
this.postContent
);
this.predictionResult = `The predicted label is: ${predictedLabel}`;
} else if (!this.postContent.trim()) {
this.predictionResult = 'Please enter some text to validate.';
}
}
🚨 Breaking: Google tightens Gemini 3 Pro free limits amid high demand!
- Free: "Basic access" to Thinking mode (was 5 prompts/day) – limits fluctuate!
- Nano Banana Pro images: Down to 2/day (was 3)
- NotebookLM: Free users lose Infographics/Slide Decks access; Pro gets caps
Paid tiers unchanged. Upgrade for unlimited? 🤔
 [#GoogleAI](/hashtag/googleai) [#AI](/hashtag/ai) [#TechNews](/hashtag/technews) [#NanoBananaPro](/hashtag/nanobananapro) [#NotebookLM](/hashtag/notebooklm)](https://res.cloudinary.com/des1oxvv7/image/upload/v1764314325/articles/6212777b-b308-4241-82d8-860e3f05b298.jpg)
How #TensorFlow.js helps filter social media noise. (Architecture explanation)
A detailed walkthrough of the architecture and cost strategy behind GoConnect, showing how the platform validates social media posts with speed and efficiency.
#Angular #Veo3 #Ai #ChatGPT #JavaScript #SocialMediaMarketing
Google just dropped Antigravity and it feels like coding with superpowers, multi-agent control, NL commands, browser-in-the-loop, and an IDE that actually thinks. If your dev flow still feels 2020… it’s time for liftoff. 🚀 #AIIDE https://antigravity.google/
 https://antigravity.google/](https://res.cloudinary.com/des1oxvv7/image/upload/v1763736515/articles/bb934ec6-95a9-4791-9cc8-b7dd0558a0ce.png)
When you do not know what a snippet does. Ask #AI by using this prompt:
Analyze the fragment like a senior developer and offer a clear, brief, and technical explanation of the function, describing the purpose of each statement without going into more detail than necessary.
Nvidia remains the king of AI chips, but credit where credit is due. Google is launching Gemini 3 with its own chips, and Meta could use them in its data centers. Nvidia, of course, responds that its chips are a generation ahead.
Latitude's new AI-powered SQL Assistant uses GPT-3 to generate SQL in real time, helping teams explore and analyze data much faster. Connect multiple sources, run queries, and visualize results all in minutes. Good stuff https://latitude.so/
Top 5 trends
GoConnect links 5 people in a Circle with chat, audio, wiki, and shared resources to collaborate efficiently.