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The Complete Guide to Using Pydantic for Validating LLM Outputs
General

The Complete Guide to Using Pydantic for Validating LLM Outputs

In this article, you will learn how to turn free-form large language model (LLM) text into reliable, schema-validated Python objects with Pydantic. Topics we will cover include: Designing robust Pydantic models (including custom validators and nested schemas). Parsing “messy” LLM outputs safely and surfacing precise validation errors. Integrating validation with OpenAI, LangChain, and LlamaIndex plus…

Dec 10 57 views
Google Rolls Out AI Plus Plan In India With Expanded Access To Gemini 3 Pro; Check Storage And Subscription Price | Technology News
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Google Rolls Out AI Plus Plan In India With Expanded Access To Gemini 3 Pro; Check Storage And Subscription Price | Technology News

Google AI Plus Plan Price: Google has launched Google AI Plus in India, a new subscription plan that gives users access to its latest AI models, multimedia tools and other advanced features. With this plan, Google’s Gemini AI is directly integrated into apps like Gmail and Google Docs, and users also get extra storage and…

Dec 10 58 views
Google, Microsoft And Amazon Bet Big On India With Huge $67.5 Billion Total Investments | Technology News
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Google, Microsoft And Amazon Bet Big On India With Huge $67.5 Billion Total Investments | Technology News

New Delhi: India is rapidly emerging one of the world’s most attractive destinations for artificial intelligence (AI) investments, with three global technology giants Amazon, Microsoft and Google have announced $67.5 billion commitments to build the country’s digital future. A young population, affordable data and a fast-growing digital ecosystem are helping transform India into a major…

Dec 10 45 views
Apple iPhone 16, iPhone 16 Pro Max Get Massive Discount On THIS Platform; Check Camera, Battery, Display, Price And Other Specs | Technology News
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Apple iPhone 16, iPhone 16 Pro Max Get Massive Discount On THIS Platform; Check Camera, Battery, Display, Price And Other Specs | Technology News

Apple iPhone 16 Pro Max Flipkart Price: Flipkart’s Buy Buy 2025 sale is going to end with in couple of days. This sale is offering some of the biggest year end deals on popular gadgets. One of the best offers in this sale is on Apple’s iPhone 16 and iPhone 16 Pro Max. Flipkart is…

Dec 10 51 views
General

Creating a Llama or GPT Model for Next-Token Prediction

import dataclasses import torchimport torch.nn as nnimport torch.nn.functional as Ffrom torch import Tensor  @dataclasses.dataclassclass LlamaConfig:    """Define Llama model hyperparameters."""    vocab_size: int = 50000  # Size of the tokenizer vocabulary    max_position_embeddings: int = 2048  # Maximum sequence length    hidden_size: int = 768  # Dimension of hidden layers    intermediate_size: int = 4*768  # Dimension of MLP's hidden layer    num_hidden_layers: int = 12  # Number of transformer layers    num_attention_heads: int = 12  #…

Dec 10 57 views
Apple Upbeat On India Expansion, Opens Retail Store In Noida, 5th In Country | Technology News
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Apple Upbeat On India Expansion, Opens Retail Store In Noida, 5th In Country | Technology News

Noida: US tech giant Apple on Wednesday previewed Apple Noida, its first retail store here and fifth in the country so far. Located in DLF Mall of India, the new store brings together Apple’s full lineup of products and services. The new retail store in Noida is part of Apple’s retail expansion that began in…

Dec 10 56 views
Vivo X300, Vivo X300 Pro Go On Sale In India; Check Camera, Battery, Display, Price, Availability, And Bank Offers | Technology News
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Vivo X300, Vivo X300 Pro Go On Sale In India; Check Camera, Battery, Display, Price, Availability, And Bank Offers | Technology News

Vivo X300 Series Price In India: Chinese smartphone brand Vivo has officially announced the start of sales for its latest flagship lineup, the Vivo X300 and Vivo X300 Pro, in India, following their launch last week. The Vivo X300 series also marks the India debut of Vivo’s Android 16-based OriginOS 6, which formally replaces FunTouchOS…

Dec 10 59 views
ChatGPT Logs Biggest User Growth Rate Among Smartphone Apps In S. Korea | Technology News
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ChatGPT Logs Biggest User Growth Rate Among Smartphone Apps In S. Korea | Technology News

Seoul: ChatGPT, a generative artificial intelligence (AI) platform of OpenAI, recorded the biggest rate of increase in its smartphone app users among all apps available in South Korea this year, a survey showed on Wednesday.  Users of the ChatGPT app grew 196.6 percent in November compared with January, making it the app with the most…

Dec 10 69 views
Apple Rolls Out 'Tap to Pay' Feature On iPhone; How It Works And Which Platforms Offer This Service- Details | Technology News
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Apple Rolls Out 'Tap to Pay' Feature On iPhone; How It Works And Which Platforms Offer This Service- Details | Technology News

Apple's Tap To Pay Feature: The Cupertino-based tech giant has rolled out the Tap to Pay on iPhone feature in Hong Kong. With this Apple's Tap to Pay feature, the thousands of merchants can accept payments through iPhones directly via the contactless method, and they don’t need any additional hardware or terminals. Hence, the merchants…

Dec 10 54 views
Microsoft To Invest $17.5 Bn In India To Scale Up AI, PM Modi Says... | Technology News
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Microsoft To Invest $17.5 Bn In India To Scale Up AI, PM Modi Says... | Technology News

New Delhi: Global tech giant Microsoft announced on Tuesday that it is investing $17.5 billion in India over the next four years (2026-2029) to drive AI diffusion in the country, with Prime Minister Narendra Modi asserting that the country's youth "will harness this opportunity to innovate and leverage the power of AI for a better…

Dec 10 53 views
Prompt Engineering for Time Series Analysis
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Prompt Engineering for Time Series Analysis

In this article, you will learn practical prompt-engineering patterns that make large language models useful and reliable for time series analysis and forecasting. Topics we will cover include: How to frame temporal context and extract useful signals How to combine LLM reasoning with classical statistical models How to structure data and prompts for forecasting, anomalies,…

Dec 9 72 views
General

Top 5 Agentic AI LLM Models

In 2025, “using AI” no longer just means chatting with a model, and you’ve probably already noticed that shift yourself.

Dec 9 62 views