Thursday, August 7, 2025

Introducing GPT‑5: A Smarter, Faster, More Helpful AI



Introducing GPT‑5: A Smarter, Faster, More Helpful AI

🛒 Explore Smart Assistants on Amazon


A Leap in Unified AI Intelligence

OpenAI’s GPT‑5 introduces a groundbreaking unified reasoning system—smart enough to choose between quick answers and deep insights. It mimics human decision-making with stunning accuracy.
🛒 Shop AI-Powered Devices


Thinking Smarter, Performing Better

  • Coding: Developers can now build and debug UIs faster, thanks to GPT‑5’s ability to write clean and aesthetic code.
    🛒 Top Programming Tools

  • Writing & Communication: GPT‑5 is like a writing coach in your pocket—helping with blogs, speeches, and corporate memos.
    🛒 Best-Selling Notebooks for Creators

  • Health & Real-world Queries: It’s now more accurate when answering sensitive questions, making it ideal for everyday support.
    🛒 Smart Health Gadgets


Customization and Control for Developers

API updates in GPT‑5 bring you full control over verbosity and reasoning depth—great for building both chatbots and analytical tools.
🛒 Dev Essentials on Amazon

Custom tool calling now allows developers to define interactions through plain text grammars, opening the door to smarter, rule-based apps.
🛒 Natural Language Processing Books

With gpt‑5, gpt‑5‑mini, and gpt‑5‑nano, developers get performance, precision, and flexibility across workloads.
🛒 High-Performance Laptops


ChatGPT Upgrades: Smarter, More Personalized, and Safe

From personal tones and voices to new integrations with Gmail and Google Calendar, ChatGPT with GPT‑5 becomes your full-time AI assistant.
🛒 Smart Office Tools

It’s safer too—OpenAI added better grounding, fewer hallucinations, and less sycophancy in responses.
🛒 Cybersecurity Starter Kits


Widespread Availability & Subscription Access

GPT‑5 is now live in ChatGPT. Free users get a taste, but Plus and Pro subscribers enjoy full access—especially to GPT‑5 Pro, designed for deeper thinking.
🛒 Productivity Subscriptions & Deals

If you’re a creator, researcher, or executive—now’s the time to explore what GPT‑5 can do for you.
🛒 Best Tech for Entrepreneurs


Why This Matters for You (and Your Readers)

Whether you're a developer, a business owner, or a tech-savvy content creator, GPT‑5 enhances your creative, analytical, and operational game.
🛒 AI for Everyone

Let this new AI revolution power your productivity—the future is not just intelligent, it’s conversational.
🛒 Voice-Controlled Productivity Tools



Wednesday, August 6, 2025

OpenAI’s open‑weight large language model- gpt‑oss‑120b

 The gpt‑oss‑120b is one of OpenAI’s newly released open‑weight large language models (as of August 2025). It is designed to offer high reasoning and coding performance, while being freely available for download and use, including fine-tuning and commercial deployment.


🔍 Overview of gpt‑oss‑120b

Feature Description
Model type Mixture-of-Experts (MoE)
Total parameters ~120 billion
Active parameters ~12.7 billion per forward pass
Number of layers 36 transformer layers
Experts per layer 128 experts
Experts activated 4 per token
Context window 128,000 tokens
License Apache 2.0 (permissive, commercial use allowed)
Release date August 5, 2025
Performance Comparable to OpenAI's proprietary GPT-4o-mini
Hardware support Optimized for multi-GPU systems (e.g., 4×A100, 8×H100), also available via Hugging Face, Databricks, and AWS

⚙️ How It Works (Mixture-of-Experts)

  • In a Mixture-of-Experts architecture:

    • Each layer contains 128 separate expert networks.

    • For each input token, only 4 of those experts are activated.

    • This makes the model more efficient (lower compute cost) while preserving high performance.

This sparse activation allows the model to scale to 120B total parameters without requiring the compute of a dense 120B model.


🧠 Capabilities

  • High performance on benchmarks:

    • Reasoning: MMLU, ARC, and Big-Bench Hard

    • Math: GSM8K

    • Coding: HumanEval, MBPP

    • Health: HealthBench

  • Handles long documents and conversations (128K token context)

  • Effective at:

    • Chain-of-thought reasoning

    • Tool use

    • Instruction following

    • Summarization and question answering


🛠️ How You Can Use It


🔐 Safety & Policy

  • Released after extensive safety testing including simulated misuse, red-teaming, and external evaluations.

  • Not a fully open-source model (training data and pretraining code are not released), but open weights mean you have full access to the model for any use case, under the Apache 2.0 license.


📦 Where to Get It

  • Direct download from OpenAI’s GitHub (or via Hugging Face and other ML model hubs)

  • Works with:

    • Transformers libraries (transformers, vllm)

    • Tools like LangChain, LlamaIndex

    • Popular inference backends like vLLM and TGI

https://amzn.to/4lmPQWV

Monday, August 4, 2025

How to create databricks View with COMMENT in column for AI use

 

How to create databricks View with COMMENT in column for AI use


CREATE OR REPLACE VIEW prod_catalog.mrt_corp.testvwdata (

  STATEID STRING COMMENT 'State ID',

  AFFILIATIONID STRING COMMENT 'Affiliation ID',

  AGE INT COMMENT 'Age',

  AGE_CAT STRING COMMENT 'Age Category'

) AS

SELECT 

  STATEID,

  AFFILIATIONID,

  AGE,

  AGE_CAT

FROM prod_catalog.mrt_corp.MM;