GoKawiil - Latest Tech News & Aggregated Headlines

Swapping LLMs isn’t plug-and-play: Inside the hidden cost of model migration

Source: venturebeat.com | By Lavanya Gupta

Published on: 2025-04-23 14:55:20

Swapping large language models (LLMs) is supposed to be easy, isn’t it? After all, if they all speak “natural language,” switching from GPT-4o to Claude or Gemini should be as simple as changing an API key… right? In reality, each model interprets and responds to prompts differently, making the transition anything but seamless. Enterprise teams who treat model switching as a “plug-and-play” operation often grapple with unexpected regressions: broken outputs, ballooning token costs or shifts in

Keywords: context different model models prompt

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OpenAI hires team behind GV-backed AI eval platform Context.ai

Source: techcrunch.com | By Ivan Mehta

Published on: 2025-04-26 19:13:18

Context.ai, a startup building evaluations and analytics for AI models, announced Tuesday that its co-founders will join OpenAI. Context.ai plans to wind down its products following the acqui-hire, per a message on the company’s website. When reached for comment, OpenAI declined to reveal the terms of the deal. “Evals are a requirement to building high-performing AI applications, but they’re hard to get right today,” reads the message. “We spent two years building evals and analytics for [mode

Keywords: ai building context model openai

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Role of Databases in GenAI Applications

Source: computer.org | By Laurel Tweed

Published on: 2025-04-27 05:00:42

Introduction to Generative AI Generative AI (GenAI) represents a transformative leap in artificial intelligence, enabling machines to create human-like content, generate insights, and enhance decision-making across various domains. Unlike traditional AI models that classify or predict based on predefined patterns, GenAI leverages advanced machine learning techniques, such as deep learning and large language models (LLMs), to generate text, images, code, audio, and more. These AI models, trained

Keywords: ai context data database user

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OpenAI debuts its GPT-4.1 flagship AI model

Source: theverge.com | By Jess Weatherbed

Published on: 2025-04-29 07:42:38

OpenAI has introduced GPT-4.1, a successor to the GPT-4o multimodal AI model launched by the company last year. During a livestream on Monday, OpenAI said GPT-4.1 has an even larger context window and is better than GPT-4o in “just about every dimension,” with big improvements to coding and instruction following. GPT-4.1 is now available to developers, along with two smaller model versions. That includes GPT-4.1 Mini, which, like its predecessor, is more affordable for developers to tinker with

Keywords: 4o context gpt model openai

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Bigger isn’t always better: Examining the business case for multi-million token LLMs

Source: venturebeat.com | By Rahul Raja

Published on: 2025-04-30 02:30:00

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More The race to expand large language models (LLMs) beyond the million-token threshold has ignited a fierce debate in the AI community. Models like MiniMax-Text-01 boast 4-million-token capacity, and Gemini 1.5 Pro can process up to 2 million tokens simultaneously. They now promise game-changing applications and can analyze entire codebases, legal contracts or research pape

Keywords: ai context large models rag

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The “S” in MCP Stands for Security

Source: news.ycombinator.com | By Elena Cross

Published on: 2025-05-11 04:42:28

🤖 What Is MCP and Why Should You Care? MCP, short for Model Context Protocol, is the hot new standard behind how Large Language Models (LLMs) like Claude, GPT, or Cursor integrate with tools and data. It’s been described as the “USB-C for AI agents.” It allows agents to: Connect to tools via standardized APIs Maintain persistent sessions Run commands (sometimes too freely) Share context across workflows But there’s one big problem… ⚠️ MCP is not secure by default. And if you’ve plugged

Keywords: agents arbitrary context mcp tools

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The "S" in MCP Stands for Security

Source: news.ycombinator.com | By Elena Cross

Published on: 2025-05-11 14:42:28

🤖 What Is MCP and Why Should You Care? MCP, short for Model Context Protocol, is the hot new standard behind how Large Language Models (LLMs) like Claude, GPT, or Cursor integrate with tools and data. It’s been described as the “USB-C for AI agents.” It allows agents to: Connect to tools via standardized APIs Maintain persistent sessions Run commands (sometimes too freely) Share context across workflows But there’s one big problem… ⚠️ MCP is not secure by default. And if you’ve plugged

Keywords: agents arbitrary context mcp tools

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Show HN: GitMCP is an automatic MCP server for every GitHub repo

Source: news.ycombinator.com | By Unknown

Published on: 2025-05-14 19:28:44

GitMCP creates a dedicated Model Context Protocol (MCP) server for any GitHub project, enabling AI assistants to understand your code in context. Code Understanding AI assistants gain a deep context of the code repo, reading llms.txt, llms-full.txt, readme.md and more, making their responses more accurate and relevant. Instant Setup No complex configuration needed. Just point to your GitHub repository and connect your AI tools.

Keywords: ai assistants code context github

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Why The Last of Us Season 2 Changes When We Learn About Abby

Source: gizmodo.com | By Germain Lussier

Published on: 2025-05-30 10:15:26

Part of what makes The Last of Us Part II so great as a video game is the dispersal of information. Key facts are held for just the right time so that when they land, they create the maximum emotional impact. And, obviously, that’ll carry over to season two of The Last of Us TV show. In the case of one key character, though—Abby, played by Kaitlyn Dever—it’ll happen in a very different way. Keeping things spoiler-light, in the video game, Abby is the main antagonist throughout the first half. I

Keywords: abby certain context game things

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Samsung One UI 7 Will Arrive Next Month With Smarter AI

Source: cnet.com | By See Full Bio

Published on: 2025-06-03 01:30:03

Samsung is bringing its AI-driven One UI 7 interface to Galaxy phones and tablets next month. The new mobile software for Android will be available starting April 7 on various devices -- beginning with the Galaxy S24 series, the Galaxy Z Fold 6 and Z Flip 6 -- then will expand to more phones and tablets, the company said Tuesday. One UI 7 introduces a new design and interface built specifically for artificial intelligence, promising more personalization and control. The move comes as tech comp

Keywords: ai context said time ui

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“Vibe Coding” vs. Reality

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-02 22:35:51

"Vibe Coding" vs Reality Published Mar 19, 2025 There's a trend on social media where many repeat Andrej Karpathy's words (archived): "give in to the vibes, embrace exponentials, and forget that the code even exists." This belief — like many flawed takes humanity holds — comes from laziness, inexperience, and self-deluding imagination. It is called "Vibe Coding." "Embrace the exponentials" sounds like it came from an NFT junkie. Like the NFT crowd, there is a bubble of unreality they cling t

Keywords: coding context like model vibe

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The future of AI is Ruby on Rails

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-02 18:33:27

Large language models are very good at generating and editing code. Right now, it’s probably the “killer app” of AI: the companies actually making money from language models - like GitHub Copilot, Cursor, Windsurf - are all doing code generation. This works astonishingly well at small scale, but there’s an obvious problem when the codebase grows larger. Tools that write the code for you will hit a wall once the codebase can’t fit inside the model context. Changes suddenly stop working, and atte

Keywords: code context golang human language

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Lock Contention

Source: news.ycombinator.com | By Maksim Kita'S Blog

Published on: 2025-05-30 10:47:08

Overview Recently, I revisited Resolving a year-long ClickHouse lock contention post and spoke about it at C++ Russia 2025 conference. I wanted to provide more information about the development process and some technical details that were not covered in the original post. Motivation In 2022 in Tinybird, there was a huge CPU underutilization in one of our clusters during the high load period. It was unclear what was the issue. There were no IO/Network/Memory bottlenecks. In ClickHouse all as

Keywords: context lock mutex shared thread

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Samsung's One UI 7 to Arrive Next Month With Smarter AI Features

Source: cnet.com | By See Full Bio

Published on: 2025-06-07 22:58:00

Samsung will bring its AI-driven One UI 7 interface to Galaxy phones and tablets next month. The company said the new mobile software for Android will be available starting April 7 on various devices -- beginning with the Galaxy S24 series, the Galaxy Z Fold 6 and Z Flip 6 -- then will expand to more phones and tablets over time. One UI 7 introduces a new design and interface built specifically for AI, promising more personalization and control for users. Read more: Best Samsung Phone of 2025

Keywords: ai context time ui users

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Building Agentic Flows with LangGraph and Model Context Protocol

Source: news.ycombinator.com | By Sagi Medina

Published on: 2025-06-10 11:49:56

In the newly released 1.0 version of Qodo Gen, our IDE plugin for AI coding and testing, we introduce agentic workflows that let AI make dynamic decisions to navigate complex coding tasks. To enable agentic capabilities in Qodo Gen we restructured our infrastructure using two key technologies: LangGraph for structured agentic workflows and Anthropic’s Model Context Protocol (MCP) for standardized integration of external tools. In this blog, we’ll walk through how we evolved our infrastructure

Keywords: agentic ai context tool tools

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People in this career are better at seeing through optical illusions

Source: arstechnica.com | By Unknown

Published on: 2025-06-12 07:30:33

Optical illusions are great fun, and they fool virtually everyone. But have you ever wondered if you could train yourself to unsee these illusions? Our latest research suggests that you can. Optical illusions tell a lot about how people see things. For example, look at the picture below. The two orange circles are identical, but the one on the right looks bigger. Why? We use context to figure out what we are seeing. Something surrounded by smaller things is often quite big. Our visual system t

Keywords: context illusion illusions people perception

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Show HN: Open-Source MCP Server for Context and AI Tools

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-14 05:15:20

Large Language Models (LLMs) are powerful, but they’re limited by fixed context windows and outdated knowledge. What if your AI could access live search, structured data extraction, OCR, and more—all through a standardized interface? We built the JigsawStack MCP Server, an open-source implementation of the Model Context Protocol (MCP) that lets any AI model call external tools effortlessly. Here’s what it unlocks: - Web Search & Scraping: Fetch live information and extract structured data fro

Keywords: ai context data jigsawstack mcp

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Gemma3 – The current strongest model that fits on a single GPU

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-21 03:48:15

This model requires Ollama 0.6 or later. Download Ollama Gemma is a lightweight, family of models from Google built on Gemini technology. The Gemma 3 models are multimodal—processing text and images—and feature a 128K context window with support for over 140 languages. Available in 1B, 4B, 12B, and 27B parameter sizes, they excel in tasks like question answering, summarization, and reasoning, while their compact design allows deployment on resource-limited devices. Models Text 1B parameter m

Keywords: context gemma model ollama window

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Here’s how Apple could fix its Apple Intelligence summary shortcomings

Source: 9to5mac.com | By Michael Burkhardt

Published on: 2025-06-25 13:19:16

Among all of the Apple Intelligence features announced at WWDC24 last summer, notification summaries are likely one of the more controversial ones. Users have noticed a number of inaccurate summaries, which has resulted in Apple tweaking the design of notification summaries, as well as disabling it for news stories. While these summaries will never be absolutely perfect, there is one way Apple could easily improve the quality and accuracy of them, and I’d like to see them take this idea into co

Keywords: apple context model notification summaries

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MCP vs. API Explained

Source: news.ycombinator.com | By Norah Sakal

Published on: 2025-06-25 09:32:18

MCP (Model Context Protocol) is a new open protocol designed to standardize how applications provide context to Large Language Models (LLMs). Think of MCP like a USB-C port but for AI agents: it offers a uniform method for connecting AI systems to various tools and data sources. This post breaks down MCP, clearly explaining its value, architecture, and how it differs from traditional APIs. The Model Context Protocol (MCP) is a standardized protocol that connects AI agents to various external

Keywords: ai context data mcp tools

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Show HN: Shelgon: A Framework for Building Interactive REPL Shells in Rust

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-29 04:32:12

Shelgon Shelgon is a robust Rust framework for building interactive REPL (Read-Eval-Print Loop) applications and custom shells. It provides a flexible, type-safe foundation with built-in terminal UI capabilities using ratatui . Features 🛡️ Type-safe Command Execution - Like Shelgon's protective shell, your commands are wrapped in a type-safe interface - Like Shelgon's protective shell, your commands are wrapped in a type-safe interface 🔄 Async Runtime Integration - Built on tokio for high-pe

Keywords: command commands context shelgon type

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Contextual AI’s new AI model crushes GPT-4o in accuracy — here’s why it matters

Source: venturebeat.com | By Michael Nuñez

Published on: 2025-07-04 12:00:00

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More Contextual AI unveiled its grounded language model (GLM) today, claiming it delivers the highest factual accuracy in the industry by outperforming leading AI systems from Google, Anthropic and OpenAI on a key benchmark for truthfulness. The startup, founded by the pioneers of retrieval-augmented generation (RAG) technology, reported that its GLM achieved an 88% factual

Keywords: ai contextual language model rag

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