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Modular Interpreters and Visitors in Rust with Extensible Variants and CGP

news.ycombinator.com Unknown 2025-07-19 06:16:51

Programming Extensible Data Types in Rust with CGP - Part 2: Modular Interpreters and Extensible Visitors Posted on 2025-07-09 Authored by Soares Chen Discuss on Reddit, GitHub or Discord. This is the second part of the blog series on Programming Extensible Data Types in Rust with CGP. You can read the first part here. As a recap, we have covered the new release of CGP v0.4.2 which now supports the use of extensible records and variants, allowing developers to write code that operates on an

Topics: code context mathexpr output type
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Context Engineering Guide

news.ycombinator.com Unknown 2025-07-27 02:59:48

What is Context Engineering? A few years ago, many, even top AI researchers, claimed that prompt engineering would be dead by now. Obviously, they were very wrong, and in fact, prompt engineering is now even more important than ever. It is so important that it is now being rebranded as context engineering. Yes, another fancy term to describe the important process of tuning the instructions and relevant context that an LLM needs to perform its tasks effectively. Much has been written already

Topics: agent context engineering prompt query
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Context is a native macOS app that was almost entirely written by AI

9to5mac.com Marcus Mendes 2025-08-06 21:03:40

Like many image and video AI tools, which have (mostly) stopped creating people with six fingers, AI coding tools have also been making great strides. Case in point: developer Indragie Karunaratne just shipped Context, a native macOS app that was 95% built by Anthropic’s Claude Code. Anthropic has been standing out in AI-assisted development For the better part of the last year, Anthropic has pulled away from the pack when it comes to how good its Claude models are at generating code (to be fa

Topics: ai claude code context karunaratne
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Building a Mac app with Claude code

news.ycombinator.com Unknown 2025-08-11 00:55:36

I recently shipped Context, a native macOS app for debugging MCP servers. The goal was to build a useful developer tool that feels at home on the platform, powered by Apple's SwiftUI framework. I've been building software for the Mac since 2008, but this time was different: Context was almost 100% built by Claude Code1. There is still skill and iteration involved in helping Claude build software, but of the 20,000 lines of code in this project, I estimate that I wrote less than 1,000 lines by ha

Topics: app claude code context swift
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Prompting LLMs is not engineering

news.ycombinator.com Unknown 2025-08-11 09:38:04

Prompting LLMs is not engineering published in: With the proliferation of AI models and tools, there's a new industry-wide fascination with snake oil remedies called "prompt engineering". As of July 2025 the term is now "context engineering" or "context prompting" or "context manipulation". To put it succinctly, prompt engineering is nothing but an attempt to reverse-engineer a non-deterministic black box for which any of the parameters below are unknown: training set weights constraints o

Topics: context engineering models prompt specific
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Context Engineering for Agents

news.ycombinator.com Unknown 2025-08-10 10:56:20

Lance Martin TL;DR Agents need context to perform tasks. Context engineering is the art and science of filling the context window with just the right information at each step of an agent’s trajectory. In this post, I group context engineering into a few common strategies seen across many popular agents today. Context Engineering As Andrej Karpathy puts it, LLMs are like a new kind of operating system. The LLM is like the CPU and its context window is like the RAM, serving as the model’s work

Topics: agent agents context memories tool
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LLMs as Compilers

news.ycombinator.com Unknown 2025-08-15 10:05:23

LLMs as compilers 7/2/2025 by Kadhir So far, I've only used LLMs as an assistant, where I'm doing something, and an LLM helps me along the way. Code autocomplete feels like a great example of how useful it can be when it gets it right. I don't doubt that over time this will improve, but I'm excited to see a more significant transition from this assistant mode to a compiler mode, at least for coding. It will be exciting when we focus solely on the context we fed the LLM, then test the features

Topics: code compiler context features llm
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Soldier’s wrist purse discovered at Roman legionary camp

news.ycombinator.com Mark Milligan 2025-08-13 13:20:34

Archaeologists have discovered a fragment of a soldier’s wrist purse at the site of a temporary Roman camp in South Moravia, Czech Republic. The camp was established by the 10th Legion, who was stationed in the area between AD 172 and 180 during the Marcomannic Wars, a campaign against the Germanic Marcomanni, the Quadi, and the Sarmatian Iazyges. - Advertisement - The find is especially significant because it was uncovered outside the traditional boundaries of the Roman Empire. “It is quite

Topics: advertisement context held purse roman
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Soldier's wrist purse discovered at Roman legionary camp

news.ycombinator.com Mark Milligan 2025-08-14 19:20:34

Archaeologists have discovered a fragment of a soldier’s wrist purse at the site of a temporary Roman camp in South Moravia, Czech Republic. The camp was established by the 10th Legion, who was stationed in the area between AD 172 and 180 during the Marcomannic Wars, a campaign against the Germanic Marcomanni, the Quadi, and the Sarmatian Iazyges. - Advertisement - The find is especially significant because it was uncovered outside the traditional boundaries of the Roman Empire. “It is quite

Topics: advertisement context held purse roman
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The new skill in AI is not prompting, it's context engineering

news.ycombinator.com Philipp Schmid 2025-08-20 01:53:55

June 30, 2025 5 minute read Context Engineering is new term gaining traction in the AI world. The conversation is shifting from "prompt engineering" to a broader, more powerful concept: Context Engineering. Tobi Lutke describes it as "the art of providing all the context for the task to be plausibly solvable by the LLM.” and he is right. With the rise of Agents it becomes more important what information we load into the “limited working memory”. We are seeing that the main thing that determine

Topics: context engineering information model right
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The New Skill in AI Is Not Prompting, It's Context Engineering

news.ycombinator.com Philipp Schmid 2025-08-20 16:53:55

June 30, 2025 5 minute read Context Engineering is new term gaining traction in the AI world. The conversation is shifting from "prompt engineering" to a broader, more powerful concept: Context Engineering. Tobi Lutke describes it as "the art of providing all the context for the task to be plausibly solvable by the LLM.” and he is right. With the rise of Agents it becomes more important what information we load into the “limited working memory”. We are seeing that the main thing that determine

Topics: context engineering information model right
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Claude Code for VSCode

news.ycombinator.com Unknown 2025-09-02 19:07:26

Claude Code Extension for VS Code IMPORTANT: This plugin requires Claude Code to be installed separately. For more information, see claude.ai/code. Claude Code seamlessly integrates with popular Integrated Development Environments (IDEs) to enhance your coding workflow. This integration allows you to leverage Claude’s capabilities directly within your preferred development environment. Features Auto-installation: When you launch Claude Code from within VSCode’s terminal, it automatically det

Topics: claude code context diff features
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From LLM to AI Agent: What's the Real Journey Behind AI System Development?

news.ycombinator.com Unknown 2025-09-07 04:29:28

AI agents are a hot topic, but not every AI system needs to be one. While agents promise autonomy and decision-making power, simpler & more cost-saving solutions better serve many real-world use cases. The key lies in choosing the right architecture for the problem at hand. In this post, we'll explore recent developments in Large Language Models (LLMs) and discuss key concepts of AI systems. We've worked with LLMs across projects of varying complexity, from zero-shot prompting to chain-of-tho

Topics: ai context llm llms systems
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MCP Specification – version 2025-06-18 changes

news.ycombinator.com Unknown 2025-09-07 04:59:47

This document lists changes made to the Model Context Protocol (MCP) specification since the previous revision, 2025-03-26. ​ Major changes ​ Other schema changes Add _meta field to additional interface types (PR #710), and specify proper usage. Add context field to CompletionRequest , providing for completion requests to include previously-resolved variables (PR #598). Add title field for human-friendly display names, so that name can be used as a programmatic identifier (PR #663) ​ Full ch

Topics: add changes context field pr
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Writing documentation for AI: best practices

news.ycombinator.com Unknown 2025-09-08 13:23:46

Retrieval-Augmented Generation (RAG) systems like Kapa rely on your documentation to provide accurate, helpful information. When documentation serves both humans and machines well, it creates a self-reinforcing loop of content quality: clear documentation improves AI answers, and those answers help surface gaps that further improve the docs. This guide provides best practices for creating documentation that works effectively for both human readers and AI/LLM consumption in RAG systems. Many bes

Topics: ai content context documentation information
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MiniMax-M1 is a new open source model with 1 MILLION TOKEN context and new, hyper efficient reinforcement learning

venturebeat.com Carl Franzen 2025-09-12 05:46:47

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Chinese AI startup MiniMax, perhaps best known in the West for its hit realistic AI video model Hailuo, has released its latest large language model, MiniMax-M1 — and in great news for enterprises and developers, it’s completely open source under an Apache 2.0 license, meaning businesses can take it and use it for commercial applications a

Topics: context m1 minimax model tokens
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Groq just made Hugging Face way faster — and it’s coming for AWS and Google

venturebeat.com Michael Nuñez 2025-09-12 09:49:42

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Groq, the artificial intelligence inference startup, is making an aggressive play to challenge established cloud providers like Amazon Web Services and Google with two major announcements that could reshape how developers access high-performance AI models. The company announced Monday that it now supports Alibaba’s Qwen3 32B language mode

Topics: ai context groq inference infrastructure
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First thoughts on o3 pro

news.ycombinator.com Ben Hylak 2025-09-15 17:42:19

As “leaked”, OpenAI cut o3 pricing by 80% today (from $10/$40 per mtok to $2/$8 - matching GPT 4.1 pricing!!) to set the stage of the launch of o3-pro ($20/$80, supporting an unverified community theory that the -pro variants are 10x base model calls with majority voting as referenced in their papers and in our Chai episode). o3-pro reports a 64% win rate vs o3 on human testers and does marginally better on 4/4 reliability benchmarks, but as sama noticed, the actual experience expands when you t

Topics: context like models o3 pro
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