Published on: 2025-06-04 22:54:24
Structured errors in Go Bridge the gap between structured logging and errors in Go written almost 3 years ago This post documents a catalogue of experiments on the topic of error management in medium-sized Go programs, specifically HTTP APIs, with certain end goals in mind around ergonomics, syntactic salt and making the lives of everyone involved easier. The final result is a simple approach and a new library that I've been using in production for a couple of months now. Error handling (or, m
Keywords: context err error errors string
Find related items on AmazonPublished on: 2025-06-05 03:54:24
Structured errors in Go Bridge the gap between structured logging and errors in Go written almost 3 years ago This post documents a catalogue of experiments on the topic of error management in medium-sized Go programs, specifically HTTP APIs, with certain end goals in mind around ergonomics, syntactic salt and making the lives of everyone involved easier. The final result is a simple approach and a new library that I've been using in production for a couple of months now. Error handling (or, m
Keywords: context err error errors string
Find related items on AmazonPublished on: 2025-06-11 10:00:00
Context, a startup building an AI-powered office suite, on Wednesday announced that it raised $11 million in a seed round led by Lux Capital with participation from Qualcomm Ventures and General Catalyst. The round, which brings the company’s total raised to around $15.75 million, values Context at $70 million. Founder Joseph Semrai, a Thiel Fellow, started working on Context in 2024 after he realized that current digital office suites are not well suited to take advantage of AI models. “[W]e
Keywords: ai context office semrai suite
Find related items on AmazonPublished on: 2025-06-16 00:23:27
I've been building stuff with LLMs, and every time I need user context, I end up manually wiring up a context pipeline. Sure, the model can reason and answer questions well, but it has zero idea who the user is, where they came from, or what they've been doing in the app. Without that, I either have to make the model ask awkward initial questions to figure it out or let it guess, which is usually wrong. So I keep rebuilding the same setup: tracking events, enriching sessions, summarizing behav
Keywords: building context like user way
Find related items on AmazonPublished on: 2025-06-16 13:59:34
An LLM should never output anything but tool calls and their arguments. The tools hold the specific, instantiated state of what the model is doing and its goals, while the model itself holds only the information it requires for its immediate task and some additional context, leading to specialization between the LLM and its tools. Exclusively working through tools allows models to externalize large parts of their intelligence to more efficient, domain-specific programs. Table of contents: Ex
Keywords: context model tool tools use
Find related items on AmazonPublished on: 2025-06-17 00:46:04
Chat with Context from Web, Files and GitHub Easily set up multiple projects with web, file, and GitHub context. Start a new chat, and leverage your saved context to get instant answers and insights
Keywords: chat context easily github web
Find related items on AmazonPublished on: 2025-06-17 15:12:44
We are excited to announce the public preview of the brand-new PostgreSQL extension for Visual Studio Code (VS Code), designed to simplify PostgreSQL database management and development workflows. With this extension, you can now manage database objects, draft queries with intelligent assistance from context-aware IntelliSense and our ‘@pgsql’ GitHub Copilot agent—all without ever leaving your favorite code editor. Addressing Developer Challenges Many of you face hurdles in managing time effec
Keywords: code context copilot database postgresql
Find related items on AmazonPublished on: 2025-06-18 01:12:44
We are excited to announce the public preview of the brand-new PostgreSQL extension for Visual Studio Code (VS Code), designed to simplify PostgreSQL database management and development workflows. With this extension, you can now manage database objects, draft queries with intelligent assistance from context-aware IntelliSense and our ‘@pgsql’ GitHub Copilot agent—all without ever leaving your favorite code editor. Addressing Developer Challenges Many of you face hurdles in managing time effec
Keywords: code context copilot database postgresql
Find related items on AmazonPublished on: 2025-06-17 14:17:10
Today, OpenAI rival Anthropic announced Claude 4 models, which are significantly better than Claude 3 in benchmarks, but we're left disappointed with the same 200,000 context window limit. In a blog post, Anthropic said Claude Opus 4 is the company's most powerful model, and it's also the best model for coding in the industry. For example, in SWE-bench (SWE is short for Software Engineering Benchmark), Claude Opus 4 scored 72.5 percent and 43.2 on Terminal-bench. "It delivers sustained perfor
Keywords: claude context model mtok window
Find related items on AmazonPublished on: 2025-06-18 09:00:00
Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More A new study from Google researchers introduces “sufficient context,” a novel perspective for understanding and improving retrieval augmented generation (RAG) systems in large language models (LLMs). This approach makes it possible to determine if an LLM has enough information to answer a query accurately, a critical factor for developers building real-world enterprise
Keywords: context information model models sufficient
Find related items on AmazonPublished on: 2025-06-18 22:50:18
Foundation Models (FMs) have completely taken over unstructured data domains like natural language and images, delivering significant advances in performance across tasks with little to no task-specific training. Yet structured and semi-structured relational data, which represent some of the most valuable information assets, largely miss out on this AI wave. To use AI on relational data, practitioners still use conventional machine learning approaches and build per-task and per-dataset specific
Keywords: context data kumorfm model relational
Find related items on AmazonPublished on: 2025-06-21 17:05:11
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 improve the quality and accuracy of them, and I’d like to see them take this idea into considera
Keywords: apple context model notification summaries
Find related items on AmazonPublished on: 2025-06-22 21:46:41
Sabrina Ortiz/ZDNET Unsurprisingly, the bulk of Google's announcements at I/O this week focused on AI. Although past Google I/O events also heavily leaned on AI, what made this year's announcements different is that the features were spread across nearly every Google offering and touched nearly every task people partake in every day. Also: Everything Google unveiled at I/O 2025: Gemini, AI Search, smart glasses, more Because I'm an AI optimist, and my job as an AI editor involves testing tool
Keywords: ai context gemini google tools
Find related items on AmazonPublished on: 2025-06-27 23:10:12
Great, this is a good looking query. But what happens when you move beyond this trivial example, and use Gemini for text-to-SQL against a real world database and on real-world user questions? It turns out that the problem is more difficult. The model needs to be complemented with methods to: provide business-specific context understand user intent manage differences in SQL dialects Let’s take a look at each of these challenges. Problem #1: Provide business-specific context Just like data ana
Keywords: business context like sql user
Find related items on AmazonPublished on: 2025-06-28 09:10:12
Great, this is a good looking query. But what happens when you move beyond this trivial example, and use Gemini for text-to-SQL against a real world database and on real-world user questions? It turns out that the problem is more difficult. The model needs to be complemented with methods to: provide business-specific context understand user intent manage differences in SQL dialects Let’s take a look at each of these challenges. Problem #1: Provide business-specific context Just like data ana
Keywords: business context like sql user
Find related items on AmazonPublished on: 2025-06-30 23:49:18
EM-LLM: Human-inspired Episodic Memory for Infinite Context LLMs This repository contains a version of the code for EM-LLM, published in ICLR 2025: [openreview link]. Quick Links Overview While typical LLMs struggle with processing extensive contexts, the human brain excels at organising and retrieving experiences spanning a lifetime. In this work, we introduce EM-LLM, an architecture that integrates key aspects of human episodic memory and event cognition into LLMs with no fine-tuning, enab
Keywords: context em llm memory tokens
Find related items on AmazonPublished on: 2025-07-09 04:00:04
It's hard to believe, but season 2 of The Last of Us is halfway through. The video game adaptation has delivered one heart-pounding moment after another, proving there's still place for post-apocalyptic programs on television. Instead of kicking off where the first season ended, The Last of Us jumps ahead five years to see how and if the relationship between Joel (Pedro Pascal) and Ellie (Bella Ramsey) has weathered the proverbial storm. A lot can happen in half a decade, but curing the Cordyce
Keywords: air connection context game season
Find related items on AmazonPublished on: 2025-07-20 18:09:16
Graceful Shutdown in Go: Practical Patterns Graceful shutdown in any application generally satisfies three minimum conditions: Close the entry point by stopping new requests or messages from sources like HTTP, pub/sub systems, etc. However, keep outgoing connections to third-party services like databases or caches active. Wait for all ongoing requests to finish. If a request takes too long, respond with a graceful error. Release critical resources such as database connections, file locks, or n
Keywords: context http server shutdown signal
Find related items on AmazonPublished on: 2025-07-20 11:00:03
Season 2 of The Last of Us is at the halfway point. The video game adaptation, which won over fans in its first season, has proved it's got staying power. The second installment has delivered one epic, heart-pounding moment after another. Instead of kicking off where the first season ended, The Last of Us jumps ahead five years to see how, and if, the relationship between Joel (Pedro Pascal) and Ellie (Bella Ramsey) has weathered the proverbial storm. A lot of things can happen in half a decade
Keywords: air cnet context game season
Find related items on AmazonPublished on: 2025-07-31 20:43:01
Note: The views and opinions expressed in this content are solely those of the author and do not necessarily reflect the official policy or position of the author’s employer. What is Context Collapse? Context collapse occurs when content intended for one audience is consumed by multiple audiences simultaneously, each bringing their own frames of reference and expectations. Originally coined to describe social media dynamics, it's when a message loses its intended context as it travels across d
Keywords: calibration context engineer managers work
Find related items on AmazonPublished on: 2025-08-01 01:00:06
After roughly two years, season 2 of The Last of Us is finally here -- and thankfully so. The video game adaptation won over fans in its first season, and the second installment is already off to a heart-stopping start. Instead of kicking off where the first season ended, The Last of Us jumps ahead five years to see how, and if, the relationship between Joel (Pedro Pascal) and Ellie (Bella Ramsey) has weathered the proverbial storm. A lot can change in half a decade, but curing the Cordyceps vi
Keywords: air connection context game season
Find related items on AmazonPublished on: 2025-08-08 01:53:32
I work on Dolt, the first SQL database with git-like version control, written entirely in Go. And as a rule, databases need to be fast. So we have lots of tests in our CI workflow to monitor performance regressions before they ever hit our main branch. Last month, a commit that was supposed to be a no-op refactor caused a 30% regression in sysbench's types_scan benchmark. Pictured: An example of what you don't want to see on your GitHub PR. Uncovering the root cause of this regression turned
Keywords: context heap pointer receiver value
Find related items on AmazonPublished on: 2025-08-12 08:00:03
After roughly two years, season 2 of The Last of Us is finally here -- and thankfully so. The video game adaptation won over fans in its first season, and the second installment looks set to do the same. Instead of kicking off where the first season ended, The Last of Us jumps ahead five years to see how -- and if -- the relationship between Joel (Pedro Pascal) and Ellie (Bella Ramsey) has weathered the proverbial storm. A lot can change in half a decade, but curing the Cordyceps virus isn't on
Keywords: air connection context game season
Find related items on AmazonPublished on: 2025-08-12 03:17:48
A next-frame (or next-frame-section) prediction model looks like this: The idea is that we can encode the input frames to some GPU layout like this: So we have many input frames and want to diffuse some new frames. This chart shows the logical GPU memory layout - frames images are not stitched. Or, say the context length of each input frame. Each frame is encoded with different patchifying kernel to achieve this. For example, in HunyuanVideo, a 480p frame is likely 1536 tokens if using (1,
Keywords: context frame frames gpu input
Find related items on AmazonPublished on: 2025-08-17 00:55:20
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
Find related items on AmazonPublished on: 2025-08-20 05:13:18
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
Find related items on AmazonPublished on: 2025-08-20 15:00:42
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
Find related items on AmazonPublished on: 2025-08-22 17:42:38
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
Find related items on AmazonPublished on: 2025-08-23 12:30:00
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
Find related items on AmazonPublished on: 2025-09-03 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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