Title: The Context Explosion and the Data Engineering Renaissance

Title: The Context Explosion and the Data Engineering Renaissance

The era of massive context and intelligent swarms has officially arrived, as the latest leaps in Large Language Models (LLMs) redefine the boundaries of data processing and software architecture.

Anthropic’s release of 1M context windows for Opus 4.6 and Sonnet 4.6 marks a watershed moment, allowing developers to analyze entire repositories or massive datasets in a single pass. This expansion is driving a fundamental rethink of AI architecture, moving away from simple "sidebar chatbots" toward specialized control planes for enterprise Java and complex "agent swarm" patterns. However, scaling compute remains a physical hurdle; experts like Dylan Patel are now identifying the three critical bottlenecks—memory, interconnects, and power—that threaten to stall this momentum.

In parallel, the data engineering lifecycle is undergoing a quiet renaissance. While engineers are leveraging advanced Python decorators and refined SQL concepts to optimize high-performance pipelines, they are also being cautioned about the subtle nuances of their tools—such as the divergent statistical defaults between NumPy and Pandas. The push for reliability is also hitting the testing phase: DoorDash is now employing LLM-powered conversation simulators to stress-test customer support systems at scale, while new benchmarks are emerging to evaluate how well models like Claude can autonomously build dbt pipelines.

Despite these strides, the "friction of the real world" persists. From odd font rendering bugs in modern browsers to the DOJ’s recent struggle with unstructured data in garbled PDFs, it is evident that machines still struggle with the messy complexities of human-centric formats. Ultimately, the industry is recognizing that Developer Experience (DevEx) is the true blueprint for productivity. While we build 1M-context models and automated simulators, the human element—illustrated by Amy Arteritano’s 30-year career legacy—remains the essential heartbeat of the enterprise.

Featured Articles

1M context is now generally available for Opus 4.6 and Sonnet 4.6

Simon Willison’s Weblog Subscribe 13th March 2026 - Link Blog 1M context is now generally available for Opus 4.6 and Sonnet 4.6. Here's what surprised me: Standard pricing now applies across the full...

Keywords: coding agents, llm developments, chat agentic, agents relicense, agentic engineering, premium openai, 2026 coding, llm pricing, agents, agentic
Source: simonwillison.net

5 Powerful Python Decorators for High-Performance Data Pipelines

Image by Editor # Introduction Data pipelines in data science and machine learning projects are a very practical and versatile way to automate data processing workflows. But sometimes our code may add...

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Source: kdnuggets.com

5 SQL Concepts Every Data Engineer Should Know

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Source: blog.dataengineerthings.org

A Tale of Two Variances: Why NumPy and Pandas Give Different Answers

Data Science A Tale of Two Variances: Why NumPy and Pandas Give Different Answers A guide to understanding sample versus population variance in Python and R. Kenneth McCarthy Mar 13, 2026 7 min read...

Keywords: variances numpy, variance python, statistics variance, means variances, variances explain, variances different, mean variance, variance statistics, python statistics, variance sample
Source: towardsdatascience.com

Achieving Test Reliability for Native E2E Testing: Beyond Fixing Broken Tests

End-to-end (E2E) tests are particularly important for native applications that run on various platforms (Android/iOS), screen sizes, and OS versions. E2E testing picks up differences in behavior acros...

Keywords: e2e testing, e2e tests, platforms android, end e2e, keeping e2e, versions e2e, device ecosystem, e2e, test frameworks, android ios
Source: docker.com

[AINews] The high-return activity of raising your aspirations for LLMs

We thoroughly enjoyed the charismatic Simon Eskildsen of Turbopuffer on today’s pod, and highly encourage listening in even if you’re not a database nerd: Retrieval After RAG: Hybrid Search, Agents, a...

Keywords: ambitious currently, ambitious, llm agents, aspirations, raising aspirations, enthusiastic potential, aspirations years, implications ai, pod ambitious, llms trained
Source: latent.space

Amy Arteritano’s Temp Job Turned Into a 30-Year Legacy

March 11, 2026 Crossroads to Career: Amy Arteritano’s Temp Job Turned Into a 30-Year Legacy By Rob Biertempfel rbiertem(through)andrew.cmu.edu Amy Arteritano graduated with a teaching degree in 1996,...

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Source: cmu.edu

An odd font rendering bug in Firefox and Safari

First up, you should go and watch The Importance of Being Earnest with Ncuti Gatwa. It is a brilliant set of performances and a joy to see. While perusing the programme on the National Theatre website...

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Source: shkspr.mobi

Article: The Oil and Water Moment in AI Architecture

InfoQ Homepage Articles The Oil and Water Moment in AI Architecture Architecture & Design AI Agent Swarm Patterns (Webinar March 26th) The Oil and Water Moment in AI Architecture Mar 13, 2026 9...

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Source: infoq.com

Beyond Copilot: Using AI to Rebuild Our Data Engineering Lifecycle

-f2ba5b8f6eb3---4 crawled_date: 2026-03-16T01:40:01.776421+00:00 feed_url: https://blog.dataengineerthings.org/feed published: Fri, 13 Mar 2026 17:06:02 GMT

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Source: blog.dataengineerthings.org

Charts of the Week: Monitoring the Situation in Hormuz

America | Tech | Opinion | Culture | Charts In case you haven’t heard, there’s a kerfuffle in Iran, and it’s causing some disruption to the global supply chain of oil (among other things). Specificall...

Keywords: world oil, global trade, trading oil, oil tankers, trader oil, seaborne commodities, gulf strait, global supply, persian gulf, oil trader
Source: a16z.news

Competing Risks Analysis: When Multiple Events Can Happen First

Image by Editor Life rarely boils down to one single possible event looming on the horizon. In fact, the same principle applies to real-world data. Competing risk analysis is a subfield of statistics...

Keywords: competing risk, competing risks, survival analysis, risks analysis, risk analysis, hazards models, survival methods, event study, specific hazards, scenario competing
Source: statology.org

Computers still can’t understand you

<p><img src="https://www.nutrient.io/_astro/article-header.DkaEXa_9.jpg" alt="Computers still can’t understand you" /></p>The DOJ’s garbled PDF release exposed a longstanding truth: Extracting structu...

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Source: nutrient.io

Control Planes for AI: The Missing Layer in Enterprise Java

The enterprise software world is changing fast. For years, most companies treated artificial intelligence as a feature you could bolt onto the side of your application. A chatbot in a sidebar. A conve...

Keywords: treat ai, ai agent, ai agents, report ai, ai infrastructure, conversational ai, ai integration, ai, sourcing ai, enterprise software
Source: the-main-thread.com

Daily Reading List – March 13, 2026 (#741)

Daily Reading List – March 13, 2026 (#741) Written by Richard Seroter in Daily Reading List A little throwaway tweet yesterday somehow turned into my most viral thing, maybe ever. I don’t understand s...

Keywords: agent uses, standard agent, agent agent, agents, agentic software, ai agents, agent, ai agent, agent communication, agents safety
Source: seroter.com

Data Previews

Blog Skip the infra work. Deploy your first ClickHouse® project now. Get started for freeRead the docs Skip the infra work. Deploy your first ClickHouse® project now. Get started for freeRead the do...

Keywords: preview deployments, tinybird preview, preview tinybird, preview deployment, preview production, development preview, production tinybird, deployment preview, tinybird deploy, preview branch
Source: tinybird.co

Developer experience is a blueprint for enterprise productivity

Developer experience is a blueprint for enterprise productivity Everyone buys productivity tools, but work is still hard – DevEx proves that designing how work happens matters more than working harder...

Keywords: improving devex, enterprise productivity, developers effectively, easier developers, productivity, productivity typically, team devex, productivity tools, productivity isn, enterprise performance
Source: atlassian.com

DoorDash Builds LLM Conversation Simulator to Test Customer Support Chatbots at Scale

InfoQ Homepage News DoorDash Builds LLM Conversation Simulator to Test Customer Support Chatbots at Scale Architecture & Design QCon San Francisco (Nov 16-20): Deep technical sessions. Peer conver...

Keywords: support chatbots, test chatbot, chatbot simulator, conversation simulator, simulated conversations, production chatbot, chatbots, chatbots allows, chatbots scale, chatbot responses
Source: infoq.com

Dylan Patel — Deep dive on the 3 big bottlenecks to scaling AI compute

Share from 0:00 0:00 / 0:00 Transcript

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Source: dwarkesh.com

Evaluating Claude's dbt Skills: Building an Eval from Scratch

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Source: rmoff.net

Exploring Firefox’s New AI Feature: A Deep Dive into the ‘Smart Window’ Beta Experience

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Source: serverhost.com

Forge

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Source: nesbitt.io

From legacy architecture to Cloudflare One

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🗞️ Google brought AI agents into the planet’s biggest application, Google Map.

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‘Grief and the AI Split’

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GROMACS Performance on AMD Instinct MI355X

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Keywords: mi355x performance, mi300x performance, mi355x gpu, faster mi355x, mi300x faster, mi355x throughput, mi300 compute, benchmark gpus, biomolecular benchmark, gromacs performance
Source: rocm.blogs.amd.com

How to Build Agentic RAG with Hybrid Search

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Source: towardsdatascience.com

How to Run Claude Code with Docker: Local Models, MCP Servers, and Secure Sandboxes

Claude Code is quickly becoming a go-to AI coding assistant for developers and increasingly for non-developers who want to build with code. But to truly unlock its potential, it needs the right local...

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Source: docker.com

How to use the Qwen 3.5 LLMs to OCR documents

I've always been really impressed with how well the Gemini models do OCR of difficult PDFs - not nicely formatted PDFs, but badly scanned images in a PDF file. Increasingly though, Google has increase...

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Source: martinalderson.com

How Vision Language Models Are Trained from “Scratch”

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Source: towardsdatascience.com

How VS Code Builds with AI

How VS Code Builds with AI March 13, 2026 by Pierce Boggan We use AI every day to ship VS Code. It's made us so much faster that, after ten years of monthly releases, we just went weekly. Agents were...

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I Failed 4 FAANG Interviews Before Learning This - The Ultimate Tech Interview Guide Software Engineers

Pages Home core java spring online courses thread java 8 coding sql books oop interview certification free resources best I Failed 4 FAANG Interviews Before Learning This - The Ultimate Tech Interview...

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Source: java67.com

I Found LeetCode Alternative for Coding Interview and Its Awesome

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Keywords: interview patterns, learn patterns, coding interviews, interviews efficiently, patterns learn, interviews algomonster, learning patterns, patterns solving, patterns practice, practice patterns
Source: javarevisited.blogspot.com

I Tried 30+ Software Architecture Courses Online: Here Are My Top 10 Recommendations for 2026

Every Programmer wants to grow in their career, but it’s not easy, and if you don’t pay attention to your job, you will likely stay in the same position for many years. The growth in the initial few y...

Keywords: software architect, software architects, architecture developer, architecture skills, architect software, architect learning, architect basics, software engineers, solution architect, architect technical
Source: java67.com

In-depth: PostHog vs Google Analytics 4

In-depth: PostHog vs Google Analytics 4 Lior Neu-ner Natalia Amorim Mar 13, 2026 Comparisons PostHog and Google Analytics 4 (GA4) are both popular tools for understanding how users interact with your...

Keywords: analytics posthog, posthog analytics, posthog vs, posthog uses, analytics ga4, posthog gdpr, posthog developer, posthog web, posthog different, posthog google
Source: posthog.com

Increased error rate related to Connection Pooler in ap-northeast-2 (South Korea) Resolved Error rates have returned to normal, and connectivity has stabilised. Posted Mar 13, 2026 - 10:19 UTC Mon...

Keywords: affected connection, connection pooler, error rate, error rates, connection, connectivity stabilised, pooler ap, connectivity, monitoring fix, utc incident
Source: status.supabase.com

It's Work that taught me how to think

On the first day of my college CS class, the professor walked in holding a Texas Instruments calculator above his head like Steve Jobs unveiling the first iPhone. The students sighed. They had expecte...

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Source: idiallo.com

LiteLLM Gateway now supported on Vercel

1 min read You can now deploy LiteLLM Gateway on Vercel, giving developers LLM access with an OpenAI-compatible gateway connecting to any supported provider, including Vercel AI Gateway. from litellm....

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Source: vercel.com

Microsoft’s 1986 IPO

Dave Farquhar Retro Computing March 13, 2026March 13, 2026 On March 13, 1986, Microsoft shook up the financial world, and to some degree, we are still feeling the reverberations from that 40 years lat...

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Source: dfarq.homeip.net

Netflix Uncovers Kernel-Level Bottlenecks While Scaling Containers on Modern CPUs

InfoQ Homepage News Netflix Uncovers Kernel-Level Bottlenecks While Scaling Containers on Modern CPUs DevOps Designing a Control Plane for Cloud Infrastructure (Webinar Apr 16th) Netflix Uncovers...

Keywords: containerd cpu, container workloads, bottlenecks container, netflix workloads, container netflix, accelerated contention, containers concurrently, concurrency cloud, container runtime, high concurrency
Source: infoq.com

next-forge 6 is now available

1 min read Copy URL Copied to clipboard!Mar 13, 2026 next-forge is a production-grade Turborepo template for Next.js apps, designed to be a comprehensive, opinionated starting point for new apps. This...

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Source: vercel.com

NYT: ‘Meta Delays Rollout of New AI Model After Performance Concerns’

<p>Eli Tan, reporting for The New York Times:</p>

<blockquote> <p>Meta’s new foundational A.I. model, which the company has been working on for months, has fallen short of the performance of leadin...

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Source: nytimes.com

Open source (and self-hosted) session replay tools

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Keywords: replay sessions, session replays, replay tools, session replay, replay products, replay tool, monitoring session, analytics session, replay tooling, analytics tools
Source: posthog.com

Personalized Restaurant Ranking with a Two-Tower Embedding Variant

Machine Learning Personalized Restaurant Ranking with a Two-Tower Embedding Variant How a lightweight two-tower model improved restaurant discovery when popularity ranking failed Andrey Chubin Mar 13...

Keywords: restaurant discovery, restaurant embeddings, embeddings restaurants, personalized restaurant, restaurant ranking, tags restaurant, restaurant selected, restaurant features, restaurant metadata, restaurant vector
Source: towardsdatascience.com

Pluralistic: Three more AI psychoses (12 Mar 2026)

Today's links

Three more AI psychoses: Everybody calm down.
Hey look at this: Delights to delectate.
Object permanence: "Jules, Penny and the Rooster"; Superinjunction; Harper Lee's kids v cheap...
Keywords: ai psychosis, psychosis ai, ai psychoses, psychosis useful, psychosis terms, psychosis metaphorical, psychoses relate, psychosis describes, psychosis mental, psychosis idea
Source: pluralistic.net

Podcast: Information Flow: The Hidden Driver of Engineering Culture

InfoQ Homepage Podcasts Information Flow: The Hidden Driver of Engineering Culture Culture & Methods QCon London (March 16-19, 2026): Learn proven architectural practices to scale your systems fas...

Keywords: organizational culture, organizational cultures, organizations culture, culture bureaucracy, team culture, culture leadership, bureaucratic culture, engineering culture, culture teams, work culture
Source: infoq.com

Premium: The Hater's Guide To The SaaSpocalypse

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Source: wheresyoured.at

Presentation: Beyond the Code: Hiring for Cultural Alignment

InfoQ Homepage Presentations Beyond the Code: Hiring for Cultural Alignment Culture & Methods QCon London (March 16-19, 2026): Learn proven architectural practices to scale your systems faster. Be...

Keywords: culture engineers, culture technical, alignment hiring, alignment culture, alignment teams, innovation developer, alicia engineering, culture hire, tech culture, teams engineers
Source: infoq.com

Pretraining vs. Fine-Tuning vs. RAG: What’s Best for Your AI Project?

The first big question in any AI journey shouldn’t be, "What model should I use?" It's, "How should I build?" Should you train your own model from scratch, customize an existing one, or skip retrainin...

Keywords: pretraining ai, building ai, tuning ai, ai training, ai strategy, ai journey, pretraining build, ai model, performance ai, pretraining computationally
Source: wf.coreweave.com

Quoting Craig Mod

Simon Willison’s Weblog Subscribe 13th March 2026 Simply put: It’s a big mess, and no off-the-shelf accounting software does what I need. So after years of pain, I finally sat down last week and star...

Keywords: accounting software, accounting, currencies pulls, accountants feed, categorize expenses, expenses categorizes, currencies, accountants, formats expenses, multiple currencies
Source: simonwillison.net

RAG 过时了吗？

知识星球上，星友 momo 提问。他说自己最近在用 Codex 和 Claude Code 搭建基于 RAG 的本地知识图谱，做着做着回头翻了翻我之前写的 RAG 相关文章，发现已经是好几年前的东西了。他想问的是：RAG 是不是已经被更新的技术路线替代了？还是说仍然值得继续做，只是可以结合新工具在本地搭一个属于自己的系统？这个问题问得好。我猜不少人心里也有类似的困惑 ——RAG 这个词，最近确...

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Source: wangshuyi.substack.com

Restoring an Xserve G5: When Apple built real servers

Restoring an Xserve G5: When Apple built real servers Mar 13, 2026 Recently I came into posession of a few Apple Xserves. The one in question today is an Xserve G5, RackMac3,1, which was built when Ap...

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Source: jeffgeerling.com

Scale Synthetic Data and Physical AI Reasoning with NVIDIA Cosmos World Foundation Models

Robotics Scale Synthetic Data and Physical AI Reasoning with NVIDIA Cosmos World Foundation Models Mar 13, 2026 By Pranjali Joshi and Asawaree Bhide L T F R E AI-Generated Summary Like Dislike NV...

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Source: developer.nvidia.com

Secure Agent Execution with NanoClaw and Docker Sandboxes

Agents have enormous potential to power secure, personal AI assistants that automate complex tasks and workflows. Realizing that potential, however, requires strong isolation, a codebase that teams ca...

Keywords: lightweight agent, agent framework, agents, nanoclaw, nanoclaw lightweight, agent, agent execution, design agent, sandboxes, today nanoclaw
Source: docker.com

Serverless Workspaces in Azure Databricks is now Generally Available

We’re excited to announce that serverless workspaces are now Generally Available on Azure, making Azure Databricks a fully managed platform that is available in seconds. Serverless workspaces simplify...

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Source: databricks.com

Shopify/liquid: Performance: 53% faster parse+render, 61% fewer allocations

Simon Willison’s Weblog Subscribe 13th March 2026 - Link Blog Shopify/liquid: Performance: 53% faster parse+render, 61% fewer allocations (via) PR from Shopify CEO Tobias Lütke against Liquid, Shopif...

Keywords: agent benchmarking, faster parse, improvement benchmarks, automated experiments, benchmarking script, report benchmark, new performance, benchmarks truly, tests autoresearch, liquid shopify
Source: simonwillison.net

‘Software Bonkers’

Software Bonkers The year is 2026 and I can't stop building I’m software bonkers: I can’t stop thinking about software. And I can’t stop building software. I’ve always been opinionated about how softw...

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Source: craigmod.com

Sports Programming Accounts for Almost 30 Percent of All Ad-Supported TV Viewing

Amazon touts the arrival of the NBA and other sports offerings at its 2025 upfront presentation. Courtesy While the rise of sports programming in recent years has been well-documented, new figures f...

Keywords: viewership trends, sports viewing, viewership, sports broadcast, report viewership, streaming stat, advertising streaming, sports offerings, tv viewing, broadcast cable
Source: deadline.com

Spring Data 2025.1.4 and 2025.0.10 released

Get support Tanzu Spring offers support and binaries for OpenJDK™, Spring, and Apache Tomcat® in one simple subscription.Learn more

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Source: spring.io

Spring Data 2026.0.0-M2 released

Get support Tanzu Spring offers support and binaries for OpenJDK™, Spring, and Apache Tomcat® in one simple subscription.Learn more

Keywords: openjdk spring, binaries openjdk, openjdk, apache tomcat, tomcat simple, tanzu spring, spring apache, tomcat, support tanzu, support binaries
Source: spring.io

Spring Framework 6.2.17 and 7.0.6 Available Now

Get support Tanzu Spring offers support and binaries for OpenJDK™, Spring, and Apache Tomcat® in one simple subscription.Learn more

Keywords: openjdk spring, binaries openjdk, openjdk, apache tomcat, tomcat simple, tanzu spring, spring apache, tomcat, support tanzu, support binaries
Source: spring.io

Swift Ride Part 2 Creating The Models

AzamSharp SwiftRide – Building a Ride Sharing App (Part 2 – Creating the Models) In the last part we focused on setting up the foundation for the application. We created the PostgreSQL database (witho...

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Source: azamsharp.com

The 9 best GA4 alternatives for apps and websites

The 9 best GA4 alternatives for apps and websites Andy Vandervell Natalia Amorim Mar 13, 2026 Comparisons Google Analytics 4 is one of the most widely deployed analytics tools in the world – and one o...

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Source: posthog.com

This Week on The Analog Antiquarian

RSS This Week on The Analog Antiquarian 13 Mar Chapter 15: The Trial of Galileo Posted by Jimmy Maher on March 13, 2026 in Uncategorized

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Tim Cook: ‘50 Years of Thinking Different’

Rainbow Apple logo with the headline “50 Years of Thinking Different” Fifty years ago in a small garage, a big idea was born. Apple was founded on the simple notion that technology should be personal...

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Source: apple.com

Typesetting sheet music with AI

Lilypond is a TeX-like typesetting language for sheet music. I’ve had good results asking AI to generate Lilypond code, which is surprising given the obscurity of the language. There can’t be that muc...

Keywords: lilypond code, lilypond tex, compiled lilypond, write lilypond, generate lilypond, generated lilypond, corresponding lilypond, images grok, code grok, sheet music
Source: johndcook.com

We Used 5 Outlier Detection Methods on a Real Dataset: They Disagreed on 96% of Flagged Samples

Image by Author # Introduction All tutorials on data science make detecting outliers appear to be quite easy. Remove all values greater than three standard deviations; that's all there is to it. But o...

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Source: kdnuggets.com

What do coders do after AI?

What do coders do after AI? 13 Mar 2026 2026-03-13 2026-03-13 /images/nyt-hacker-hoodie-1.jpg coding, software, ai, tech, careers For the New York Times Magazine this Sunday, I talked to Clive T...

Keywords: coders ai, coder workforce, companies ai, coders tend, coders generally, coders, ai tech, coders building, generally coders, coders like
Source: anildash.com

Why Care About Prompt Caching in LLMs?

Large Language Models Why Care About Prompt Caching in LLMs? Optimizing the cost and latency of your LLM calls with Prompt Caching Maria Mouschoutzi Mar 13, 2026 11 min read Lone Thomasky & Bits&Bäu...

Keywords: llms optimizing, caching llms, general caching, prompt caching, constant requests, caching computing, requests ai, utilizing caching, inference caching, latency caching
Source: towardsdatascience.com

Windows stack limit checking retrospective: MIPS

<p>Optimizing out the unnecessary probes comes with its own complexity.</p> <p>The post <a href="https://devblogs.microsoft.com/oldnewthing/20260313-00/?p=112138">Windows stack limit checking retrospe...

Keywords: windows stack, stack limit, retrospective mips, limit checking, mips appeared, mips, checking retrospective, unnecessary probes, optimizing unnecessary, stack
Source: devblogs.microsoft.com

You (I) should document the forms of your Django web application

You (I) should document the forms of your Django web application March 12, 2026 We have a long-standing Django web application to handle (Unix) account requests. Since these are requests, there is som...

Keywords: account requests, requests state, requests hold, request held, account request, requests requests, approve request, hold request, forms django, approved request
Source: utcc.utoronto.ca