Daily Tech News - 2026-04-19

The line between experimental prototypes and production-grade AI is officially blurring as the industry shifts its focus from raw model power to the rigorous architecture of autonomy.

The Rise of the Agentic Workflow

This week, the conversation in AI engineering has pivoted from "what" models can do to "how" they are controlled. The release of AI SDK v6 marks a significant milestone in this transition, offering a 100% TypeScript, production-ready framework that prioritizes reliability over hype. Developers are increasingly moving away from monolithic system prompts toward Task Decomposition and sophisticated evaluator-optimizer loops. Tools like Evalite are becoming essential for assessing answer relevancy, while the debate between flexible "Agents" and structured "Workflows" highlights a growing need for deterministic control in complex AI systems. Meanwhile, the concept of "Hybrid Intelligence" is gaining traction, urging creators to adapt to a reality where human and AI contributions are inextricably linked.

Engineering Standards and Digital Sovereignty

In the realm of core systems, long-awaited updates are finally arriving. The Go standard library has officially accepted a proposal to include native UUID support, a move long sought by the community for better consistency. Not to be outdone, the C++26 standard draft is now complete, promising transformative features like reflection, enhanced memory safety, and a new asynchronous model.

On the geopolitical front, digital sovereignty is taking center stage. A new map of 2,100 Swiss municipalities reveals a complex landscape of official email providers, serving as a pulse check for local jurisdiction over data. Simultaneously, in Washington, a bipartisan bill aims to tighten multilateral controls on sensitive chipmaking equipment, signaling a unified front in the tech-driven trade wars.

Security and the Human Element

Security remains a volatile frontier. While new learners are encouraged to pursue updated cybersecurity certifications to stay relevant in 2026, real-world breaches serve as a sobering reminder of the human factor. In a notable incident, an airline worker was arrested after sharing sensitive photos of bomb damage within a WhatsApp group, underscoring the persistent tension between instant communication and national security.

Featured Articles

2,100 Swiss municipalities showing which provider handles their official email

A map of all ~2,100 Swiss municipalities showing which provider handles their official email — grouped by jurisdiction — based on public DNS records and other public network signals. Digital sovereign...

Keywords: swiss municipalities, official email, public dns, official domain, based providers, authorities request, swiss, dns records, municipalities, dns
Source: mxmap.ch

7 Must-Take Cybersecurity Courses If You Want to Stay Relevant in 2026

Earlier, I have shared best Cyber security courses, books, and a complete Cyber security Analyst roadmap and today I am going to share best Cyber security courses you can join on Udemy. Why Udemy? Wel...

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Source: java67.com

A. J. Ayer – ‘What I Saw When I Was Dead’ (1988)

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Source: philosopher.eu

Accepted proposal: UUID in the Go standard library

Accepted proposal: UUID in the Go standard library It’s good to see that Go is finally getting uuid in the standard library. The proposal was accepted on April 8. I hadn’t been following the conversat...

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Source: rednafi.com

Adding A Global Rate Limiter (optional)

You've built a DeepSearch agent and even hooked it up to observability and can see what it's doing. How do you know if it's actually getting better? How do you measure success and ensure your experime...

Keywords: evals ai, evals agents, running evals, evaluations truly, evaluations, deepsearch agent, evals, llm evals, eval ts, sophisticated evaluations
Source: aihero.dev

Adding A Scraper

Building products around AI can be frustrating because your agent responses can be working one day and totally off on the next. When things get complex with long conversations, database calls, and mul...

Keywords: deepsearch agent, building ai, products ai, ai driven, improve agent, understand agent, agent learn, ai frustrating, ai, agent
Source: aihero.dev

Adding Geolocation Info To The System Prompt (optional)

Now that you've restructured your AI app through Task Decomposition, you have much better control but as it currently stands the UX is not great. In Day 7, we will make our apps internal workings (the...

Keywords: persist conversations, maintain conversational, messages chat, conversations properly, multiple messages, messages, chat llm, chat history, conversations including, conversations
Source: aihero.dev

Adding 'use-scroll-to-bottom' (optional)

Using useChat from Vercel AI SDK makes it easy to get a basic chatbot up and running. But turning that quick prototype into a fully functional, persistent chat product is where most developers get stu...

Keywords: chatid route, persistent chat, routing chatid, chatid stream, chatid ui, generated chatid, api chat, build chat, chat chatid, chatid
Source: aihero.dev

Agents vs Workflows

In this workshop we're going to adjust the amount of power we give to the LLM to choose our control flow. Doing this bumps up against a hot topic in AI engineering circles - agents vs workflows. The o...

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Source: aihero.dev

还纠结他人作品「纯人工」还是掺了 AI ？你可能需要适应混合智能

还纠结他人作品「纯人工」还是掺了 AI ？你可能需要适应混合智能混合智能不是什么未来趋势，它就是我们正在经历的现实。拼配前几天有朋友发来一张截图，问我：「这家平台说他们的最新版旗舰 GPT API 一百万 token 才卖几块钱，可信吗？」我看了一眼说，可能会给你一些真的 GPT 旗舰模型调用，但是你买到的 GPT 调用大概不会全都是真的。说明一下，token 是大模型按字节计费的基本单位...

Keywords: token 中转商报价差了一个数量级, 而下一句来自某个几分钱就能跑一百万 token, api 输入单价折算约十几元一百万, 这是一次结构重组任何一种智能服务, 兴许这句话来自顶级模型而下一句来自某个几分钱就能跑一百万, 输入单价折算约十几元一百万 token, api 中转商, token 才卖几块钱, 这种注水, 这正是注水
Source: wangshuyi.substack.com

AI SDK v6 Crash Course

100% TYPESCRIPT, 100% PRODUCTION-READY, 0% HYPE EDITION featuring AI SDK v6 This course has been upgraded from v5 to v6! Integrating with LLMs is finally worth it. It was less than a year ago when I m...

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

🤖 AI Weekly Recap (Week 16)

Happy Sunday! We just had another crazy week in AI. Alibaba just dropped the world’s most advanced open-source AI that rivals frontier models for free, while a new tool lets AI agents produce polished...

Keywords: ai moves, complex video, video editing, video walkthrough, ai new, week ai, 3d, ai agents, ai models, spatial forgetting
Source: simplifyingcomplexity.tech

<a href="https://news.ycombinator.com/item?id=47824068">Comments</a>

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Source: lbc.co.uk

Anthropic's Big Swing, Gemini Everywhere All at Once, and OpenAI's Shape-Shift

Anthropic's Big Swing, Gemini Everywhere All at Once, and OpenAI's Shape-Shift Hey friends 👋 Happy Sunday. Here’s your weekly dose of AI and insight. Every Wednesday, Signal Pro members get a step-by-...

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Source: thesignal.substack.com

Ask HN: How did you land your first projects as a solo engineer/consultant?

I’ve spent roughly the last decade and some change as a software engineer, and recently decided to start a solo consultancy. I’m focused on helping SMEs sort out the messy back-office parts of the bus...

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Source: news.ycombinator.com

Assessing Answer Relevancy (optional)

You've taken the first steps into the world of LLM evaluations, setting up Evalite and writing your initial deterministic scorer. Now, it's time to level up your testing game. Day 5 dives deeper into...

Keywords: llm evaluations, assess accuracy, llm judge, implement llm, accuracy success, evaluation datasets, sophisticated evaluations, deterministic scorer, model assess, criteria agents
Source: aihero.dev

Banned by Anthropic

<a href="https://news.ycombinator.com/item?id=47828249">Comments</a>

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Source: bannedbyanthropic.com

Basic Prompting

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Source: aihero.dev

Binary GCD

In this section, we will derive a variant of gcd that is ~2x faster than the one in the C++ standard library. #Euclid’s Algorithm Euclid’s algorithm solves the problem of finding the greatest common d...

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Source: en.algorithmica.org

Bipartisan Bill to Tighten Controls on Sensitive Chipmaking Equipment

Baumgartner Introduces Bipartisan Bill to Tighten Controls on Sensitive Chipmaking Equipment WASHINGTON – Congressman Michael Baumgartner (WA‑05) introduced the Multilateral Alignment of Technology Co...

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Source: baumgartner.house.gov

Bob Meta-Scorecard: Stress-Test Your Agent System Prompts Before Production

Bob Meta-Scorecard: Stress-Test Your Agent System Prompts Before Production A practical framework for grading coding-agent system prompts on grounding, continuity, safety, decomposition, and efficienc...

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Source: the-main-thread.com

Breaking the Loop Early

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Building A Workflow

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Building An Evaluator

In this workshop you'll be taking on a couple more advanced challenges to really flex those AI muscles you've been building over the last few days.

Creating an evaluator-optimizer loop
And showing...
Keywords: evaluator description, frontend evaluator, effective agents, evaluator optimizer, description evaluator, creating evaluator, like evaluator, agents, evaluator, agent
Source: aihero.dev

C++26: Reflection, Memory Safety, Contracts, and a New Async Model

The C++26 standard draft is now complete, reports Herb Sutter, long-time C++ expert and former chair of the ISO C++ standards committee. The finalized draft introduces reflection, enhances memory safe...

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Source: infoq.com

Calling MCP Servers via HTTP

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Calling MCP Servers via stdio

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Calling Tools

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Chain of Thought

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Source: aihero.dev

Chat Title Generation

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Choose An LLM

Day 1 is your practical introduction to building and shipping a real AI agent in TypeScript. This workshop doesn’t just show you how to wire up an LLM it walks you through many pain points you’ll hit,...

Keywords: agent chats, agent typescript, ai agent, chat implement, build chat, ai sdk, discord authentication, typescript workshop, chat backend, agent integrating
Source: aihero.dev

Choosing An Observability Platform

Keywords: deepsearch agent, building ai, products ai, ai driven, improve agent, understand agent, agent learn, ai frustrating, ai, agent
Source: aihero.dev

Choosing Our Success Criteria

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Source: aihero.dev

Choosing Your Model

During this course, we are going to be using some AI models. You can either choose a model you already have access to, or you can use the models that I default to during the course. The way the AI SDK...

Keywords: model openai, google_generative_ai_api_key environment, openai google, openai_api_key environment, openai requires, openai ai, sdk openai, requires openai_api_key, openai_api_key, google_generative_ai_api_key
Source: aihero.dev

Claude Brain

You: "Remember that auth bug we fixed?" Claude: "I don't have memory of previous conversations." You: "We spent 3 hours on it yesterday" Claude: "I'd be happy to help debug from scratch!" 200K context...

Keywords: memory auth, memory sessions, memory mind, microservices refresh, sessions microservices, refresh token, memory lives, used github, token issue, zero memory
Source: github.com

Claude For Dummies.

Claude For Dummies. If you never opened Claude, start here: 98.75% of all humans have never tried Claude. Not even once. This free guide solves this gap. Claude For Dummies. Skip this if you know Clau...

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Source: ruben.substack.com

Collapse Search and Crawl into one tool

Keywords: agent workflow, workflow agentic, deterministic applications, agentic systems, deterministic, entirely deterministic, agentic application, determinism, adding determinism, application predictable
Source: aihero.dev

Comparing Multiple Outputs

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Connecting Our App To MCP Servers (optional)

Keywords: agent chats, agent typescript, ai agent, chat implement, build chat, ai sdk, discord authentication, typescript workshop, chat backend, agent integrating
Source: aihero.dev

Connecting Our Loop To The Frontend

Our DeepSearch agent is becoming increasingly capable, but relying on a single, monolithic system prompt for every action from searching and scraping to answering has its limits. It makes the system b...

Keywords: deepsearch agent, architected deepsearch, deepsearch, action searching, ai sdk, smart agent, task optimization, agent increasingly, agent operations, searching scraping
Source: aihero.dev

consumeStream

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Context Window

Now that we understand tokens at a deeper level, let's talk about one of the biggest constraints on LLM applications today, which is the LLM's context window. Every LLM out there will have some kind o...

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Source: aihero.dev

Create A Naive Agent With Serper

Keywords: agent chats, agent typescript, ai agent, chat implement, build chat, ai sdk, discord authentication, typescript workshop, chat backend, agent integrating
Source: aihero.dev

Create A Simple Dataset

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Source: aihero.dev

Create Database Resources For Persisting Messages

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Source: aihero.dev

Creating a Next Action Picker

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Source: aihero.dev

Creating New Chats In The Frontend

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Source: aihero.dev

Creating Your Own Loop

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Source: aihero.dev

Custom Data Parts

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Source: aihero.dev

Custom Data Parts

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Source: aihero.dev

Dataset Management

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Source: aihero.dev

Day 1: Build A Naive Agent

Keywords: agent chats, agent typescript, ai agent, chat implement, build chat, ai sdk, discord authentication, typescript workshop, chat backend, agent integrating
Source: aihero.dev

Day 2: Persistence

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Source: aihero.dev

Day 3: Debug and Improve your Agent through Observability

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Source: aihero.dev

Day 4: Vibe-check your AI App Through Evals with Evalite

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Source: aihero.dev

Day 5: Expand your Evals with LLM-as-a-Judge and Datasets

Keywords: llm evaluations, assess accuracy, llm judge, implement llm, accuracy success, evaluation datasets, sophisticated evaluations, deterministic scorer, model assess, criteria agents
Source: aihero.dev

Day 6: Agent Architecture through Task Decomposition

Keywords: deepsearch agent, architected deepsearch, deepsearch, action searching, ai sdk, smart agent, task optimization, agent increasingly, agent operations, searching scraping
Source: aihero.dev

Day 7: Improved App UX and Persistance with Agent Task Decomposition

Keywords: persist conversations, maintain conversational, messages chat, conversations properly, multiple messages, messages, chat llm, chat history, conversations including, conversations
Source: aihero.dev

Day 8: Agents vs Workflows

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Source: aihero.dev

Day 9: Advanced Patterns

In this workshop you'll be taking on a couple more advanced challenges to really flex those AI muscles you've been building over the last few days.

Creating an evaluator-optimizer loop
And showing...
Keywords: evaluator description, frontend evaluator, effective agents, evaluator optimizer, description evaluator, creating evaluator, like evaluator, agents, evaluator, agent
Source: aihero.dev

Defining Tools

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Designing Our New System Prompt

Keywords: deepsearch agent, architected deepsearch, deepsearch, action searching, ai sdk, smart agent, task optimization, agent increasingly, agent operations, searching scraping
Source: aihero.dev

Deterministic Evals

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Devtools Basics

Up until now, we've been flying blind with the AI SDK. We send requests to the LLM and get responses back, but we haven't had much visibility into what's actually happening under the hood. The AI SDK...

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Source: aihero.dev

Dreaming in Cubes

My goal with this project was to see if I could move beyond hard-coded noise and instead teach a model to ‘dream’ in voxels. By leveraging recent developments in Vector Quantized Variational Autoencod...

Keywords: 3d generative, generating 3d, 3d generation, 3d voxels, generate 3d, generative pipeline, raw voxel, terrain generation, require voxels, building chunks
Source: towardsdatascience.com

Duolingo CEO Says They've Stopped Tracking Employees' AI Use for Performance Reviews

Last May Duolingo's stock peaked at $529.05. But while the learning app passed$ 1 billion in revenue in 2025 and 50 million daily active users, today its stock price has dropped more than 81%, to $100...

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Source: slashdot.org

Error Handling

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Source: aihero.dev

Evalite Basics

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Ex-CEO, ex-CFO of bankrupt AI company charged with fraud

NEW YORK, April 17 (Reuters) - The former chief executive and chief financial officer of iLearningEngines, which provided AI-driven business automation technology, were indicted on charges they defrau...

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Source: reuters.com

Exemplars

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Source: aihero.dev

Extracting The Parameters Of Our System (optional)

Keywords: llm evaluations, assess accuracy, llm judge, implement llm, accuracy success, evaluation datasets, sophisticated evaluations, deterministic scorer, model assess, criteria agents
Source: aihero.dev

Figma's woes compound with Claude Design

Figma's woes compound with Claude Design I think Figma is increasingly becoming a go-to case study in the victims of the so-called "SaaSpocalypse". And Claude Design's recent launch last week just add...

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Source: martinalderson.com

Fixing Telemetry

Keywords: persist conversations, maintain conversational, messages chat, conversations properly, multiple messages, messages, chat llm, chat history, conversations including, conversations
Source: aihero.dev

Fixing The 'New Chat' Button (optional)

Keywords: chatid route, persistent chat, routing chatid, chatid stream, chatid ui, generated chatid, api chat, build chat, chat chatid, chatid
Source: aihero.dev

Generating Chat Titles (optional)

Keywords: persist conversations, maintain conversational, messages chat, conversations properly, multiple messages, messages, chat llm, chat history, conversations including, conversations
Source: aihero.dev

Generating Objects via Output

Most of the time, you don't just want text back from an LLM—you want that text in a structured format. Imagine generating a story about an imaginary planet, then extracting facts from it as a clean ar...

Keywords: generation streamtext, streamtext model, streaming generatetext, generatetext output, generatetext structured, stream text, model text, streaming paragraph, text generatetext, generatetext
Source: aihero.dev

Generating Text

Let's look at the most basic functionality of the AI SDK, generating some text. You need two inputs to generate some text. You need: I've given you a couple of to-dos inside the main.ts file. The firs...

Keywords: google gemini, model gemini, ai sdk, gemini model, ai package, gemini flashconst, generatetext ai, google ai, sdk google, gemini
Source: aihero.dev

Google’s Aletheia Advances the State of the Art of Fully Autonomous Agentic Math Research

Google announced Aletheia, an AI using Gemini 3 Deep Think that solved 6/10 novel math problems in the FirstProof challenge. Aletheia also scored ~91.9% on IMO-ProofBench, signaling a significant shif...

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Source: infoq.com

Guardrails

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Headless everything for personal AI

19th April 2026 - Link Blog Headless everything for personal AI. Matt Webb thinks headless services are about to become much more common: Why? Because using personal AIs is a better experience for use...

Keywords: headless services, salesforce headless, api economy, apis ready, blog headless, agentforce slack, headless feed, apis, headless, honestly headless
Source: simonwillison.net

Hook It Up to the Machine

Hook It Up to the Machine In the early 2000’s, my parents took us on a road trip to Glacier National Park in Montana. We made the journey in our new (used) family van: a green Dodge Caravan whose repu...

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Source: blog.jim-nielsen.com

Hot Wiring the Lisp Machine

Hot-wiring the lisp machine The modern web is choking on its own exhaust. Somewhere along the line, we traded the elegance of plain text for gigabytes of node_modules/ , I know you're thinking about i...

Keywords: emacs lisp, writing boilerplate, weaving web, boilerplate, esoteric templating, frameworks death, text editor, usefulness emacs, lisp machine, emacs
Source: scheatkode.com

How Do I Know My Dataset Is Good?

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

HP Will Discontinue 'HP Anyware' Remote Desktop, Trusted Zero Clients

kriston (Slashdot reader #7,886) writes:

HP Anyware, the new name of the Teradici PCoIP remote desktop solution that was acquired by HP in 2021, is being discontinued. "Maintenance and support for c...

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Source: slashdot.org

Hummingbird Routing

In the previous article, you got Hummingbird up and running and saw how simple it is to spin up a Swift server. But a running server by itself is not very useful. It needs to respond to requests. That...

Keywords: swift server, requests routing, routing server, exactly routing, routes use, route application, routing things, routes using, routes, routes define
Source: azamsharp.com

I keep finding vibe coded apps that leak user data, and I'm not even looking for it

The barrier to shipping software has never been lower. You can describe an idea to an AI, watch it produce a working prototype in an afternoon, and have it deployed behind a domain name by the end of...

Keywords: vibe coded, vibe coding, data leaked, shipping software, coding ecosystem, leak data, coded apps, coded applications, leaky apis, privacy breaches
Source: xda-developers.com

I stopped paying Heroku for my app deployments after discovering this self-hosted alternative

I love creating wacky projects and jumping headfirst into whatever cool GitHub repo I encounter during my doom-scrolling sessions. Rapid deployment platforms like Heroku are pretty useful for my tinke...

Keywords: alternative heroku, effective docker, heroku useful, containerization platform, docker based, containerization platforms, docker popular, podman docker, docker, coolify dev
Source: xda-developers.com

I wrote a CHIP-8 emulator in my own programming language

To build you need the Spectre Programming Language toolchain: spectre ./src/main.sx -o chip8emu License: GPL-3.0-only - By Navid M To build you need the Spectre Programming Language toolchain: spectre...

Keywords: spectre programming, need spectre, spectre, spectre src, toolchain spectre, navid build, gpl navid, sx chip8emu, build need, build
Source: github.com

Implement An Ask Clarifying Questions Step (optional)

In this workshop you'll be taking on a couple more advanced challenges to really flex those AI muscles you've been building over the last few days.

Creating an evaluator-optimizer loop
And showing...
Keywords: evaluator description, frontend evaluator, effective agents, evaluator optimizer, description evaluator, creating evaluator, like evaluator, agents, evaluator, agent
Source: aihero.dev

Implementing Guardrails (optional)

In this workshop you'll be taking on a couple more advanced challenges to really flex those AI muscles you've been building over the last few days.

Creating an evaluator-optimizer loop
And showing...
Keywords: evaluator description, frontend evaluator, effective agents, evaluator optimizer, description evaluator, creating evaluator, like evaluator, agents, evaluator, agent
Source: aihero.dev

Implementing The Loop

Keywords: deepsearch agent, architected deepsearch, deepsearch, action searching, ai sdk, smart agent, task optimization, agent increasingly, agent operations, searching scraping
Source: aihero.dev

Improving Our Crawler (optional)

Keywords: deepsearch agent, building ai, products ai, ai driven, improve agent, understand agent, agent learn, ai frustrating, ai, agent
Source: aihero.dev

In a first, Blue Origin uses a recycled rocket to send a satellite to orbit — and lands the booster a second time

Jeff Bezos’ Blue Origin space venture used a previously flown New Glenn rocket booster to send a satellite into orbit today, marking a first for the company and taking its competition with Elon Musk’s...

Keywords: bluebird rocket, bluebird satellites, spacemobile bluebird, bluebird telecom, launch blue, booster flight, bezos blue, constellation bluebird, deploying bluebird, bluebird destined
Source: geekwire.com

Initializing Evalite

Keywords: evals ai, evals agents, running evals, evaluations truly, evaluations, deepsearch agent, evals, llm evals, eval ts, sophisticated evaluations
Source: aihero.dev

Integrating Langfuse

Keywords: deepsearch agent, building ai, products ai, ai driven, improve agent, understand agent, agent learn, ai frustrating, ai, agent
Source: aihero.dev

Introduction

Keywords: agent chats, agent typescript, ai agent, chat implement, build chat, ai sdk, discord authentication, typescript workshop, chat backend, agent integrating
Source: aihero.dev

Is the Iran War Driving a Surge of Interest in Electric Cars?

In October and through November, America's EV sales reached their lowest point since 2022 after government subsidies expired, remembers Time. "But first-quarter data for 2026 shows that used EV sales...

Keywords: ev sales, electric cars, vehicles electric, electric car, share ev, ev searches, car market, electric vehicles, car sales, america ev
Source: hardware.slashdot.org

Joy & Curiosity #82

Joy & Curiosity #82 Interesting & joyful things from the previous week This one’s short, because it’s been a week full of programming and building, less reading. And this weekend’s equally busy, so he...

Keywords: prompt engineering, getting ai, ai going, prompt engineer, ai interface, ai different, card ai, engineer prompts, ai create, intelligence prompt
Source: registerspill.thorstenball.com

KV Cache Is Eating Your VRAM. Here’s How Google Fixed It With TurboQuant.

Attention works with three components: Query (Q), Key (K), and Value (V) [1]. The dot product between Q and K is what tells the model how much each token should focus on the others, and that is essent...

Keywords: kv cache, preserving attention, query attention, attention keys, core attention, attention brain, attention, attention mechanism, efficient memory, attention works
Source: towardsdatascience.com

Langfuse Basics

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Let’s Make Space Nuclear Again

‘The moon is not the endpoint. It is the proving ground for what comes next.’ <img src="https://i0.wp.com/www.nationalreview.com/wp-content/uploads/2026/04/NASA-Image-Library.jpg?fit=617%2C360&ss...

Keywords: moon endpoint, nasa image, moon, endpoint proving, nasa, endpoint, proving ground, 04 nasa, ground, ground comes
Source: nationalreview.com

LLM-as-a-judge Evals

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Making A Query Rewriter

Keywords: agent workflow, workflow agentic, deterministic applications, agentic systems, deterministic, entirely deterministic, agentic application, determinism, adding determinism, application predictable
Source: aihero.dev

Making Our System Testable

Keywords: evals ai, evals agents, running evals, evaluations truly, evaluations, deepsearch agent, evals, llm evals, eval ts, sophisticated evaluations
Source: aihero.dev

Making The LLM Date-Aware (optional)

Keywords: deepsearch agent, building ai, products ai, ai driven, improve agent, understand agent, agent learn, ai frustrating, ai, agent
Source: aihero.dev

Matt Mullenweg Overrules Core Committers; Puts Akismet on WP 7's Connector List

Matt Mullenweg has directed core committers to proceed with registering Automattic’s Akismet spam plugin on the new Connectors screen that’s shipping in WordPress 7.0, overruling a revert backed by se...

Keywords: akismet spam, registering akismet, akismet default, automattic akismet, akismet automattic, akismet permanently, akismet core, plugin activated, plugins register, activate akismet
Source: therepository.email

Message Metadata

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Message Metadata

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Message Parts

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Microsoft is forcing Windows 11 PCs to 25H2 whether you're ready or not

Microsoft will soon force-install the Windows 11 25H2 update on all eligible consumer-edition systems. 25H2 debuted last October and serves as an incremental update with very few noticeable, extraordi...

Keywords: windows updates, 11 updates, updates microsoft, troublesome updates, forced updates, updating 25h2, update 25h2, windows 11, version windows, 25h2 update
Source: xda-developers.com

Migrating to AI SDK v5 (optional)

In this workshop you'll be taking on a couple more advanced challenges to really flex those AI muscles you've been building over the last few days.

Creating an evaluator-optimizer loop
And showing...
Keywords: evaluator description, frontend evaluator, effective agents, evaluator optimizer, description evaluator, creating evaluator, like evaluator, agents, evaluator, agent
Source: aihero.dev

Mini-ITX motherboards are full of compromises, but not the ones most people think

I've seen many people talk about Mini-ITX motherboards like the compromises are obvious. I mean, to an extent, they are. Yes, you do get fewer PCIe, M.2 slots, DIMM slots, and ports in general, but th...

Keywords: smaller motherboard, fewer pcie, gpu choice, itx motherboards, motherboard longer, smaller boards, itx motherboard, build smaller, motherboard sff, motherboard far
Source: xda-developers.com

Model Router

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Monitor spec sheets hide the one thing that actually decides whether a display feels premium

If you're a PC gamer, you've probably already spent hours comparing spec sheets before deciding on a new monitor. You see manufacturers advertising the same things on the box every single time, from r...

Keywords: monitor specs, gaming monitor, gaming monitors, gaming specs, monitors identical, monitor feels, new monitor, monitors general, frame rate, display gaming
Source: xda-developers.com

"Motorola has filed a lawsuit in India against social media platforms and content creators," reports TechCrunch, "over posts it alleges are defamatory..." The lawsuit, filed in a Bengaluru court and o...

Keywords: motorola sues, defamatory lawsuit, alleging device, content motorola, videos alleging, motorola spokesperson, defamatory content, motorola filed, publication motorola, lawsuit
Source: tech.slashdot.org

Nevada Police Can Now Track Cellphones Without a Warrant

"Nevada quietly signed an agreement earlier this year with a company that collects location data from cellphones, allowing police to track a device virtually in real time," reports the Associated Pres...

Keywords: fog data, nevada police, agencies nevada, location data, track cellphones, nevada department, privacy experts, cellphones warrant, location mobile, fog calls
Source: news.slashdot.org

Notes from the SF Peptide Scene

Notes from the SF Peptide Scene Pulling together disparate thoughts from two weeks wandering around SF Previously: Notes from the SF Party Scene Scott Alexander writes an excellent series of posts abo...

Keywords: peptides party, peptide party, party peptide, gay peptide, peptide themed, joke parties, believe parties, peptide scene, sf parties, scott simply
Source: 12gramsofcarbon.com

Notion leaks email addresses of all editors of any public page

We’ve detected that JavaScript is disabled in this browser. Please enable JavaScript or switch to a supported browser to continue using x.com. You can see a list of supported browsers in our Help Cent...

Keywords: javascript disabled, enable javascript, browser enable, supported browser, disabled browser, detected javascript, supported browsers, browsers help, browser, policy cookie
Source: twitter.com

Opinion: Whither Microsoft? A view from the neighborhood

Feroze Motafram is an operations consultant based in Sammamish, Wash., and founder of Avestan LLC. This piece is adapted from a LinkedIn post. Someone asked me recently what made me think about writin...

Keywords: microsoft strategically, strategy microsoft, urgency microsoft, motafram, feroze motafram, microsoft employees, microsoft looming, decades microsoft, microsoft historically, million microsoft
Source: geekwire.com

Optimize Our Answering System Prompt With Exemplars (optional)

Keywords: deepsearch agent, architected deepsearch, deepsearch, action searching, ai sdk, smart agent, task optimization, agent increasingly, agent operations, searching scraping
Source: aihero.dev

Optimizing Our Prompt (optional)

Keywords: evals ai, evals agents, running evals, evaluations truly, evaluations, deepsearch agent, evals, llm evals, eval ts, sophisticated evaluations
Source: aihero.dev

Organizing Our Dataset Into Dev, CI and Regression (optional)

Keywords: llm evaluations, assess accuracy, llm judge, implement llm, accuracy success, evaluation datasets, sophisticated evaluations, deterministic scorer, model assess, criteria agents
Source: aihero.dev

Our First Deterministic Eval

Keywords: evals ai, evals agents, running evals, evaluations truly, evaluations, deepsearch agent, evals, llm evals, eval ts, sophisticated evaluations
Source: aihero.dev

Our First LLM-As-A-Judge Eval

Keywords: llm evaluations, assess accuracy, llm judge, implement llm, accuracy success, evaluation datasets, sophisticated evaluations, deterministic scorer, model assess, criteria agents
Source: aihero.dev

Our First Model Call

Keywords: agent chats, agent typescript, ai agent, chat implement, build chat, ai sdk, discord authentication, typescript workshop, chat backend, agent integrating
Source: aihero.dev

Our National Parks Need Help

We’re at risk of squandering the progress we’ve made to maintain America’s national parks. <img src="https://i0.wp.com/www.nationalreview.com/wp-content/uploads/2026/04/yellowstone.jpg?fit=617%2C360&...

Keywords: yellowstone jpg, yellowstone, national parks, 04 yellowstone, parks img, parks, maintain america, risk squandering, jpg, risk
Source: nationalreview.com

Passing Chat ID's To The API

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Passing Extra Metadata To Langfuse

Keywords: deepsearch agent, building ai, products ai, ai driven, improve agent, understand agent, agent learn, ai frustrating, ai, agent
Source: aihero.dev

Passing Images and Files

Many language models can process more than just text—they can analyze images, PDFs, and other files. The AI SDK provides built-in support for sending files to your LLM provider's API. Right now, your...

Keywords: messages uploading, file sendmessage, file send, sending files, image chat, sdk send, file upload, sendmessage use, capture uploaded, text sendmessage
Source: aihero.dev

Passing The Message History

Keywords: persist conversations, maintain conversational, messages chat, conversations properly, multiple messages, messages, chat llm, chat history, conversations including, conversations
Source: aihero.dev

Persist Chats To The Database

Keywords: chatid route, persistent chat, routing chatid, chatid stream, chatid ui, generated chatid, api chat, build chat, chat chatid, chatid
Source: aihero.dev

Persisting Chat Messages

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Persisting Messages In Postgres

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Persisting Our New Setup To The Backend

Keywords: persist conversations, maintain conversational, messages chat, conversations properly, multiple messages, messages, chat llm, chat history, conversations including, conversations
Source: aihero.dev

Proxy-Pointer RAG: Structure Meets Scale at 100% Accuracy with Smarter Retrieval

In my previous article, I introduced Proxy-Pointer RAG — a retrieval Although a useful proof-of-concept, that did not prove production readiness. This article aims to address that. In an enterprise, t...

Keywords: structured documents, documents rag, document retrieval, document structure, document structural, introduces retrieval, precise retrieval, retrieval useful, document sections, retrieval structurally
Source: towardsdatascience.com

Rate Limiting Anonymous Users (optional)

Keywords: agent chats, agent typescript, ai agent, chat implement, build chat, ai sdk, discord authentication, typescript workshop, chat backend, agent integrating
Source: aihero.dev

Rate Limiting (optional)

Keywords: agent chats, agent typescript, ai agent, chat implement, build chat, ai sdk, discord authentication, typescript workshop, chat backend, agent integrating
Source: aihero.dev

Remembering Zip Drives - the Trendy Storage Technology of the 1990s

the-trendy-storage-technology-of-the-1990s?utm_source=rss1.0mainlinkanon&utm_medium=feed crawled_date: 2026-04-19T08:18:13.125824+00:00 feed_url: https://rss.slashdot.org/Slashdot/slashdotMain publish...

Keywords: floppy disks, traditional floppy, floppy disk, storage technology, trendy storage, 1990s floppy, zip drives, floppy, hdds portable, disk zip
Source: hardware.slashdot.org

Reporting DB Calls To Langfuse (optional)

Keywords: deepsearch agent, building ai, products ai, ai driven, improve agent, understand agent, agent learn, ai frustrating, ai, agent
Source: aihero.dev

Representing Data As Tokens

In this lesson, we'll explore how different data formats affect token efficiency when working with LLMs. Understanding token usage is crucial for optimizing your prompts and context windows. I want to...

Keywords: token efficiency, token efficient, json tokens, token usage, understanding token, tokens tokenize, fewer tokens, compare token, token counts, tokenize
Source: aihero.dev

Reprojecting Dual Fisheye Videos to Equirectangular (LG 360)

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Keywords: zq ɾ4, i_x fzadrwpkr, ɾ4 k3, 3haf0 tdcr_, lr qru2, ҹi 8n2s7, ff jsիevt, əv ꡨo, 3ˤ9 br8, ǽ2rsy yi
Source: shkspr.mobi

Research Workflow

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Resumable Streams (optional)

Keywords: agent workflow, workflow agentic, deterministic applications, agentic systems, deterministic, entirely deterministic, agentic application, determinism, adding determinism, application predictable
Source: aihero.dev

Retrieval

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Running Open-Source Models Inside Docker Sandboxes: Agent in a microVM, Model on the Host, Zero Cloud Dependency

<p><a href="https://www.docker.com/blog/why-microvms-the-architecture-behind-docker-sandboxes/?ref=ajeetraina.com" rel="noreferrer">If you've been following the Docker Sandboxes </a>(sbx) story,...

Keywords: microvms architecture, docker sandboxes, architecture docker, inside microvm, microvm, microvms, linux kvm, hypervisor platform, docker, kvm governed
Source: ajeetraina.com

Scientific datasets are riddled with copy-paste errors

Scientific datasets are riddled with copy-paste errors Initial results from scanning through Excel files belonging to 600 published scientific papers. The above data comes from a landmark paper in Par...

Keywords: pasted data, data duplicated, duplicated data, results copied, problematic data, scientific datasets, paste errors, correcting dataset, unleash datasets, 000 datasets
Source: sciencedetective.org

Search Grounding (optional)

Keywords: agent chats, agent typescript, ai agent, chat implement, build chat, ai sdk, discord authentication, typescript workshop, chat backend, agent integrating
Source: aihero.dev

Search, Scrape, Summarize

Keywords: agent workflow, workflow agentic, deterministic applications, agentic systems, deterministic, entirely deterministic, agentic application, determinism, adding determinism, application predictable
Source: aihero.dev

Set Up Discord Authentication

Keywords: agent chats, agent typescript, ai agent, chat implement, build chat, ai sdk, discord authentication, typescript workshop, chat backend, agent integrating
Source: aihero.dev

Show HN: Prompt-to-Excalidraw demo with Gemma 4 E2B in the browser (3.1GB)

Cmd+Enter to generate Describe any diagram, Gemma 4 E2B generates it as Excalidraw — entirely in your browser. Desktop Chrome 134+ only. The LLM outputs compact code (~50 tokens) instead of raw Excali...

Keywords: turboquant algorithm, needs webgpu, webgpu, turboquant wasm, simd cpu, turboquant, compute shaders, generates excalidraw, webgpu subgroups, shaders runs
Source: teamchong.github.io

Showing Sources In The Frontend

In this workshop you'll be taking on a couple more advanced challenges to really flex those AI muscles you've been building over the last few days.

Creating an evaluator-optimizer loop
And showing...
Keywords: evaluator description, frontend evaluator, effective agents, evaluator optimizer, description evaluator, creating evaluator, like evaluator, agents, evaluator, agent
Source: aihero.dev

Showing The Saved Chats In The Frontend

Keywords: chatid route, persistent chat, routing chatid, chatid stream, chatid ui, generated chatid, api chat, build chat, chat chatid, chatid
Source: aihero.dev

Showing The Steps Taken in The Frontend

Keywords: persist conversations, maintain conversational, messages chat, conversations properly, multiple messages, messages, chat llm, chat history, conversations including, conversations
Source: aihero.dev

Showing Tool Calls In The Frontend

Keywords: agent chats, agent typescript, ai agent, chat implement, build chat, ai sdk, discord authentication, typescript workshop, chat backend, agent integrating
Source: aihero.dev

Showing Tools in the Frontend

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Showing Usage In The Frontend (optional)

In this workshop you'll be taking on a couple more advanced challenges to really flex those AI muscles you've been building over the last few days.

Creating an evaluator-optimizer loop
And showing...
Keywords: evaluator description, frontend evaluator, effective agents, evaluator optimizer, description evaluator, creating evaluator, like evaluator, agents, evaluator, agent
Source: aihero.dev

Six Levels of Dark Mode

Six levels of dark mode Essay Being reminded of the visually hidden debate hasn’t been the only thing that happened to me on this year’s CSS Naked Day. I’ve observed that on pretty much all the sites...

Keywords: dark css, theme dark, dark html, light css, styles light, content dark, levels dark, default dark, css light, dark attribute
Source: cssence.com

Smoothing Our Streaming (optional)

Keywords: deepsearch agent, architected deepsearch, deepsearch, action searching, ai sdk, smart agent, task optimization, agent increasingly, agent operations, searching scraping
Source: aihero.dev

Someone built a tiny AI that lives next to your cursor, and it's the most useful thing I've tried in months

We've reached a point where practically every new AI tool or feature launching just feels the same. Every company is going after helping you build better presentations, write more "human" emails, or w...

Keywords: ai productivity, productivity hack, built ai, ai tool, uses ai, new ai, ai buddy, chatbot, ai newsletter, ai average
Source: xda-developers.com

Someone has already created a Steam Machine competitor, and it costs a pretty penny

Summary

Steam Machine delayed by RAM shortages; third parties like Playnix fill the void now.
Playnix ships high-end specs: Ryzen 5, RDNA4 9060 XT, 16GB RAM, NVMe, WiFi6E, HDMI2.1/DP2.1
Price $1...
Keywords: pricey playnix, steam machine, machine steam, console steam, 000 steam, make steam, wait steam, including steam, steam, summary steam
Source: xda-developers.com

Start and Finish Parts

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Streaming Custom Data Parts To The Frontend

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Streaming Custom Data to the Frontend

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Streaming Objects To Custom Data Parts

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Streaming Objects via Output

Generating objects is useful, but we can do better. When working with LLMs, we should always consider streaming - since LLMs generate tokens one at a time, waiting for the entire response can feel slo...

Keywords: streamtextconst factsresult, factsresult streamtext, factsresult partialobjectstream, facts generation, streamtext facts, facts arriving, streamtext model, factsresult output, facts schema, generatetext streamtextconst
Source: aihero.dev

Streaming Text Parts By Hand

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Streaming Text To The Terminal

Generating text with AI is powerful, but waiting for the entire output can make applications feel unresponsive. Modern AI applications stream text to users as it's being generated, creating a more dyn...

Keywords: streamtext ai, stream text, sdk streamtext, todo streamtext, text stream, stream textstream, text streaming, streamtext function, streamtext create, streamtext run
Source: aihero.dev

Streaming To A UI

Now, we understand the importance of streaming text and how to convert that text stream from the LLM into a UIMessageStream for the frontend. Let's look at how to implement this in our app. We have a...

Keywords: uimessagestream frontend, llm uimessagestream, create uimessagestream, uimessagestream streamtext, uimessagestream, uimessagestream sent, sendmessage functionconst, message rendering, api chat, hook messages
Source: aihero.dev

Daily Summary

Total articles: 204

Overall

A map of all ~2,100 Swiss municipalities showing which provider handles their official email — grouped by jurisdiction — based on public DNS records and other public n...

Keywords: sovereign cybersecurity, digital sovereign, swiss authorities, uuid, proposal uuid, getting uuid, dns, 04 cybersecurity, uuid summary, www swiss

Swiss AI Initiative

<a href="https://news.ycombinator.com/item?id=47828444">Comments</a>

Keywords: news ycombinator, href, ycombinator com, ycombinator, href https, comments, https news, 47828444 comments, news, com item
Source: swiss-ai.org

Swiss authorities want to reduce dependency on Microsoft

Swiss authorities want to reduce dependency on Microsoft The Swiss government is aiming to gradually shift away from a dependency on Microsoft products, according to the NZZ am Sonntag newspaper. +Get...

Keywords: microsoft swiss, corporations swiss, swiss government, companies switzerland, swiss authorities, microsoft, switzerland users, dependency microsoft, servers switzerland, swiss
Source: swissinfo.ch

System Prompts

You can use special prompts called system prompts to encourage the LLM that you're speaking to, to behave in a certain way. In our case, I've added an extremely annoying behavior, which is our LLM is...

Keywords: prompt streamtext, pirate language, modelmessages system_prompt, speak pirate, flash messages, messages modelmessages, system_prompt reply, reply pirate, language politely, pirate mode
Source: aihero.dev

The Bromine Chokepoint: How Strife Could Halt Production of World’s Memory Chips

Join War on the Rocks and gain access to content trusted by policymakers, military leaders, and strategic thinkers worldwide. The U.S.-Israeli war with Iran, now in an unstable ceasefire, has exposed...

Keywords: israeli bromine, bromine semiconductor, israel chemicals, bromine potentially, dangerous bromine, bromine imports, bromine production, sea bromine, israel chip, bromine supply
Source: warontherocks.com

The Complete System Design Guide: From Zero to Production-Ready

-35e7a49c6df5---4 crawled_date: 2026-04-19T21:21:04.125520+00:00 feed_url: https://aws.plainenglish.io/feed published: Sun, 19 Apr 2026 20:42:08 GMT

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Keywords: feed image, feed snippet, medium feed, feed link, 00 feed_url, feed item, feed, feed published, io feed, reading aws
Source: aws.plainenglish.io

The Data Flywheel

Keywords: llm evaluations, assess accuracy, llm judge, implement llm, accuracy success, evaluation datasets, sophisticated evaluations, deterministic scorer, model assess, criteria agents
Source: aihero.dev

The seven programming ur-languages

The seven programming ur-languages I regularly hear people asking which programming language to learn, and then reeling off a list of very similar languages (“Should I learn Java, C#, C++, Python, or...

Keywords: programming languages, programming language, fundamentals languages, array languages, languages implement, language languages, oriented languages, programming learn, languages implemented, common programming
Source: madhadron.com

The SQL Developer's Reading List for 2026 (7 Books That Matter)

SQL (Structured Query Language) is one of the most essential skills of a programmer. I would rate this skill similar to UNIX if you are a professional programmer because it doesn't matter whether you...

Keywords: sql skills, learn sql, sql skill, sql proficiency, sql education, sql programmer, sql programmers, sql beginners, sql learn, query skills
Source: sqlrevisited.com

The System Design Learning List for 2026 (6 Courses That Matter)

Hello guys, if you are preparing for Software Engineer or Software Developer Job interview then you may know that how important is to prepare for System Design, especially if you want to get a develop...

Keywords: udemy courses, design courses, design course, courses udemy, course design, interview courses, interview course, udemy enroll, udemy course, quality courses
Source: java67.com

The Template

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

The world in which IPv6 was a good design

2017-08-10 » The world in which IPv6 was a good design Last November I went to an IETF meeting for the first time. The IETF is an interesting place; it seems to be about 1/3 maintenance grunt work, 1/...

Keywords: thinking ipv6, idea ipv6, mentioned ipv6, ipv6 1990s, ipv6 project, thoughts ipv4, ipv6 thing, obsolete ipv4, ipv6 good, ipv6 complicated
Source: apenwarr.ca

These 4 free open-source apps fix what Google left broken on my Pixel phone

Google’s Pixel lineup represents the pinnacle of Android, refined by years of software iteration. Unfortunately, the company may have lost focus on the core pillars of the user experience recently. Ev...

Keywords: google pixel, pixel phones, pixel bloatware, pixel devices, pixel experience, pixel, pixel run, apps, mainstream apps, google samsung
Source: xda-developers.com

Tokens

Now we understand a bit more about how the AI SDK works, let's dive a bit deeper into LLM fundamentals We need to understand a little bit about how LLMs work, because the constraints of how they work...

Keywords: ai sdk, tiktoken javascript, tiktoken js, js tiktoken, import tiktoken, using tiktokenizer, new tiktoken, o200k_base tokenizer, tiktokenizer, tiktoken
Source: aihero.dev

Tool Approval

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Source: aihero.dev

Tool Loop Agent

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Top 10 Microservices Design Patterns and Principles - Examples

Top 10 Microservices Design Patterns and Principles - Examples Microservices are Mess without these patterns .... Want to learn System Design in Depth? Join ByteByteGo now for visual learning. They ar...

Keywords: java microservices, microservices design, microservice design, microservices patterns, microservice patterns, microservice architecture, principles microservice, microservices architecture, architecture microservices, architecture microservice
Source: javarevisited.substack.com

Tracking Token Usage

The AI SDK provides functionality to monitor how many tokens you're using through a concept called "usage". This helps you track and understand your token consumption when working with AI models. In t...

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Source: aihero.dev

Type with Your Voice on Linux: Explore This Innovative Whisper-Based App

Voice typing on Linux has taken a step forward with the introduction of a new application called Speed of Sound, which utilizes OpenAI’s Whisper model. Despite voice typing being a prevalent feature o...

Keywords: voice typing, audio text, speaking application, speech text, inefficiencies speech, recording speaking, speech processing, technology whisper, audio, whisper model
Source: serverhost.com

UI Message Streams

So far we've seen how you can stream text from an LLM response, but LLMs can return more than just text parts. They can return reasoning tokens, they can return sources, they can return tool calls and...

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Source: aihero.dev

UI Messages vs Model Messages

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Use A Combined Search/Scrape API Instead (optional)

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Source: aihero.dev

Using ID's In Custom Data Parts

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

V5 to V6 Breaking Changes

This course uses AI SDK v6. If you're coming from v5, here are the key breaking changes to be aware of. convertToModelMessages is now asyncIn v5, convertToModelMessages was synchronous: // v5const mod...

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Source: aihero.dev

Vercel April 2026 security incident

Cloud development platform Vercel has disclosed a security incident after threat actors claimed to have breached its systems and are attempting to sell stolen data. Vercel is a cloud platform that pro...

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Source: bleepingcomputer.com

Vercel Says Internal Systems Hit in Breach

Vercel Says Internal Systems Hit in Breach The incident came to light on Sunday and the company says it has brought in an incident response provider to investigate the intrusion. Details of the intrus...

Keywords: vercel intrusion, intrusion details, investigate intrusion, provider investigate, compromised customers, security incident, details intrusion, compromised companies, breach incident, intrusion
Source: decipher.sc

Vibe-Coding an Attention Firewall, w/ Steve Newman, creator of The Curve

Steve Newman discusses the AI tools and vibe-coding workflows he uses, including an attention firewall, reading app, coding-agent dashboard, automations, and universal logging. He also covers security...

Keywords: ai tools, discusses ai, coding agent, workflows uses, coding workflows, automations, vibe coding, ai, ai broader, automations universal
Source: cognitiverevolution.ai

VRR flicker is the monitor problem nobody warns you about

As someone who loves watching monitor reviews on YouTube, I've spent way too much time obsessing over the usual specs like response times, refresh rate, panel type, and HDR certification. These are th...

Keywords: oled monitors, oled monitor, monitors flaws, monitor oled, monitor reviews, monitor flicker, vrr flicker, monitors excellent, oled gaming, reviews vrr
Source: xda-developers.com

Waiting For Streams To Finish

Keywords: interface llm, ai typescript, ai sdk, sdk ai, modern llm, tool llm, llm fundamentals, llm features, apis tooling, typescript skills
Source: aihero.dev

Wander Console 0.5.0

Wander Console 0.5.0 Wander Console 0.5.0 is the fourth release of Wander, a small, decentralised, self-hosted web console that lets visitors to your website explore interesting websites and pages rec...

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Source: susam.net

Week in Review: Most popular stories on GeekWire for the week of April 12, 2026

Get caught up on the latest technology and startup news from the past week. Here are the most popular stories on GeekWire for the week of April 12, 2026. Sign up to receive these updates every Sunday...

Keywords: bezos blue, bezos nearly, bezos, jeff bezos, microsoft partnership, blue origin, bezos images, saying microsoft, amazon potential, demand amazon
Source: geekwire.com

What is the AI SDK?

The AI SDK is a library written in TypeScript that makes working with LLMs a lot easier. At the time of recording, it's up to two and a half million downloads per week and it's built and maintained by...

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Source: aihero.dev

What's Wrong With Our Current Approach?

Keywords: deepsearch agent, architected deepsearch, deepsearch, action searching, ai sdk, smart agent, task optimization, agent increasingly, agent operations, searching scraping
Source: aihero.dev

When moving fast, talking is the first thing to break

When you make speed and “moving fast” the biggest priority on a project or in an organization, the first thing to breakdown is talking to each other. Talking takes time. Consensus is expensive and slo...

Keywords: prioritizing speed, org collaboration, collaboration, speed priority, design prioritizing, collaboration suffers, time consensus, speed talking, organization messy, priority project
Source: daverupert.com

Why half of product managers are in trouble | Nikhyl Singhal (Meta, Google)

Nikhyl Singhal is the founder of The Skip, a community for senior product leaders; a former product exec at Meta, Google, and Credit Karma; and a many-time founder. He’s also one of the most honest, u...

Keywords: product leaders, product managers, product management, product job, marketing, product community, accelerate trust, career nikhyl, founder skip, managers risk
Source: lennysnewsletter.com

Why Zip drives dominated the 90s, then vanished almost overnight

In a market that evolves as quickly as this one, it's interesting to realize how many interesting inventions have been lost to time over the years, many of which we may never even have heard of. Today...

Keywords: zip drives, portable storage, zip disks, hdds portable, floppy disks, removable storage, floppy disk, drives zipcd, zip drive, storage media
Source: xda-developers.com