Morning.dev

DEV Community • 2026-04-22 13:49

OCR Is Not Redaction: Building Safer Auto-Redaction With Tesseract.js

OCR demos usually stop too early. They show recognize(), print some text, and imply that automatic redaction is basically done. In a real product, that is maybe 20 percent of the job. What users actually need is a safer pipeline: Run OCR on the image. Classify risky spans such as emails, phone numbers, account references, dates, and IDs. Map those matched spans back to OCR word boxes. Pad the ...

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4m read

DEV Community • 2026-04-22 13:48

Why Your AI Agent Forgets Everything When You Close the Tab

I spent months re-explaining myself to an AI that couldn't remember me. Every session: who I am, what I'm building, what the voice sounds like, what the customer context is, where the project stands. Paste it in, do the work, close the tab. Open a new one. Start over. Waxell Connect solves this by giving AI agents a persistent place to work between sessions. A workspace in Connect contains everyt...

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7m read

DEV Community • 2026-04-22 13:47

Why We Split meta/root and coordinator in NoKV

Links Repo: https://github.com/feichai0017/NoKV Interactive demo: https://demo.eric-sgc.cafe/ When people first look at a distributed KV system, one of the most natural assumptions is: “There should be one control-plane service that owns the cluster metadata.” That intuition is understandable. If you’ve looked at systems like TiKV, the first mental model you often get is s...

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6m read

I built the "Premium" Admin Template I couldn't find for free (Next.js + Tailwind) 🚀

DEV Community • 2026-04-22 13:46

I built the "Premium" Admin Template I couldn't find for free (Next.js + Tailwind) 🚀

I have a confession: I’m a developer who is obsessed with aesthetics. Every time I start a new SaaS project or a side hustle, I spend the first 3 hours searching for "Free Admin Templates." And every time, I end up a bit disappointed. Most "free" templates feel like they were frozen in time. They’re often full of ashy greys, clunky borders, and those generic blue primary colours that scream "D...

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3m read

DEV Community • 2026-04-22 13:44

Stop building what your customers ask for

I was at a conference this week. Bunch of stakeholders on stage. Hospital admins, big-name buyers, a couple of policy folks. The message to founders was loud and clear: "You need to be consulting us. You need to be adapting your products to our suggestions." And honestly? I hated it. Not because they were completely wrong. They were half right. They were just shouting the half that was wrong. ...

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4m read

DEV Community • 2026-04-22 13:37

I Set Up Email Marketing for My Next.js Business in 30 Minutes (Loops.so)

Every indie hacker who skipped email marketing eventually regrets it. Your X followers, GitHub stars, or Gumroad audience can disappear overnight if the platform changes. Email is the one channel you actually own. Last week I wired email capture into my Next.js template business. From zero subscribers to a working welcome sequence in under an hour. Here's exactly how. The Stack Loop...

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4m read

10GB VRAM Local LLM: The Complete Setup Guide (2026)

SitePoint • 2026-04-22 13:36

10GB VRAM Local LLM: The Complete Setup Guide (2026)

Hardware-matched tutorial covering model selection, quantization levels, and performance optimization for 10GB VRAM systems Continue reading 10GB VRAM Local LLM: The Complete Setup Guide (2026) on SitePoint.

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1m read

MCPNest Gateway — One URL to Rule All Your MCP Servers

DEV Community • 2026-04-22 13:35

MCPNest Gateway — One URL to Rule All Your MCP Servers

MCPNest v1.11 | April 2026 The MCP ecosystem has a governance problem. Developers are installing MCP servers directly into Claude Desktop and Cursor — GitHub integrations, database connectors, web scrapers, API wrappers. The tools are good. The problem is that nobody in IT knows which ones are running, who installed them, or what they're doing. This is the problem the MCPNest Gateway solve...

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5m read

Llama 4 Scout on MLX: The Complete Apple Silicon Guide (2026)

SitePoint • 2026-04-22 13:34

Llama 4 Scout on MLX: The Complete Apple Silicon Guide (2026)

Mac-specific deployment guide covering Ollama MLX setup, model quantization by Mac tier, and performance optimization Continue reading Llama 4 Scout on MLX: The Complete Apple Silicon Guide (2026) on SitePoint.

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1m read

Hybrid Cloud-Local LLM: The Complete Architecture Guide (2026)

SitePoint • 2026-04-22 13:33

Hybrid Cloud-Local LLM: The Complete Architecture Guide (2026)

Architecture guide covering routing logic, gateway setup, cost-benefit analysis, and production deployment patterns for hybrid LLM systems Continue reading Hybrid Cloud-Local LLM: The Complete Architecture Guide (2026) on SitePoint.

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1m read

DEV Community • 2026-04-22 13:29

Am I the Only One, or Has Roblox Changed TOO Much??

I could be wrong here, but it seems like Roblox games have changed a lot over the last few years. It’s not the technology that’s gotten better. But in terms of what people build and what people play. It feels different. When I first started making Roblox games back in 2019–2020, there was a lot more variety. Small group projects Specialized communities Experimental gameplay concepts Games tha...

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2m read

Claude Code 2.1: The Complete xHigh and Auto-Verification Guide (2026)

SitePoint • 2026-04-22 13:29

Claude Code 2.1: The Complete xHigh and Auto-Verification Guide (2026)

Deep-dive tutorial covering xhigh effort configuration, auto-verification workflows, cost optimization, and production patterns Continue reading Claude Code 2.1: The Complete xHigh and Auto-Verification Guide (2026) on SitePoint.

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1m read

Hacker News: Front Page • 2026-04-22 13:28

Treetops glowing during storms captured on film for first time

Article URL: https://www.psu.edu/news/earth-and-mineral-sciences/story/treetops-glowing-during-storms-captured-film-first-time Comments URL: https://news.ycombinator.com/item?id=47863324 Points: 11 # Comments: 0

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1m read

DEV Community • 2026-04-22 13:27

EP2: Mapping the Labyrinth: How Coolify Deploys Your Apps (and Why K8s Fits)

If you missed Episode 1, we established the goal: Investigate whether native Kubernetes support in Coolify is actually impossible. Now, the investigation moves from the "Why" to the "How." I spent the last few days inside the Coolify source code, trying to map exactly how it moves code from a repository into a running container. Here is the technical reality of the engine. 🏗️ Part 1...

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3m read

DEV Community • 2026-04-22 13:26

[Boost]

Midnight network is live Lauren Lee Lauren Lee ...

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1m read

Why LoRA? Understanding the representative PEFT

DEV Community • 2026-04-22 13:24

Why LoRA? Understanding the representative PEFT

Why LoRA? Low-Rank Adaptation (LoRA) has revolutionized the way we approach Large Language Models (LLMs). As the most prominent Parameter-Efficient Fine-Tuning (PEFT) method, LoRA allows developers to adapt massive models like Llama 3 or GPT-4 to specific tasks without needing a cluster of H100 GPUs. But how exactly does it work, and why is it so effective? In this post, we’ll dive int...

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6m read

DEV Community • 2026-04-22 13:22

N8n dla początkujących (przykład połączenia z Google Ai Studio)

Co to jest n8n? n8n to narzędzie typu workflow automation. Posiada przejrzysty interfejs i intuicyjne zasady działania. Jego największą zaletą jest możliwość łączenia ze sobą setek aplikacji, takich jak: Gmail Google Sheets Supabase Slack Wszystko odbywa się za pomocą łączenia ze sobą gotowych klocków (węzłów), co eliminuje konieczność pisania skomplikowanego kodu backendowego. ...

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1m read

Hacker News: Front Page • 2026-04-22 13:22

Books Are Not Remotely Too Expensive

Article URL: https://www.millersbookreview.com/p/no-books-are-not-remotely-too-expensive Comments URL: https://news.ycombinator.com/item?id=47863248 Points: 5 # Comments: 0

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1m read

Hacker News: Front Page • 2026-04-22 13:19

Qwen3.6-27B: Flagship-Level Coding in a 27B Dense Model

Article URL: https://qwen.ai/blog?id=qwen3.6-27b Comments URL: https://news.ycombinator.com/item?id=47863217 Points: 28 # Comments: 7

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1m read

DEV Community • 2026-04-22 13:18

claude-3-haiku-20240307 just started returning errors — here's what happened

If your code hits claude-3-haiku-20240307 and started failing yesterday, you're not alone. Anthropic retired Claude Haiku 3 on April 20, 2026. Retired, not deprecated — requests to the old model ID no longer complete. They return an error. This is a real deprecation cutoff that was announced 60 days ago and landed without much fanfare. If you missed the email, you're finding out now — probably fr...

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5m read