HackerNoon • 2026-04-22 13:59

How to Teach the LLM to Think With Your Data

This approach misses the real strength of LLMs. Instead of exposing raw RAG output, we should feed the retrieval knowledge back into the LLM first. This allows the model to reason with the context, synthesize multiple pieces of information, and deliver answers that are more accurate, natural, and aligned with user intent. In other words, we are not just teaching the LLM facts - we're teaching it t...

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1m read
DEV Community • 2026-04-22 13:56

When System Prompts Become Prompt Debt -What GitHub Copilot’s hidden instructions reveal about AI agent design

I Read the System Prompt Most discussions about coding agents focus on model quality. I decided to inspect something else: the system prompt. What I found was not a short hidden prompt, but a large prompt program implemented in TypeScript (AgentPrompt.tsx), with conditional rendering, tool routing, memory instructions, safety rules, behavioral policies, and identity constraints. It ...

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3m read
DEV Community • 2026-04-22 13:51

KYC vs ID verification: the same software, for different reasons

The first time I watched the compliance team and the fraud team at the same company argue over which vendor to pick, I thought they were arguing about the wrong thing. They agreed on the shortlist. They’d sat through the demos together. What they couldn’t agree on was what the product was for. KYC software and ID verification software look identical from the outside. They check a document. They c...

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3m read
CSS-Tricks • 2026-04-22 13:49

Enhancing Astro With a Markdown Component

I use a Markdown Component for two main reasons: (1) It reduces the amount of markup I need to write, and (2) it converts typographic symbols. Here's how it works. Enhancing Astro With a Markdown Component originally handwritten and published with love on CSS-Tricks. You should really get the newsletter as well.

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1m read
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
[Boost]
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
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