🌍 Dev.to

Why I chose PGMQ over Redis for IoT sensor ingestion

In my last post, I introduced CultivatorsLedger — a local-first cultivation telemetry platform built on Next.js, PostgreSQL, and Docker. One of the first architectural decisions I made was how to handle sensor data ingestion. In a grow environment, WiFi is not reliable. Network drops happen. And when they do, standard HTTP posts lose data. I needed a queue. The Contenders I looked at three options: Kafka — powerful, but way too heavy for a homelab setup. I don't ne...
🌍 Dev.to

Release-Ready Email Checks

Release checklists often prove the API is up, the queue is draining, and the UI loads. Then an approval email ships with the wrong hostname, or a reset link points at yesterday's env. That gap is why I keep one small email check in the release path now. It is not fancy, but it saves a lot of avoidable thrash. I am not talking about a giant suite. I mean one replayable workflow for the email that matters most in that release: signup, approval, password reset, invite, whatever is user-visible a...
🌍 Dev.to

Your Coding Agents Are Drowning in Context: You Pay Twice, in Tokens and in Precision

Look at what your coding agents actually pull into context. For a single task, the agent greps the repo, runs a broad vector search, and loads dozens of files and chunks that merely resemble the request into the window before it writes a line. You pay for that twice. Once in tokens, for context the model never uses and once in precision, because the few facts that matter are now buried in lookalike text, and a window crowded with noise makes the model reason worse. The reflex may be to buy a lon...
🌍 Dev.to

We read 5 \"free credits\" Terms of Service so you don't have to

When an AI credit offer goes viral, two things spawn immediately: threads calling it a scam, and actual scams farming the confusion. Case study from our own beat. Hyperagent — an AI agent platform currently running a large signup-credit offer — lives at hyperagent.com. There is also a hyperagents.online: plural, different TLD, and a rock-bottom trust score on Scamadviser. Type the name into a search bar with one letter of drift, or click a link in the wrong thread, and you land somewhere that...
🌍 Dev.to

Building PWAs: Offline-First Adventures Like in *Ready Player One*

The Quest Begins (The "Why") Picture this: you’ve just shipped a sleek web app that looks gorgeous on desktop and mobile. Users love the UI, but the moment they step into a subway tunnel or a coffee shop with spotty Wi‑Fi, the whole thing grinds to a halt. I’ve been there—watching frustrated users tap‑refresh over and over while I silently wish I could give them a “continue offline” button. It felt like trying to play a video game where the save points only work when you’re standing next to ...
🌍 Dev.to

MCP server marketplaces compared: Smithery vs Glama vs PulseMCP vs MarketNow

The MCP marketplace landscape If you're looking for MCP (Model Context Protocol) servers, there are now several marketplaces. I built one of them ( MarketNow ), so I'm biased — but here's an honest comparison. The 4 marketplaces Marketplace Servers Security audit Pricing Unique feature Smithery 3,000+ None Free Easy install via CLI Glama 2,000+ None Free Quality scores (algorithmic) PulseMCP 21,000+ None Free ...
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Response to 'gVisor vs Firecracker for AI Agent Sandboxing' — what we learned auditing 8,764 MCP servers

I read @chunxiaoxx 's excellent post MCP Security Patterns 2026: gVisor vs Firecracker for AI Agent Sandboxing and wanted to share what we actually found running gVisor in production. We built MarketNow — a marketplace for MCP servers where every server gets audited. Our L2.5 layer uses gVisor (runsc) exactly as the article describes. What the article gets right The article correctly identifies the key tradeoff: gVisor : Userspace kernel, intercepts syscalls, ~5-10...
GEO for Developers: Get Cited by ChatGPT and Perplexity
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GEO for Developers: Get Cited by ChatGPT and Perplexity

Have you ever asked ChatGPT or Perplexity a coding question and get a suspiciously specific, correct answer, with zero link back to whoever actually wrote it? Yeah, that's been happening to my blog too, and I finally sat down to fix it. So here's the real answer: GEO for developers doesn't need an agency or a 40-page audit. It just needs three simple things: a properly structured content so a model can lift one paragraph and have it make sense on its own, real evidence instead of vague cla...
🌍 Dev.to

Treat the Context Window Like a Budget, Not a Junk Drawer

Most AI coding workflows treat context as something that happens accidentally. You open a few files. Paste a stack trace. Ask the model to inspect a directory. Then another. Then the chat grows heavy, the model starts missing earlier instructions, and everyone pretends the problem is "the model got weird." In ai-assistant-dot-files (I probably need to rename this now as its grown into something else) I wanted to treat the context window as a budget. Not a vibe. Not a giant bucket. A b...
Nuxt In 2026: The Vue Full-Stack Framework That Deserves More Attention
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Nuxt In 2026: The Vue Full-Stack Framework That Deserves More Attention

Everyone knows Next.js is the default full-stack JavaScript framework in 2026. The job ads say so, the AI tooling assumes so, the conference talks revolve around React Server Components, and even people who've never touched a Vue file have an opinion about which version of getServerSideProps they like best. Everyone is mostly right - and missing a piece of the story. The piece they're missing is that on the other side of the framework wall, Nuxt has spent the last two years quietly turning ...
HackerNews

Chat Control 1.0 and 2.0 Explained

Article URL: https://fightchatcontrol.eu/chat-control-overview Comments URL: https://news.ycombinator.com/item?id=48818311 Points: 402 # Comments: 133
ISP Traffic Shaping: Why Your Streaming Buffers Even When Your Internet Seems Fine
🌍 HackerNoon

ISP Traffic Shaping: Why Your Streaming Buffers Even When Your Internet Seems Fine

The article explains how ISPs use deep packet inspection (DPI) and traffic classification to identify and selectively throttle bandwidth-intensive services such as streaming platforms. It also explores how VPNs obscure destination information, reducing the effectiveness of selective throttling, while clarifying the limitations of encryption and offering practical ways to detect whether throttling is occurring.
Why Cybersecurity Governance Depends on Decisions, Not Just Controls
🌍 HackerNoon

Why Cybersecurity Governance Depends on Decisions, Not Just Controls

The article argues that cybersecurity maturity depends on more than documented controls and compliance frameworks. As organizations become more complex, maintaining visibility into the reasoning behind security decisions becomes critical for governance, accountability, and long-term resilience, particularly in regulated environments.
TALOS Wants to Break AI's Cloud Monopoly, One GPU at a Time
🌍 HackerNoon

TALOS Wants to Break AI's Cloud Monopoly, One GPU at a Time

The article introduces TALOS, a decentralized AI inference network that connects idle consumer GPUs into a peer-to-peer compute marketplace. It explains how contributors can monetize unused hardware, how developers can access distributed AI models, and why the project sees decentralization as an alternative to hyperscale AI infrastructure.
How Cloud Controls Frameworks and Agentic AI Simplify Compliance and Accelerate Market Access
🌍 HackerNoon

How Cloud Controls Frameworks and Agentic AI Simplify Compliance and Accelerate Market Access

The article explains how organizations can reduce compliance duplication by building a Cloud Controls Framework (CCF) that maps common controls across multiple security and AI governance standards. It also explores how AI agents can automate evidence collection, control mapping, gap analysis, and questionnaire responses while supporting newer frameworks such as ISO/IEC 42001, the EU AI Act, NIST AI RMF, and AIUC-1.
The User Is the Content
🌍 HackerNoon

The User Is the Content

AI can generate expertise at scale, making it less of a competitive advantage. The article argues that firsthand experience, user-generated content, and proprietary data are becoming the signals that search engines and AI systems increasingly value, pushing content teams to automate routine work while investing more heavily in authentic human insight.
The Biggest Mistake Platform Teams Make Is Hiding Complexity
🌍 HackerNoon

The Biggest Mistake Platform Teams Make Is Hiding Complexity

The article argues that platform teams often mistake abstraction for simplicity, hiding critical system behaviors instead of exposing them responsibly. Through examples spanning cloud platforms, microservices, low-code tools, and data pipelines, it advocates designing abstractions that preserve observability, expose failure modes, and retain developer control, making distributed systems more resilient under real-world conditions.
How to Run Embedded Payments at Scale: ACH Rails, Payouts and Operations
🌍 HackerNoon

How to Run Embedded Payments at Scale: ACH Rails, Payouts and Operations

Running embedded payments at scale means managing returns, reconciliation, compliance and payouts continuously, and the work grows with transaction volume. Dwolla by NMI has operated that layer for more than 16 years. Client results include $700 million in earnest money processed without a fraud incident, an 800% gain in reimbursement efficiency and 80% fewer cashout support tickets.
64 Blog Posts To Learn About Angular Development
🌍 HackerNoon

64 Blog Posts To Learn About Angular Development

Let's learn about Angular Development via these 64 free blog posts. They are ordered by HackerNoon reader engagement data. Visit the Learn Repo or LearnRepo.com to find the most read blog posts about any technology. Angular development is the process of building dynamic single-page applications using the Angular framework. It provides a structured and robust platform for creating scalable and maintainable front-end web applications. 1. Angular State Management: A Comparison of the Dif...
The TechBeat: London Tech Week 2026: From Sovereign AI to AI Adoption (7/7/2026)
🌍 HackerNoon

The TechBeat: London Tech Week 2026: From Sovereign AI to AI Adoption (7/7/2026)

How are you, hacker? 🪐 Want to know what's trending right now?: The Techbeat by HackerNoon has got you covered with fresh content from our trending stories of the day! Set email preference here . ## London Tech Week 2026: From Sovereign AI to AI Adoption By @jonstojanjournalist [ 3 Min read ] London Tech Week 2026 focused on sovereign AI, UK investment, workforce upskilling, and turning AI ambition into real adoption. Read More. The Best Compliance Software for Enterpri...