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DEV Community • 2026-08-02 18:26

Dastarkhwan — A Pakistani Family Meal Brought to Life with CSS

This is a submission for Frontend Challenge - Comfort Food Edition, CSS Art. Inspiration For me comfort food has never really been about the plate. It's about who's sitting around it. I grew up in Pakistan, and the memory that comes back first is everyone crowded around the dastarkhwan over a steaming handi of chicken biryani. Someone always grabs the serving spoon before anyone else....

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2m read
DEV Community • 2026-08-02 18:26

Semantic Search Embeddings vs Keyword Search for a SaaS Help Center

Bottom line: for a beginner ask-your-docs feature in a SaaS help center, I would start with embeddings-based semantic retrieval over document chunks, retain keyword search as a fallback, and add reranking only after I can measure weak top results. It is the least complicated architecture that handles the natural-language questions support teams actually receive while still giving an operator clear...

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8m read
DEV Community • 2026-08-02 18:23

PyTorch `permute` vs `transpose`: What's the Difference (and the `reshape` Bug That Scrambles Your Images)

You loaded an image, got a tensor shaped (batch, height, width, channels), and your convolution wants (batch, channels, height, width). Stack Overflow says permute. Someone else says transpose. And reshape(2, 3, 28, 28) gives you the right shape too — so why is everyone making this complicated? Because two of those three are the same tool, and the third one silently destroys your data. ...

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8m read
DEV Community • 2026-08-02 18:21

Porting 16 BLoC & Signal Benchmark Apps to BlocSignal: Elevating Flutter UX & DX

🚀 Ported Example Benchmark Suite Live on blocsignal.dev! If you’ve been evaluating BlocSignal—the monorepo package bridging the predictable event-driven BLoC architecture with Rody Davis's reactive signals v7 primitives—we’ve got something big to share. We just launched a dedicated Ported Example Suite containing 16 full-featured, runnable benchmark applications adapted directly from t...

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2m read
Hacker News: Front Page • 2026-08-02 18:21

The Myth of Snow Leopard

Article URL: https://www.rubenerd.au/the-myth-of-snow-leopard/ Comments URL: https://news.ycombinator.com/item?id=49146960 Points: 20 # Comments: 14

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1m read
DEV Community • 2026-08-02 18:10

I built 80+ free browser tools — no signup, no ads, no paywalls (here's what I learned)

A few months ago I got frustrated. I needed to compress a PDF quickly. Found a tool online — it asked me to create an account first. Found another — it had so many ads the actual button was invisible. Found a third — it uploaded my file to their servers and I had no idea what happened to it after. I thought: this shouldn't be this hard. So I built EazyStudio — a suite of 80+ browser-based tools...

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3m read
DEV Community • 2026-08-02 18:07

Building Laravel NATS: A Modern, Production-Ready NATS Integration for Laravel

Building Laravel NATS: A Modern, Production-Ready NATS Integration for Laravel When building distributed systems, one of the biggest challenges is enabling services to communicate reliably without creating tight coupling. Laravel has excellent support for queues, events, broadcasting, and jobs, but when it comes to NATS, the ecosystem has been relatively limited. That's exactly why I ...

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6m read
DEV Community • 2026-08-02 18:02

How to build an MCP server, step by step

Short answer To build an MCP server: install an official MCP SDK, declare your tools with typed inputs, optionally expose resources and prompts, run the server over stdio or HTTP, then connect an MCP client like Claude and test it. A minimal Python server is about ten lines; the work is in choosing what to expose and validating every input. This is the build. For what MCP is, its three primitive...

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12m read
DEV Community • 2026-08-02 18:01

From Lean 4 to ClickHouse: Architecting Verifiable AI Infrastructure with Formal Methods and Real-Time Analytics

Originally published on tamiz.pro. In the current landscape of Artificial Intelligence, two distinct engineering challenges dominate the discourse: the black-box nature of model inference and the fragility of complex data pipelines. On one side, we have Large Language Models (LLMs) and neural networks that are statistically powerful but logically opaque. On the other, we have massive real-time an...

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11m read
DEV Community • 2026-08-02 17:53

Node.js Backend Proxy for OpenAI, Claude, and Gemini: Model Mapping and Retries

Use a backend proxy with app-level model aliases when one product needs OpenAI, Claude, and Gemini behind one API key; otherwise, keep a direct provider integration when provider-specific features are the point of the product. Short answer: centralize model selection, retries, token limits, and cost checks on the server, then let the client ask for a logical capability rather than a vendor identif...

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8m read
Hacker News: Front Page • 2026-08-02 17:45

Harvesting SSH Credentials: Insights from My Honeypot Network

Article URL: https://uphillsecurity.com/articles/harvesting-ssh-credentials-insights-from-my-honeypot-network/ Comments URL: https://news.ycombinator.com/item?id=49146605 Points: 3 # Comments: 0

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1m read
DEV Community • 2026-08-02 17:44

The Math Behind "Wrong Answers Should Come Back"

Most exam-prep apps let you mark a flashcard wrong, then do nothing with that. The card goes back in the same pile as everything else. We fixed this in Examova this year, and it's basically one idea: a missed question needs a different review schedule than one you already know. We run SM-2 spaced repetition across 1,746 flashcards (PMP, CIPS Level 4, Business English). A correct answer extends th...

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1m read
My first blog looking to post more bout' my journey here
DEV Community • 2026-08-02 17:42

My first blog looking to post more bout' my journey here

I ported a Python library to Rust. My fuzzer was lying to me. Amit Kumar Amit Kumar ...

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1m read
DEV Community • 2026-08-02 17:41

I ported a Python library to Rust. My fuzzer was lying to me.

Every "port to Rust" post is the same shape: I rewrote it in Rust and it's faster. This one isn't. I ported a Python string-similarity library to Rust, and the honest story is mostly about proving the port, not writing it. The original's own tests pass unmodified. A differential fuzzer compares the two on hundreds of thousands of random inputs. And the hardest bug I fixed wasn't in the algorithms....

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11m read
DEV Community • 2026-08-02 17:41

A field disappeared from Shopify webhooks for two days and every monitor stayed green

In April 2026, Shopify webhooks pinned to API version 2025-07 began intermittently arriving without the id field. Delivery succeeded. The HTTP headers said 2025-07, as subscribed. Handlers returned 200. Nothing in the delivery path had anything to report, because from the delivery path's point of view nothing had gone wrong. This is a walkthrough of that incident: what it looked like from the rec...

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10m read
DEV Community • 2026-08-02 17:37

Your Tests Passed. That Is Not the Same as Correct.

A green test suite does not mean your code is correct; it means you have not found the failure yet. Dijkstra's warning is a reminder to write tests that try to break your code, not tests that confirm it. That discipline matters more now that AI produces code which passes the easy tests while hiding the case that will fail in the field. In 1970 Edsger Dijkstra wrote a sentence every engineer shoul...

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4m read
DEV Community • 2026-08-02 17:34

What Is a Status Page? Complete Guide for 2026

A status page is the public page where you tell customers how your service is doing. Here is what goes on one, when to make it public, and how to set one up in minutes. A status page is a single page, usually at status.yourcompany.com, where you show whether your service is healthy and post updates when it is not. When something breaks, it is the one place customers can check instead of opening a...

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3m read
DEV Community • 2026-08-02 17:33

What Is Uptime Monitoring? Complete Guide for 2026

What uptime monitoring actually checks, the difference between HTTP, keyword, heartbeat and TCP checks, and how to avoid the false-positive alerts that train people to ignore the pager. Uptime monitoring is the practice of checking, on a schedule, whether a service is responding correctly, and alerting someone when it is not. The goal is not to collect a number. It is to learn about a real proble...

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3m read
DEV Community • 2026-08-02 17:33

How to Monitor Third-Party Dependencies in 2026

When a provider you rely on goes down, your customers feel it as your outage. Here is how to monitor your third-party dependencies and post a clear, honest heads-up on your status page. Almost no service runs alone. You depend on a cloud host, a payments provider, an email or SMS gateway, an auth provider, a CDN. When one of them has an incident, your product degrades even though nothing in your ...

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5m read
DEV Community • 2026-08-02 17:33

Incident Communication Best Practices in 2026

What to say during an outage, how often to say it, and templates for each stage of an incident. Clear, honest updates cost you far less trust than the outage itself. During an incident, what you say is part of the product. Customers can forgive an outage. What they remember is whether you told them what was happening, whether it was honest, and whether you said when they would hear from you again...

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3m read
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