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DEV Community · Technology

Credits, plans and quotas in Laravel with Larameter

If your app sells an allowance, a number of credits a month, or a number of documents, or a number of anything. Whatever it is, you end up writing a balance somewhere, a reset when the period rolls over, a check before the expensive call, and a usage screen that has to agree with all of it. None of...

Eduardo Lázaro 5 days ago

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DEV Community · Technology

Generating 50+ SEO Landing Pages from a Static Site Build Script

I run TextTimeTools, a free site with speaking-time and reading-time calculators. It's a pure static site deployed to Cloudflare Pages — no backend, no database, no CMS. The calculators themselves are one page. But the site has 50+ pages, each targeting a different keyword like "how many words is a...

xiao lu 5 days ago

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DEV Community · Technology

A beginner's guide to the Vibevoice model by Microsoft on Replicate

This is a simplified guide to an AI model called Vibevoice maintained by Microsoft. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview vibevoice is microsoft's long-form multi-speaker text-to-speech model that synthesizes conversational au...

aimodels-fyi 5 days ago

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DEV Community · Technology

A beginner's guide to the Beat_this model by Xavriley on Replicate

This is a simplified guide to an AI model called Beat_this maintained by Xavriley. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview beat_this is a beat and downbeat tracking model from the ISMIR 2024 paper "Beat This! Accurate Beat Track...

aimodels-fyi 5 days ago

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DEV Community · Technology

A beginner's guide to the Qwen-Image-2-Pro model by Qwen on Replicate

This is a simplified guide to an AI model called Qwen-Image-2-Pro maintained by Qwen. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview qwen-image-2-pro is a text-to-image generation model from qwen, Alibaba's Qwen team, that emphasizes t...

aimodels-fyi 5 days ago

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DEV Community · Technology

A beginner's guide to the Flux-Pulid model by Jichengdu on Replicate

This is a simplified guide to an AI model called Flux-Pulid maintained by Jichengdu. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview flux-pulid is a face identity customization model built on the FLUX diffusion architecture that generat...

aimodels-fyi 5 days ago

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DEV Community · Technology

Prove Your Backups Actually Restore Automatically, on a Separate Server

If you haven't done any restoration of your backups, you cannot count it as your retrieval strategy. It's simply a case of gambling. The backup job completes successfully once the data is written – how it will do after that is a different story. Corrupted backups, broken chains, and retrieval times...

Deepesh Dhake 5 days ago

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DEV Community · Technology

A beginner's guide to the Qwen-Image-2 model by Qwen on Replicate

This is a simplified guide to an AI model called Qwen-Image-2 maintained by Qwen. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview qwen-image-2 is a next-generation image generation and editing foundation model from qwen, Alibaba's Qwen...

aimodels-fyi 5 days ago

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DEV Community · Technology

A beginner's guide to the Nakdimon model by Elazarg on Replicate

This is a simplified guide to an AI model called Nakdimon maintained by Elazarg. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview nakdimon is a character-level LSTM-based Hebrew diacritizer that restores diacritical marks (nikud) to undi...

aimodels-fyi 5 days ago

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DEV Community · Technology

A beginner's guide to the Fibo-Edit model by Bria on Replicate

This is a simplified guide to an AI model called Fibo-Edit maintained by Bria. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview fibo-edit is a structured image editing model developed by bria that replaces ambiguous text prompts with JSO...

aimodels-fyi 5 days ago

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DEV Community · Technology

A beginner's guide to the Hypir-Sd2 model by 0x3f3f3f3fun on Replicate

This is a simplified guide to an AI model called Hypir-Sd2 maintained by 0x3f3f3f3fun. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview hypir-sd2 performs image restoration and upscaling using diffusion-based score priors, developed by 0...

aimodels-fyi 5 days ago

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DEV Community · Technology

Wrapping Up My GSoC 2026 Journey with sbi

This is my final work product for Google Summer of Code 2026, where I spent the summer redesigning how sbi builds neural networks. What the project is about? sbi does Bayesian inference for simulators you cannot write a likelihood for. You have a simulator and a prior, you run simulation...

Satwik Sai Prakash Sahoo 5 days ago

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DEV Community · Technology

RAG vs Fine-Tuning: Which One Should You Actually Use

A field-tested comparison of retrieval-augmented generation and parameter-efficient fine-tuning — scored on cost, latency, freshness, and failure modes, with a decision rule you can apply today. A logistics company in Dubai called me in to fix a support bot that kept hallucinating their shipping po...

Gulshan Yadav 5 days ago

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DEV Community · Technology

Detailed JavaScript Event Loop and Concurrency Model

Understanding the JavaScript event loop and concurrency model is essential to mastering asynchronous programming in JavaScript. Despite running on a single thread, JavaScript can manage multiple tasks concurrently without blocking the main thread — all thanks to the event loop. What is the...

Sharique Siddiqui 5 days ago

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DEV Community · Technology

Rate Limiting vs Throttling: What’s the Difference?

Rate Limiting vs Throttling: What’s the Difference? When you're building an API, controlling traffic is essential. Without proper traffic controls, a sudden spike in requests can overwhelm your application, increase infrastructure costs, slow down legitimate users, or even cause an outag...

Avijit Bera 5 days ago

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DEV Community · Technology

Three Cloudflare defaults that silently broke my static site on launch day

I shipped a static Astro site to Cloudflare Pages this week. Build was green, every local check passed, the custom domain resolved. Three things were still broken, and all three were platform defaults I never touched. None of them throw an error. That is the whole problem. 1. Cloudflare r...

hb lai 5 days ago

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DEV Community · Technology

How to Parse TOML in the Browser Without a Backend

While working on a configuration-heavy project recently, I kept running into the same annoying problem. I'd receive TOML config files from teammates or clients, and I needed to quickly verify the structure, check for syntax errors, or convert them to JSON for debugging. Opening a terminal, installin...

ggwork 5 days ago

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DEV Community · Technology

Stop Comparing GPU Clouds Only by $/hour

GPU Cloud Research · #002 — 11 min read The cheapest GPU instance is not always the cheapest way to finish a workload. GPU cloud comparison pages usually begin with the same number: How much does this GPU cost per hour? It is a useful number. But it is rarely the full cost. A low hourly rate ca...

GridPort 5 days ago

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DEV Community · Technology

Prompt injection defense: why you can't prompt your way out of it

Cross-post. Original: stellarbytecapital.com/blog/prompt-injection-defense Prompt injection is the SQL injection of the LLM era — except there's no equivalent of a parameterized query to make it go away. The moment your application feeds a model text it didn't fully author (a web page, an email,...

Weston Carnes 5 days ago

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DEV Community · Technology

One Commerce Protocol, Two Interfaces: PWA for Humans and MCP for Agents

When a product adds an agent interface, it is tempting to treat it as a second application: the web interface is for people, while a collection of tools is for AI. That split is convenient at the UI layer. It becomes dangerous when it reaches the transaction model. If the human interface and the a...

WebAZ 5 days ago

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DEV Community · Technology

Shopify just gave millions of stores WebMCP tools for free — here's what it does, and what it doesn't

Quietly, in a developer changelog rather than a keynote, Shopify did something that moves the "should my store be usable by AI agents?" question from someday to already done: it turned WebMCP tools on by default for every Liquid storefront (and the Hydrogen developer preview). In Shopify's own words...

Robert 5 days ago

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DEV Community · Technology

How late is Form 4 'real-time' data? Measuring filing delay on 11,241 insider filings

If you backtest anything involving insider trades, there's a quiet bug waiting for you: Form 4 data is timestamped twice. Every filing carries a transaction date (when the insider actually traded) and a filing date (when EDGAR disseminated the form). If your backtest joins on the transaction date, y...

itsRaxzey 5 days ago

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DEV Community · Technology

Xiaomi's First NAS Launches at 2,699 RMB: An Industrial Designer Looks at Smart Storage Design

Xiaomi's First NAS Launches at 2,699 RMB: An Industrial Designer Looks at the Design of Smart Storage Xiaomi finally made a NAS. Starting at 2,699 RMB, the Xiaomi Smart Storage is now open for reservation—a 4-bay desktop NAS with dual 2.5G Ethernet ports and Docker support. The body: matt...

Asher Hu 5 days ago

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DEV Community · Technology

The Context Packet: The Right Architectural Coding Agents

A coding agent with access to your entire repository does not necessarily understand your system better. It may understand less. Because a large repository may contains obsolete code, and decisions that were never written down. Giving an agent more files increases the amount of text it can inspec...

Majdi Zlitni 5 days ago

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