Industry
Gateside by TSA Precheck
Article URL: https://www.tsa.gov/precheck/gateside-tsa-precheck Comments URL: https://news.ycombinator.com/item?id=49582410 Points: 11 # Comments: 7
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Industry
AI & ML
Four Releases in Four Days: Why Model Selection Is Now a Full-Time Job
Tuesday: Claude Fable 5.1. Wednesday morning: Gemini 3.8 Flash, plus a "Cyber" security variant. Wednesday afternoon: Meta's Muse Spark 1.3. Thursday: OpenAI's GPT-6 Astra. Four frontier releases in roughly 96 hours — and each one came with hundreds of Hacker News comments arguing about benchmarks,
Dev.to (EN Zone)
Frontend
Prerendering a multilingual Nuxt game catalog without shipping the database
A game catalog looks like a client-side application: filters, search, cards, detail pages, and playable iframes. It is still a poor reason to ship the complete content database and ask every crawler—or every phone—to reconstruct the page after JavaScript loads. I recently localized a Nuxt catalog w
Dev.to (EN Zone)
Frontend
Agentic AI Development with Kiro: The Hidden DevSecOps Layer — Closing the Loop
Level 300 Some time ago we created a blog showing the capabilities of AI DLC and SDD to create quick and efficient prototypes as a MVP, the results were amazing, however, we omitted something: DevSecOps best practices and CICD for the workload. The prototype was built with a serverless framework a
Dev.to (EN Zone)
AI & ML
From Heartbeats to Health: Building a Transformer-based HRV Forecasting System for Overtraining Prevention
We’ve all been there: you’re crushing your workouts, feeling like a superhero, and then—bam—you hit a wall. Your sleep is trashed, your resting heart rate is spiking, and your motivation is non-existent. Welcome to Overtraining Syndrome (OTS). While most fitness apps just tell you that you "slept
Dev.to (EN Zone)
AI & ML
Understanding Things Anyway
I’ve been noticing something weird lately. Not with AI itself. AI is obviously getting better: the models are getting better, the tooling is getting better, and things that sounded completely ridiculous two years ago are now normal things to do on a Tuesday. I’m talking about the people talking abo
Dev.to (EN Zone)
Backend
Whisper.cpp Vulkan on Arch: A Detective Story With No Crime
A six-week journey through source builds, CI pipelines, and one package pacman never mentioned. TL;DR: pacman -S whisper-cpp ggml-vulkan. That's it. That's the whole answer. Here's why it took me several weeks to find it. The setup I use whisper.cpp for local speech-to-text and as a
Dev.to (EN Zone)
Backend
Amparo: applying for food aid without reading a single word
This is a submission for Weekend Challenge: Generosity Edition What I Built Every year an enormous amount of aid money goes unclaimed. Not because it runs out, and not because nobody needs it, but because of something much stupider. The form is the wall. If you are blind, if you never
Dev.to (EN Zone)
AI & ML
Shopify's agent-commerce category filter doesn't filter. We checked 190 stores.
Since 2026 every Shopify storefront answers an agent-commerce endpoint at POST /api/ucp/mcp, advertised at GET /.well-known/ucp. Merchants did not turn it on and it is not in their admin. It speaks the Universal Commerce Protocol over JSON-RPC, and the tool that matters is search_catalog: an AI shop
Dev.to (EN Zone)
AI & ML
133 of 10,099 Shopify stores block an AI crawler. Six block the one ChatGPT shops with.
Merchants are told two opposite things about AI crawlers: block them, because they take your content and give nothing back; and admit them, because that is how a store gets into an AI shopping answer. Both assume a decision is being made. We wanted to know how many stores have made one, and which wa
Dev.to (EN Zone)
AI & ML
Scraping 150k+ Instagram followers reliably: batching, resume-on-error, and enrichment
I run a small AI/automation consultancy in Brazil, and a recent lead-research project needed the full follower list of a public Instagram profile — about 153,000 followers — plus enrichment (bio, public email/phone) to find business accounts worth contacting. The problem Pulling a list that size i
Dev.to (EN Zone)
AI & ML
18 Insights from Mass-Producing Voice Models — From Diffusion TTS Voice Design to Training Corpus Creation and Quality Gate Pitfalls
📝 Originally published (in Japanese) at forge.workstyle.tech. This is a record of designing voices from single-line captions, automatically creating a learning corpus, and passing all 12 role-specific voices (narrator/counselor/sales/presenter/operator/MC for both men and women) through full inspe
Dev.to (EN Zone)