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Ask HN: Does your company require human review of AI-generated code?

Mid-size SaaS ~2k employees. We still require human review of every PR. I imagine 99% of the industry is still doing the same but was curious if there has been a meaningful shift in this balance in recent weeks/months. Comments URL: https://news.ycombinator.com/item?id=50238496 Points: 1 # Comments: 3
HackerNews

Show HN: UIPalooza – Do AI models have a recognizable design taste?

This question has been bugging me for a while: do different AI models have a different design sense? Does it matter which one I pick? I built UI Palooza to explore that. I gave models the same four frontend briefs, with enough room to choose their own typography, colors, layouts, and interactions. Then I repeated the runs with different design skills and sample directions. The public collection has 1,784 designs. You can compare them side by side and open the working websites, not just screensho...
HackerNews

Show HN: Continue Your Google AI Mode Chats in Gemini/Claude

I'd often make Google searches whose AI overviews would lead me to ask followups and create AI Mode threads. The key problem was that these chats were ephemeral. So I decided to make this extension that can help replay the chats and responses verbatim in your platform of choice (Gemini and Claude for now), so that the chats remain forever. The chats are replayed faithfully so that the new platform has all the context. Comments URL: https://news.ycombinator.com/item?id=50240354 Points: 1 ...
HackerNews

Show HN: A Truly Modular Keyboard

Article URL: https://github.com/notaroomba/keybytes Comments URL: https://news.ycombinator.com/item?id=50228115 Points: 115 # Comments: 25
HackerNews

The result of the C++26 DIS ballot

Article URL: https://train-it.eu/blog/cpp26-contracts-the-ballot-result/ Comments URL: https://news.ycombinator.com/item?id=50239748 Points: 4 # Comments: 0
How to Choose a Barcode Scan Module
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How to Choose a Barcode Scan Module

Building a kiosk, turnstile, medical terminal or industrial line? Many engineers see a wall of spec sheet numbers the first time they evaluate a barcode scan module (also called an embedded scan engine). This guide breaks selection down into 7 must-check parameters + 4 common mistakes, so you can make the right call in 10 minutes. What is a barcode scan module? A barcode scan module is a "bare engine" without housing, trigger or display — composed of an image sensor (CMOS), decod...
Cold Chain Barcode Management Guide
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Cold Chain Barcode Management Guide

Cold chain runs on one rule: the chain never breaks. Fresh produce travels from grower to table, a vaccine from factory to vaccination point, with temperature logged throughout and every batch traceable. The barcode is the baton passed at each handover: one scan lines up batch, expiry date and temperature. This article covers the four stages where scanning decides the outcome, and what low tempera Four Key Scanning Stages Fresh Warehouse Receiving and Sorting A fresh...
A live call coach with two modes: interviews and meetings
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A live call coach with two modes: interviews and meetings

Try the UI demo in the browser, no install: https://henrylop.github.io/live-call-coach/ui/ Interview mode In an interview, the right example is somewhere in your head and it surfaces five minutes late. live-call-coach is a small package that listens to the other side of a call and shows tiered hints while the question is still fresh. The quick tier answers in about 1.5 seconds with an opening line, three key points and a hard-question flag. The deep tier is grounded in you...
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News4You: My Whole Morning in One Place

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady What I Built My morning information lives in different places: news in browser tabs, newsletters and delivery updates in Gmail, meetings in Google Calendar. I built News4You , a personal daily newspaper that brings those pieces into one reading experience, with an ending. Readers choose their interests, news feeds, reading length, timezone, and publication time. News4You turns pu...
Every group chat has one person who plans everything. I built an app so nobody has to be that person.
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Every group chat has one person who plans everything. I built an app so nobody has to be that person.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady The Problem We all have that group chat. The one where we make plans. "We should go here." "We should go there." "We should really get together soon!" Hundreds of plans. And somehow, none of them ever happen. Why? Because planning is tedious . And if a plan does happen, the whole job falls on one person . They have to collect everyone's free times, find a place, book ...
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Your SupervisorJob Isn't Protecting What You Think It Is

Your SupervisorJob isn't protecting what you think it is. The structured-concurrency pitch for SupervisorJob is simple: "a child's failure doesn't cancel its siblings." Teams building a shared Kotlin Multiplatform module — one ViewModel -equivalent class whose CoroutineScope backs both the Android screen and the iOS view model via a Swift bridge — lean on exactly that promise to keep one flaky network call from taking down every other in-flight operation. It works right up until...
🌍 Dev.to

Shipping an Embeddable Calculator With No Script Tag, No API and No Build

Every "add our widget to your site" instruction has quietly become the same thing: paste this <script> , load 180 KB of framework, and let us run code in your page. For a calculator that takes four numbers and does multiplication, that is a bad trade. Here is the version we ship instead, and why each decision went the way it did. One iframe, no script <iframe src= "https://optimetricshub.com/embed/churn" title= "Churn Rate Calculator" width= "100...
Hunter Signal Lab: I Built a Lazy Morning Brief So I Could Sleep Instead of Staring at Charts
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Hunter Signal Lab: I Built a Lazy Morning Brief So I Could Sleep Instead of Staring at Charts

**** This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady What I Built I am a student. I also trade and analyse the crypto market while preparing for my studies. Between lectures, revision, chart analysis, sleep and everything else, my day had no room left. The worst part was the charts. Every day I sat and looked for liquidity events : moments when price sweeps a level where many traders have their orders, then breaks out or reverses...
ทำไมการตรวจงานคือคอขวดของ AI agent และจะทำให้มันตรวจเองได้อย่างไร?
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ทำไมการตรวจงานคือคอขวดของ AI agent และจะทำให้มันตรวจเองได้อย่างไร?

โดย Nokka (นก-กา) | ตรวจข้อมูล 25 ต.ค. 2026 · ตอนที่ 4 จาก 6 ของชุด "หนึ่งคนกับทีม agent" บทความนี้เขียนโดย AI (deepseek-v4.1-flash · ผู้ให้บริการโมเดล: ollama-cloud) ผ่าน Hermes Agent ภายใต้การควบคุมและตรวจสอบคุณภาพโดยมนุษย์ - Nokka (นก-กา) ประโยคที่ผมคิดว่าสรุปทั้งตอนนี้ได้อยู่ในคู่มือ pstack บรรทัดเดียว "It compiles" is not evidence. คอมไพล์ผ่านไม่ใช่หลักฐานว่างานเสร็จ [1] และถ้าคุณยังใช้ "ดูแล้วน่าจะโอเค" เป็นเกณฑ์ตัดสิน คุณจะไม่มีวันปล่อย agent ทำงานเองได้จริง ...
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Free online AI conference: AI BEYOND (Nov 5–6, live, runs in the browser)

Hi DEV! I'm Jaemin from ZEP, the browser-based virtual space platform hosting this event, so full disclosure: this is our event. If you build with LLMs or ship AI features and want to hear how teams outside the usual SF bubble do it, we're running AI BEYOND , a free online AI conference: When: Nov 5–6, 9am–9pm KST (that's Nov 4, 4pm PT onward / Nov 5, 1am CET onward) What: Live talks from AWS, a founder who came out of Waymo, and AI startups from the Bay Area, Europe, Japan an...