Pani Kaisa Hai? A golgappa map that warns a neighbourhood about bad water, but only after a human checks
๐ŸŒ Dev.to

Pani Kaisa Hai? A golgappa map that warns a neighbourhood about bad water, but only after a human checks

This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I Built Every golgappa wala in India gets asked the same thing before the first bite: pani saaf hai na? Is this water clean? Nobody asks that about their own tap, borewell or tanker, even though contaminated supply is one of the most common ways a whole neighbourhood falls sick at once. The signs show up early (a sewage smell, yellow water, two kids in the same lane with loose motion...
๐ŸŒ Dev.to

I built a merge-conflict predictor that ignores lines and reads the AST instead

Git's idea of a merge conflict is narrower than it should be. Two branches change the same lines, you get a conflict. Two branches touch the same function from different files and never collide, git merges cleanly and congratulates you. Then production breaks. That's the merge I've learned to fear most: the clean one. One person refactors a function while another adds a call to it, the merge goes through without a peep, and you find out a week later from a bug report. I'm building PRISM, a...
WhatBin: Source-Backed Waste Guidance with Sanity Context MCP
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WhatBin: Source-Backed Waste Guidance with Sanity Context MCP

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content . What I Built WhatBin helps people in Hanoi and Ho Chi Minh City figure out how to dispose of household items properly. It sounds like a simple question: How should I dispose of this? But the answer can get complicated pretty quickly. An old mattress, a household battery, and a broken fluorescent tube all need different handling. The answer can also change dep...
๐ŸŒ Dev.to

Vibe-Coded App to Google Play: Getting Through Testing

Getting an app to run with Cursor, Claude, Lovable or Bolt is the fast part now. The slow part starts when you open Play Console and it asks for things the AI never mentioned: a signed bundle, a privacy policy, a Data safety form, and on a new personal account, 12 testers who keep the app installed for 14 days. None of that is harder for a vibe-coded app than for a hand-written one. It just tends to arrive as a surprise. Here's the order I'd do it in. First, know what kind of app you actua...
๐ŸŒ Dev.to

Understanding RocketMQ Rust Through One Message

Architecture and deployment evaluation When an order service publishes an event, the interesting question is what happens after the send call returns. Which process accepted the message? What reached storage? What happens if the response disappears, the consumer restarts, or a database update succeeds just before progress is saved? Those questions are a useful way to explore RocketMQ-Rust. The project brings the RocketMQ messaging model into a Rust implementation, covering server component...
๐ŸŒ Dev.to

How to Find Out Which Website Leaked Your Email Address

I run AliasFleet , an email-alias service. One of its features, vendor leak detection, answers a question every developer has asked at least once: which site leaked my address? The mechanism behind it is simple, and that is the point. Let me walk through how it works under the hood. Your address is a join key Think of your single email address the way you would think of a database key. It appears in the users table of every service you ever signed up for. When any of those datab...
๐ŸŒ Dev.to

Can ChatGPT Design a PCB? What Its Netlist Gets Wrong Once You Try to Build It

Search "ChatGPT PCB design" and you find two camps. One says it can do everything. The other says it is useless. Both are wrong, and the useful answer sits in a specific place: the netlist. The short answer ChatGPT cannot design a manufacturable PCB on its own. It can help you choose parts, explain a topology and draft a netlist in text. It cannot place components, route copper, run a design rule check or produce Gerber files, because it has no geometry engine and no rule checker...
SafeBite
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SafeBite

SafeBite is a full-featured, zero-anxiety desktop meal planner built specifically for my friend Buddy , who suffers from severe dietary triggers and allergies to three of the most pervasive staples in Indian and vegetarian cuisine: ๐Ÿšซ Paneer (Indian Cottage Cheese) ๐Ÿšซ Curd / Dahi (Yogurt) ๐Ÿšซ Brinjal / Baingan (Eggplant / Aubergine) The Problem It Solves For someone with these specific intolerances, deciding what to eat every single day is a stressful minefield....
I tested my CRS calculator against the Canadian government's own code on 5,000 random profiles
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I tested my CRS calculator against the Canadian government's own code on 5,000 random profiles

Canada picks skilled immigrants through Express Entry , and every candidate gets a CRS score (Comprehensive Ranking System, out of 1,200). The score decides who gets invited, so people check it obsessively โ€” and dozens of websites offer "CRS calculators". When I looked at the popular ones, many were simply wrong. In March 2025 the government (IRCC) removed the points for job offers, which used to be worth 50 or 200 points. A year and a half later, several well-ranked calculators still aske...
๐ŸŒ Dev.to

Building a Weather CLI App in Python (Beginner Project)

๐Ÿ“Œ Quick Info Topic: Building a real command-line app with Python Target Audience: Beginners who know the basics and want a first project Goal: Combine everything you've learned into one working tool 1. Introduction "I'd learned variables, loops, functions, APIs, and JSON. But I hadn't built anything real. So I built a weather app โ€” and it taught me more than any tutorial." 2. What We're Building A command-line tool where you type: ...
HackerNews

I quit OpenAI because its culture is broken

https://archive.ph/5GQx8 https://www.theguardian.com/technology/2026/oct/03/openai-sa... Comments URL: https://news.ycombinator.com/item?id=49944227 Points: 193 # Comments: 453
HackerNews

Treachery in the Rodin Museum 3D scan verdict

Article URL: https://cosmowenman.substack.com/p/rodin-museum-3d-scan-verdict Comments URL: https://news.ycombinator.com/item?id=49946355 Points: 166 # Comments: 77
HackerNews

What Meta got right with Muse

Article URL: https://metedata.substack.com/p/what-meta-got-right-with-muse Comments URL: https://news.ycombinator.com/item?id=49946526 Points: 40 # Comments: 50
HackerNews

How to hack time, with C2PA

Article URL: https://www.da.vidbuchanan.co.uk/blog/hacking-time.html Comments URL: https://news.ycombinator.com/item?id=49946707 Points: 32 # Comments: 3
HackerNews

Reasons I didn't become an EMT, ranked

Article URL: https://ben.stolovitz.com/posts/reasons-not-emt-ranked/ Comments URL: https://news.ycombinator.com/item?id=49947631 Points: 141 # Comments: 70
HackerNews

Tell HN: Bob Cringely has died

I heard from a friend of the family that Bob passed away in his sleep early Saturday. Very sad news. Bob, who's real name was Mark Stevens, was an early employee of Apple and was best known for his PBS documentaries, especially "Triumph of the Nerds". He will be missed. Comments URL: https://news.ycombinator.com/item?id=49949438 Points: 377 # Comments: 72
HackerNews

We're working on a new RuneScape MMO

Article URL: https://play.runescape.com/4 Comments URL: https://news.ycombinator.com/item?id=49949588 Points: 46 # Comments: 15
๐ŸŒ Dev.to

AI Connect Tools Compared 2026: n8n Wins

If you are searching for an AI connect tool, the shortlist in 2026 is n8n, Zapier MCP and Make, and n8n wins for most technical teams. It bills per workflow execution rather than per step, runs a native MCP client node plus its own MCP server, and can be self-hosted free, which means cost stays flat as workflows get deeper. Zapier MCP is the better pick if you are non-technical and want Claude, ChatGPT or Cursor acting across 9,000+ apps with no build work. Make sits in the middle: a visual sc...
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Gen AI vs Agentic AI: Gen AI Wins Until Judgement

In a straight Gen AI vs Agentic AI comparison, generative AI wins for almost everything a team ships this quarter: drafting, summarising, translating, coding, and producing a work product a human reviews before it leaves the building. Agentic AI wins in one narrow but valuable band, when a task needs genuine judgement, when the rules are too messy to encode, and when the inputs are unstructured. Treat gen AI and agentic AI as a default and an upgrade, not as rivals: the default is cheaper, faste...