ProductHunt
The Garden of Mind
Your subconscious mind as a living 3D garden you water daily
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Reddit
Where Do You Draw the Line Between AI Insight and Human Judgment?
Been running a remote team for about two years now. Before that, I spent years in HR. So I think about people dynamics a lot, probably more than the average team lead. Started layering AI tools into my workflow earlier this year. Summaries, async checkin analysis, flagging patterns in team communication. Some of it is genuinely useful. Actually useful, not just productivity theater. But here's what keeps bugging me. The more I lean on these tools to spot friction or low engagement signals, t...
Reddit
We're building minds we can't fully explain, using minds we can't fully explain either
Neuroscientists still argue about how human cognition actually produces a coherent sense of self. Meanwhile we're training systems with billions of parameters and calling their internal states a black box, as if that's a new problem. It isn't. We've always been building things smarter than our ability to describe them, starting with our own children. Maybe the discomfort isn't about AI. It's about finally being forced to admit we never understood the mind to begin with, ours included. ...

Reddit
Can AI mentoring help you complete your first real project?
I've noticed a lot of people use AI to learn new skills, but I'm curious about something else. Can AI actually help you get all the way through your first real project, or does there come a point where you still need a human mentor? If you've built something with the help of AI, I'd love to hear your experience. What was your first project, and how much did AI actually help?
Reddit
Research on areas of AI harm or minimal benefit
I am putting together a research-backed list of things where generative AI either has minimal benefits or is actually harmful. Ideally, this would be something convincing enough that, if shown to someone who is highly enthusiastic about AI, it could, if not change their mind, at least convince them that AI usage isn’t something that is positive and should be promoted by default. Anyway, what I have so far is that AI has been shown to have minimal benefits or even to be harmful for: 1) Ac...
🌍 Dev.to
LINE MINI App Verification Review: A Pre-Submission Checklist That Prevents Rework
A LINE MINI App does not automatically need verification before it can be published.
The first question is whether your product actually depends on a verified-only capability. If it does, the review is more than a technical launch check: LINE evaluates identity consistency, policy compliance, channel configuration, and whether a reviewer can complete the service's real user flows.
A preventable documentation mismatch can add another review cycle, so the best time to audit the submission is...

🌍 Dev.to
Unlocking Infinite Automation: Integrating Google Apps Script with Gemini Spark
Abstract
Gemini Spark, Google's 24/7 autonomous AI agent, seamlessly connects with Google Workspace. However, connecting to arbitrary external APIs requires extended integration. This article demonstrates how integrating Google Apps Script (GAS) as a Model Context Protocol (MCP) server or Webhook endpoint expands Gemini Spark's capabilities, enabling enterprise-grade workflow automation.
Introduction
Gemini Spark was officially announced at Google I/O 2026 on May 19, 2026, an...
🌍 Dev.to
Episode 3 — The Cache Problem
Week 2. "Why does my pipeline take eleven minutes to install packages I installed yesterday?"
Junior Engineer: Last time you left me on a cliffhanger — npm ci is about to run. Where do the dependencies actually come from? Does the runner already have them?
Senior Engineer: Think back to Episode 2. What did we say about hosted runners?
Junior Engineer: Fresh VM every time. Nothing left over from the last job.
Senior Engineer: So answer your own question.
Junior Engin...
🌍 Dev.to
React Native i18n in 2026: A Practical Expo Router Playbook
If your React Native app only speaks English, you're leaving ~75% of smartphone users on the table. Here's the modern stack for shipping a multilingual Expo app without three days of glue code.
The Stack
react-i18next : translation management (6M+ weekly downloads, TS-first)
expo-localization : device locale detection (or react-native-localize for bare RN)
Intl : dates, numbers, currencies (built into Hermes)
I18nManager : RTL layout flipping
Setup...
🌍 Dev.to
dev.to's Dashboard Can't Count Its Own Posts
This is a submission for DEV's Summer Bug Smash: Clear the Lineup powered by Sentry .
Project Overview
forem is the open source platform behind dev.to itself. I've had it starred and cloned for months and never opened the codebase — it's Rails, and I don't write Ruby. Jess's post was the reason that finally changed.
github.com/forem/forem
Bug Fix or Performance Improvement
#23687 is a one-line report: a user published exactly one post, and the dashboard's...
🌍 Dev.to
Engineering JengaStack: How We Built Managed Odoo 19 & Automated KRA eTIMs Compliance for Kenya
Running an ERP system for a business in Kenya often comes with significant friction: complex server management, manual KRA eTIMS tax compliance, fragmented M-Pesa payment reconciliations, and identity management headaches.
At JengaStack , our mission is to eliminate this complexity. We've built a managed SaaS platform that automates Odoo 19 hosting, localized tax compliance, payment gateways and enterprise security.
🎯 The Problem
Kenyan SMEs and growing enterprises face three...
🌍 Dev.to
2025年AI Agent五大趋势:从端侧智能到多智能体协作
2025年AI Agent五大趋势:从端侧智能到多智能体协作
基于 Product Hunt & Hacker News 今日一手数据,结合行业观察,拆解 AI Agent 正在发生的五个深刻变化。
前言:AI Agent 的「iPhone 时刻」正在逼近
如果你每天刷 Product Hunt,会发现一个不可忽视的信号: AI Agent 产品已经从「demo 阶段」进入了「产品化阶段」 。今天 PH 首页 20 个新品中,有 8 个直接与 AI Agent 相关,占比 40%。
Hacker News 上同样热闹——有人在问「为什么 AI Agent 需要 skills?」(而不是直接读 Markdown 文档),也有人在讨论「哪些浏览器还没有 AI 功能」。
这些信号指向同一个事实: AI Agent 正在从技术 demo 变成大众产品,而大众开始用脚投票。
以下是五个最值得关注的趋势。
趋势一:端侧 AI 崛起——从云端到口袋
代表产品
...
🌍 Dev.to
Stripe Payments in Next.js 15 The Setup I Use for Every SaaS
Every SaaS project eventually needs the same thing, a way to charge people. Stripe handles the actual payment processing, but wiring it into Next.js correctly, especially getting webhooks right, is where most of the real work sits.
Here is the setup I use for checkout and subscriptions in every SaaS project.
1. The Stripe Client
// lib/stripe.ts
import Stripe from ' stripe ' ;
export const stripe = new Stripe ( process . env . STRIPE_SECR...
🌍 Dev.to
Long-Running AI Agents Accumulate Context Debt
An illustrative reporting agent prepares a monthly operating review. It queries finance, CRM, support, and the data warehouse; compares this month with prior periods; investigates material changes; drafts explanations; collects owner comments; and revises the report over several days.
By the third revision, its context contains raw query results, discarded hypotheses, repeated instructions, old owner comments, and the current draft. The most important correction—a finance owner rejecting the ...
🌍 Dev.to
Shopify Integration for Customer Support: Real-World Patterns That Actually Work
Shopify Integration for Customer Support: Real-World Patterns That Actually Work
Last month, our support team at a mid-sized DTC brand cut ticket resolution time by 40% after integrating Shopify data directly into our helpdesk. Here's what actually moved the needle.
The Problem: Context Switching Kills Velocity
Agents were jumping between Shopify Admin, Gorgias, and Slack to answer basic questions: "Where's my order?" "Can I modify my subscription?" "Why was I charged twice?"...
🌍 Dev.to
I Love Reading Technology History: Why Things Were Created, and Why They Were Replaced
I love reading technology history because it explains two powerful things: why a tool was born , and why people eventually moved on .
Data formats tell this story perfectly. None of them were random. Each one answered a real pain of its era then later met new pressures: bigger scale, faster systems, better developer experience, lower cost.
So instead of treating XML, JSON, and others like a feature checklist, let’s read them like chapters in a long engineering story.
1960s...
🌍 Dev.to
I Automated My Content Workflow with n8n. Did It Actually Save Time?
I make content about AI products and industry trends, and honestly, a big chunk of the job is repetitive. I collect recent info, look for an angle, draft a script, dump everything into a spreadsheet, and then turn whatever survives into a video.
Doing that by hand every day got old fast, because half my time went into moving the same information between tools before I could even start the actual creative part. Most of those steps felt predictable, so at some point I figured I might as well co...
HackerNews
OpenAI's super PAC is funding AI-generated news site attacking industry critics
Article URL: https://www.modelrepublic.org/articles/the-reporters-at-this-news-site-are-ai-bots.-openai%E2%80%99s-super-pac-appears-to-be-using-it-to-advance-its-political-agenda
Comments URL: https://news.ycombinator.com/item?id=49150561
Points: 175
# Comments: 76
HackerNews
Show HN: AI Face Analyzer
Ask HN: How accurate are AI face analyzers?
Comments URL: https://news.ycombinator.com/item?id=49150702
Points: 2
# Comments: 0
HackerNews
Show HN: AI Visibility: Check whether ChatGPT/Claude/Gemini recommend your brand
Article URL: https://aivisibility.pro/
Comments URL: https://news.ycombinator.com/item?id=49150752
Points: 2
# Comments: 0
HackerNews
AI migrated legacy COBOL programs to Java, bugs included
Article URL: https://arxiv.org/abs/2607.28271
Comments URL: https://news.ycombinator.com/item?id=49150773
Points: 44
# Comments: 32