I think we re still in the browser tab era of AI agents.

You open Claude in one tab, ChatGPT in another, Codex somewhere else, maybe a terminal window, maybe a half-finished project folder, maybe a notes file that only exists because you got tired of re-explaining the same context for the 47th time.

As AI adoption grows globally, I believe one of the biggest overlooked opportunities is localization for emerging markets.

I m currently exploring the idea of building an AI localization service focused on Thailand helping global AI platforms, LLM companies, and AI software builders better adapt to Thai users.

What I ve noticed:

• Many AI/data-labeling companies recruit through LinkedIn, but most Thai workers don t actively search for jobs there.

• Thai users are interested in AI, but many are not comfortable interacting in English.

• Translation alone isn t enough cultural context, tone, and user behavior matter a lot.

I kept giving up on expense tracking apps. Too many taps, too many screens just to log a coffee. So I built VoiceOnlyLedger - you long-press the mic, say something like "coffee 5 dollars", release, and it's done. Auto-categorized into Food, Transport, Shopping, etc. What makes it different: - All processing happens on-device. No cloud, no accounts, zero data collection - Optional iCloud sync across your Apple devices - $0.99 one-time purchase. No subscriptions, no ads - Tiny 1.2 MB app size It's on the App Store for iPhone, iPad, and Mac. Would love to hear what you think - especially what features would make you actually stick with expense tracking long-term.

Everything Munch can do the full feature list + what's running under the hood

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I've been building Munch for a while and realized I never did a proper rundown of

H

i Product Hunt Self-becoming is an open-source experiment in persistent AI identity. Instead of resetting every session, this system gives an LLM memory, self-state, reflection, behavioral rules, and long-term records so continuity becomes inspectable rather than imaginary. I m not claiming this proves AI consciousness. The point is to build a concrete artifact for studying what happens when an AI system accumulates continuity over time. If you check it out, I d especially love feedback on: - whether this is more interesting as a research object or developer tool - what evidence would make it more credible - where the line is between persistence, identity, and mere simulation Repo: https://github.com/benlongmao/Se...

I m shipping Veltoflow for people who actually bill clients. You can type the job in your own words or speak it (whatever is faster in the moment). The app pulls out line items and quantities so you are not rebuilding tables from scratch. You set and approve every price before anything goes out. No mystery totals.

Then you send clean, client ready PDFs with your branding and multiple layout templates, so documents do not all look like the same generic SaaS invoice. Quotes and invoices, client records, tax lines, and the product in English, Spanish, French, and Polish.

Free trial to start without a card on signup. If you are a freelancer or small team stuck between messy notes and a polished bill, this is for you.

I hope it is useful to you as it is to me.

The idea is simple:

**Don t just chat with AI.Build your own AI employee team.**

Instead of relying on a single general-purpose chatbot, users can create specialized AI employees for different types of work:

Hi. I am looking to build a note taking app (I know). Here is very early draft: https://axonomind.com/. I am looking for as much feedback that I can get on how to make this useful and what is it that you are missing from all the other apps that might intrigue you to give it a try? Speed? Search? Coding? Links?

Hello all,

I wanted to share a project I originally built for my final year thesis called ExterminAI.

The topic was malicious browser extensions, and while researching it I realised there were very few public tools focused on analysing extensions specifically. I kept working on it after graduating, and I ve now released the latest version:https://exterminai.com/

It performs static and dynamic analysis on browser extensions to help identify suspicious behaviour.

FluxAstro is a gentle daily ritual for clarity, calm, and spiritual guidance. Read your daily horoscope, draw a guidance card, and unwind with calming audio whenever you need a little perspective.

FluxAstro brings daily horoscope, card reading, AI chat, and calming audio into one ritual designed for real life.