I've been contributing to discussions every single day for over 3 years now, and sometimes it's really hard.

One day, I have a great time coming up with topics, and then there are those days when I just stare at the screen and can't type. But I always manage to find a way.

We often see launch posts, milestones, and success stories.
What we don t see as much are honest breakdowns of products that quietly stalled or failed.

I feel there s a lot of learning hidden there about timing, assumptions, and trade-offs.

This week, I'm adding EADA Co-Pilot to query athletics data using natural language.
Data sets from https://ope.ed.gov/athletics/#/

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You can now get AgentEcho from the Chrome Web Store!
https://chromewebstore.google.co...

There s one thing we re really good at as builders:
we constantly try to improve our work and our product every single day. But an honest question I often ask myself is: do we put the same effort into updating ourselves?

At Murror, we re a small team of around five people.
For me, it s important not only to improve the product, but to continuously update my mindset, skills, and learnings and share them openly with the team.

I try to communicate everything I learn, ask questions, and clarify problems as much as possible, so the product we re building becomes better, clearer, and more convincing for our users.

To do that, I try to practice a few things consistently:

Wordware tends to appeal to people who want more control over how AI logic flows through their work. Less magic, more intention.

If Wordware is something you rely on, share how you are using it. What workflow did you build that felt worth keeping?

We spent a year building Lovon with a PhD psychologist with 40+ years of clinical experience. What makes it different:

Therapeutic, not agreeable (like gpt). Evidence-based frameworks (CBT, Emotion-Focused Therapy) designed to gently challenge unhealthy thinking - not reinforce it.

Relay shows up when workflows start to feel brittle and you want something more intentional than a chain of rules. It is often about coordination, not just automation.

If Relay is part of how your work moves forward, tell us what it is responsible for. What does it orchestrate? What used to fall through the cracks?

Airtop often shows up when workflows need to interact with real interfaces, not just APIs. The kind of automation that feels closer to how humans actually work.

If Airtop is doing real work for you, tell us what that looks like. What task did it finally take off your plate?

Gumloop often replaces the custom but fragile scripts people were maintaining themselves. It gives structure to workflows that used to live half in code and half in someone s head.

If you are using Gumloop, share what it is doing for you now. What workflow did you finally stop babysitting?

Lindy usually earns its place by handling the kind of work that is repetitive, interrupt driven, and easy to forget. The stuff that eats time quietly.

If Lindy is part of your workflow, tell us how. What does it handle for you automatically? What do you no longer have to remember?

Lums hit #11 organically on Product Hunt yesterday! A massive thank you to everyone who supported us by upvoting, commenting, and downloading the app.

The launch conversations highlighted one thing we ve felt since day one: most budgeting apps ask for way too much effort before giving you any value.

Usually, you download an app and spend the next hour fixing categories, adjusting settings, and correcting transactions. By the time you're "set up," you've already lost the motivation that made you download it in the first place.

@yulia_kuznetsova3 put it perfectly! She said she added her accounts to Lums and it just showed her where her money was going. No fixing things first. Just clarity.
@selina4 shared something similar. After months of bills piling up and small charges slipping by, having everything side-by-side finally made things click.

Not really much, and it annoys me a bit. In exactly 14 days (28. 1.) we will launch the product, and the only thing I do is talk about it.

But yes, there are points that I still want to master by then, e.g.:

• Create an informational newsletter inviting people to follow our product page

• Create a list of people who could support us and ask them for help

• Announcements on social networks

• Inform Kickstarter backers who supported us with updates this is also an audience

• Publishing a Product Hunt badge on the landing page

• Continually grow and maintain a personal brand which should be a long-term goal, not just for launch purposes.

Building a team or want to join a startup? Let's kick 2026 off to a great start.

Founders, teams, and startups drop a comment if you're hiring.

For a lot of people, Zapier is the quiet backbone. The thing connecting tools you do not want to think about connecting yourself.

If Zapier has been doing invisible work for you, this is the moment to surface it. What automations are still running months later? What would be annoying to rebuild from scratch?

For teams using Taskade, it often becomes the place where planning turns into action. Tasks, automations, and AI features all living in the same loop instead of scattered across tools.

If Taskade is part of how you run work, tell us how. What workflow did you set up that stuck? What changed once it was in place?

What are three things you re grateful for every day?
Are they the same, or do they change over time?

For me, the three things I m grateful for most days are:

• Having the health to keep working

• Having work that I can pursue and grow with

• Having a family that cares about me and supports me from behind the scenes

Of course, each day brings different moments, small wins, or reasons to feel grateful.
But at the core, it often comes back to the same things: health, work, and family.

If you use an Apple Watch, let s talk about the complications we actually use every day.

I ll start with the one I check the most.
For me, it s the Day and Night complication from Weather mini.

I d like to share iPhotro v4.0.0, a free and open-source, local-first photo manager that recently gained a set of advanced color grading tools.

This release focuses on giving photographers precise control over color and tone, while keeping a clean, non-destructive workflow and a familiar, macOS-like interface.

Color Grading & Tone Control

I came across Deutsche Bank s latest report on AI, and it sparked an interesting thought experiment: how likely is it that we ll see AGI (AI that thinks and learns like a human) within the next five years?

The report highlights a fascinating divergence: the view from money vs. the view from science.

• Money: the probability inferred from trillions poured into data centers, Nvidia chips, and servers. Investors seem to be betting that AGI is inevitable.

• Science: the probability inferred from research papers and AI development models. Experts are far more cautious, suggesting the realistic probability is only 20%.

Hey everyone! Very excited to release v1.3.0 with full native support for MongoDB!

You can seamlessly connect your documents to your AI agents the same way you would for Postgres, MySQL or Redis before.

If you are using n8n, you probably stopped thinking about it at some point. It just runs. The workflows, the glue code, the stuff that would be painful to rewire if it disappeared.

We want the real stories here. What is n8n handling for you today? What did it replace? What breaks if you turn it off?

Two years ago, Lovon was made for couples who were already in a relationship.

We offered packs of psychology-based questions, quizzes, and mini-games. They helped partners talk about hard topics like trust, jealousy, and intimacy.

Imagine that you are about to join a startup (before raising funds) as a part-time employee.
You are paid for work (compensation is like in any existing, well-established company in the industry, but you do not have regular employee benefits covering 401 plan, no equity, no health care plan, HO equipment fee, etc.)

You hope that after raising funds, you will become a full-time employee and receive benefits.