Senior Reviews: Architecture Help or 'Premium Nagging'?

Yesterday, I wrote about the "Friday Merge" ghost story the pain of waiting days just to get code shipped.
(Thanks for the great discussion on that)

I'm not actually a user of these glasses, but I'm always interested in what's new, and I have to say that Meta is really putting a lot into this project.

For 2026, it comes with the following:

Glasses are not full AR, but Meta's first with a heads-up display

Hey Builders

We have just released the official Python SDK and CLI for Alpie Core, our 32B reasoning model trained and served entirely at native 4-bit precision.

The goal was simple: make it genuinely easy to build, test, and ship with a reasoning model in real-world systems, not just demos.

What s included in the first release:

Authors bring intent.
Reviewers bring perspective.

When either side disengages,
quality drops quietly.

Strong reviews feel like collaboration,
not inspection.

PRFlow is designed to support that balance,
not replace it.

One thing we wanted to be very clear about with Supaguard.pro:

We don t ask for service tokens, API keys, or credentials. Ever.

Supaguard only looks at what s already public on the internet.

Most founders hit the same wall:
people visit the site, but don t fully understand the product fast enough.

Long explanations, feature lists, and screenshots slow users down.
Short product videos remove that friction.

Here s why founders consistently see higher conversions with simple demos:

1. Instant clarity
In under 60 seconds, a video shows the problem and the solution. Visitors get it without reading walls of text.

Kicking off 2026 with something new
Meet the Public Prompt Library

Quick story:

Today I was helping my little brother build a website.
He s only 12, and already an incredible chef, selling homemade food .

In the same year I left Google s Mountain View HQ where I was working on subscription experiences used by billions to pursue Murror, two engineers also left Google to build Character AI.
Their early prototype raised safety concerns, but the idea evolved into a platform where people could create virtual characters such as AI companions, assistants, or friends.
We started from similar places, but chose very different paths.
Character AI focused on moving fast to meet market demand and scale quickly, then kids committed suicide using the product.
Murror chose to move slowly prioritizing research, ethics, and user safety. We intentionally designed our AI around a butterfly symbol, as a reminder that it is a tool for reflection, not a replacement for real human relationships. This approach takes more time, and it doesn t always show immediate financial results.
Over time, the contrast between speed and responsibility has become clearer.
At Murror, money is not the starting point. It is a result that comes after doing the work carefully and responsibly.
This is a long journey.
If you are someone an investor, partner, or builder who values patience, resilience, and long-term impact, I believe this path matters. As the world becomes more complex and emotionally fragile, the need for thoughtful, ethical technology will only grow.
This is just the beginning.

We built a feature to solve a problem most AI apps eventually run into:

The longer the conversation, the more you keep paying to resend the entire chat history over and over.

Blog here (https://www.mnexium.com/blogs/ch...)

Docs here (https://www.mnexium.com/docs#sum...)

I was reading Reddit s announcement about their new verified profiles with grey checkmarks for public figures and businesses. It s opt-in, mainly for AMAs or official updates and Reddit says it s about clarity, not status.

Some people see it as a helpful trust signal, while others worry it could quietly become a status symbol.

Same expectations.
Same cleanliness.
Same level of readiness.

When that baseline shifts between PRs,
reviewers subconsciously lower the bar.

We support most popular languages and frameworks on Bult.ai with either 1-click templates or custom configs.

Node.js, Python, Go, Java, Rust, PHP, Ruby, modern JS frameworks, and more.

We re launching Adject 1.5 soon and would love early feedback.

What s the hardest part of creating product images or videos today?

Finding models?
Shooting multiple angles?
Creating product videos?
Organizing assets for campaigns?

Hello everyone!

Pre-launch I was implementing core features based on my own needs. Now when it's public, it's no longer only about my needs, but yours too. I'd love to hear what feature you might be missing that could improve our reddit productivity even more.

Guys,
I'm looking for some knowledge workers to get involved in helping to shape Clarity!
If anyone is interested, let me know in the comments!

Hey everyone!

I published a new tutorial on building a custom agent using Giselle no code required.

What it covers

• Setting up a GitHub trigger that fires when a PR is opened

• Using Agentic RAG to query your existing codebase for context

• Generating reviews that understand your code conventions

• Automatically posting review comments back to the PR

I ve been watching the discussions here over the holidays, and it s inspiring to see so much passion. But it also got me thinking. After 35 years in the entrepreneurial world, I ve realised that my biggest mistakes didn't happen because I wasn't working hard enough they happened because I was running on an empty battery.

As founders, we are obsessed with "optimisation." We optimize our code, our funnels, and our growth. But this week, I m trying something different: I m optimising for rest.

I ve spent the last few days intentionally stepping away from the screen. Not to plan the next pivot or to "reflect on KPIs," but to actually let my mind go quiet. I m finding that the better I use this week to truly recharge my own energy, the more excited I feel about 2026.

It s a strange feeling to not be "productive" for a few days, but I m learning that my energy levels are the most important asset I have. If that battery isn't green, nothing else I build will be sustainable.

1 in 4 have some form of sight loss, so Product Hunt teams may be curious to experience their designs through Velocity blurred vision simulations now in open Beta: https://blog.appvelocity.io/blur...

You can add any Docker Hardened Image from Docker Hub to Bult.ai and run it as a service in minutes.
Import ML & AI frameworks and stacks like LangChain, TensorFlow, PyTorch, and 500+ others in just a few clicks. No manual infrastructure setup, no complex configuration.

Hey all,

It s that time of year where if you re not writing a year ahead post, then what are you even doing?

We ve shipped a batch of new updates to ProfileSpider, and I d love to get feedback from the PH community.

What s new:

• Sub-page scraping (Enrich): Automatically follow and extract data from related profile pages and websites for deeper enrichment

• Company profile scraping: Extract structured data from company pages, not just individual profiles

• More free credits: Increased the free tier to 50 credits so you can test real workflows

• Improved AI prompts: Better accuracy and consistency in extracted profile data

• And more: Performance improvements, cleaner outputs, and UX refinements

Not because people don t care.
Because attention is limited.

When reviewers are exhausted,
they miss context,
skim changes,
and default to approval.

PRFlow was built to remove the noise before humans step in,
lint-level issues, obvious mistakes, missing basics.

It doesn t replace reviewers.
It protects their focus.
If you want to try it on real PRs, here is the link : https://www.graphbit.ai/prflow

Product Hunt is obsessed with "Fast" today. How fast can it generate a website? How fast can it write a SQL query?

But ask any founder or senior engineer: What is the most expensive thing in software? It isn't writing code. It's fixing code.

We realized the industry is optimizing for the wrong metric. Current AI tools (Chatbots) are like hyper-active interns. They type at 1,000 words per minute, but they make mistakes that take days to debug. They prioritize Output over Outcome.

We built Dropstone to be the "Adult in the Room."

I learned this the hard way after forgetting 90% of the words I spent months studying.

Here's the thing: your brain doesn't store information just because you've seen it. Highlighting words, writing them down once, even using them in a sentence - none of that guarantees retention.

To everyone following Clarity's journey,

I'm heading back into dev mode, which means I'll be un-contactable and off social media platforms.