... Self-becoming is an experimental open-source runtime that connects a long-running LLM instance to memory, self-state, reflection, rules, tools, and autonomous rhythms, exploring whether an AI can develop a functional sense of self over time. Hi Product Hunt, I m sharing Self-becoming

... local repository is rarely just source code. Over time, it becomes a mix of source files, Git history, dependencies, generated build output, caches, logs, assets, local databases, framework artifacts, and tool-specific folders. That makes project size surprisingly hard to reason about. When a repo grows to 10 GB, 30 GB, or more, the first question should not be: What can I delete? It should be: What is this project actually made of? That idea became

... this is one of those decisions that sounds simple but isn t. When I started building Room Service , I assumed I d ship it on the Mac App Store . That s the default path. But pretty quickly, it became clear it wouldn t work. Not because of distribution, but because of what the product actually needs to do. Room Service looks at developer machines in depth: files, processes, local environments, system-level data. And that s exactly where ... ... Store starts pushing back. Sandbox restrictions limit access to many of the things you actually need. Some features become

... There s a point where products stop being fully understandable. Too many features Too many dependencies Too much history And decisions start getting made with partial context. Have you felt that moment? When your product became too big to fully understand ? We think this is where new tools (like Athena) need to step in - not just to manage, but to reconstruct understanding. Comment from Tal Elor(@tal_elor): @susie_johns   @deangelo_hinkle  This is exactly where Athena comes ... ... from Maya Elor(@maya_elor): @edward_g  This is a really strong example. In your case it shows how complexity isn t just about features, but also about context, audience, and storytelling. Even something simple like a score becomes

... junsheng): The "keys to personal profiles" problem is real and underrated. We've seen teams build decent audiences under a founder's personal account and then hit a wall when they needed to hand off community management. The brand becomes inseparable from one person and that's a liability at some point, not just a feature. Comment from Janefrances Christopher(@janefrances_christopher): @busmark_w_nika  Oh perfect example. Yes, it might go viral at first, but building a successful ... ... emmerita_ambata): This has me thinking differently. As a marketer, I'm all for founder-led content, especially on LinkedIn. I've seen firsthand how much growth and visibility a product gains when a human is talking about it versus

... Apple announced that Tim Cook will become executive chairman of Apple s board of directors and John Ternus, senior vice president of Hardware Engineering, will become

... identical across 85% of them. Here is what the data says. The Timeline to Failure Months 1 6: Everything worked. Fast releases. Happy customers. No time for architecture. Months 7 12: Progress slowed. Strange bugs appeared. "Fix it later" became the motto. Months 13 18: Every new feature broke three existing ones. Deployments became

... slowing conversion cadence tightening cooldown windows increasing world friction in overheated lanes The important part is that these moves happen inside approved bounds, not wild swings. 4. Prefer resilience over theatrics Many projects try to look strong while secretly becoming fragile. Blaze Balance Engine is meant to do the opposite. Its job is to make the ecosystem more able to handle: volatility uneven player behavior sudden hype spikes overactive reward loops pressure from extraction-heavy play imbalance between sinks ... ... work alongside: Blaze mood and receipt systems control matrix logic district and contract pressure systems broadcaster and radio output market-aware inputs later reporting and compliance context layers So the engine is not just a knob panel. It becomes

... into two limits at once: the limits of my own technical knowledge, and the ambiguity of AI itself. So even that was not enough. That was the moment something clicked. If I couldn t solve that by becoming technical overnight, then I had to take control somewhere else: in the structure of how AI worked. So I started working on that structure directly. That eventually led to Quynah, a Google Workspace security platform I built without knowing how to code ... ... deterministic way to make analysis reliable. That led me to create a language for it. But the deeper discovery was this: the method I used to build all of this could itself be structured, repeated, and eventually automated. That became

... results can be completely different. Not because one is better overall, but because of how they prompt. Some are very structured and clear, others are vague, and the output reflects that. It made me wonder: Is prompting becoming an actual skill we should measure and improve? Curious how others are thinking about this. Are you seeing the same thing? I ve been experimenting with a small tool around this, but still early. Comment from Stan Kolotinskiy(@sk_uxpin ... ... logic engine for your business. Do you think we ll eventually have "Prompting Certifications," or is that just too dystopian to imagine? Comment from Konstantin Gerasimenko(@konstantin_gerasimenko): Yes, but I d frame it slightly differently. Prompting itself is becoming

... most important and challenging experiences you ll have as a founder is fundraising. I pitched VCs across London and San Francisco. Some spent 15 seconds on my deck. Some took the call just to diligence a competitor. One told me to ask for more money. Oh, and I found out your pitch is probably being recorded and run through AI. This is the high-impact version of all of those lessons to save you time, energy, and emotional damage. Please ... ... experience? OK, here we go...! Mindset: you are the prize This sounds weird, but it s true. You have to remember that they are getting the opportunity to invest in your company. The company that, in your mind, will become

... this guide isn't just a quick summary. We're going to go deep. We'll explain exactly what Snaply is, how it works, why privacy matters so much for dictation tools, how it stacks up against every major alternative, who it's best for, and how to get the most out of it. Whether you're a solo professional, part of a team, or evaluating dictation software for an enterprise deployment, this is the most complete breakdown ... ... find. Table of Contents Why AI Dictation Matters in 2026 What Makes a Truly Great Dictation App What Is Snaply? Snaply's Core Features: In Depth Why Privacy Is Non-Negotiable for Dictation Snaply vs

... automate. What still needs human judgment. What good even looks like. That is where human expertise still matters a lot. AI can do an incredible amount of the heavy lifting. But without the right person guiding it, it often becomes one more system to learn, one more dashboard to manage, and one more thing sitting in the stack without reaching its full value. We felt this very clearly with Starnus. When we added our managed service, we honestly ... ... expect it to become

... judge you on the ceiling of what you can do, not the floor. Comment from Dan Sealey(@dansealey): I tend to draw the line at utility versus cost. Free should let people understand the product, trust the thinking behind it, and get genuine value without feeling cornered. Paid should begin where the experience becomes

... marketing problem. They think: "Let the SEO team handle it." Here's why that's wrong: Your product is being evaluated by AI every single day. When potential users ask: "What's the best tool for [your category]?" "Alternatives to [competitor

... been noticing something lately. We went from using AI as a tool to letting AI become the default for almost everything: writing, deciding, planning, even reflecting. Need to write an email? AI. Need to make a decision? Ask AI. Need to understand how you feel about something? Believe it or not, AI. The problem isn't the technology. The problem is that we're quietly outsourcing the one thing that makes us valuable: our ability to think for ourselves ... ... noticed in myself and others: We lost patience with the process. If the answer doesn't come in 5 seconds, we feel something is wrong. We stopped trusting our own judgment. "Let me check with AI first" became

... conversations lately, and there s one pattern that keeps showing up. You launch. Signups roll in. Everything feels great. But as the product grows, pricing becomes a mess. More complexity. Harder to manage. And suddenly, you're stuck. Do you double down on the product or stop and figure out pricing? For most teams, it becomes

... bloat snowballed I let tool outputs flow straight into the next step: long logs giant diffs full API responses for debugging screenshots Even if one run is tolerable, the next run inherits the baggage. This is how testing quietly becomes a token furnace: output becomes

... Road to 1,000,000 #Votap users Day 44 | Current: 1147 I don t want Votap to become Instagram. Okay in terms of user numbers yes please But not in how it works. Since we added replies, people have been really active in the comments. Proper discussions are starting. And I love that. Now I m thinking about user profiles. Being able to tag someone in a reply. Have back and forth discussions. But here s the thing. That ... ... very quickly turn into: followers popularity influencers people voting because they like the person, not the idea And that s not proper democracy in my opinion. I don t want Votap to become

... Road to 1,000,000 #Votap users Day 44 | Current: 1147 I don t want Votap to become Instagram. Okay in terms of user numbers yes please But not in how it works. Since we added replies, people have been really active in the comments. Proper discussions are starting. And I love that. Now I m thinking about user profiles. Being able to tag someone in a reply. Have back and forth discussions. But here s the thing. That ... ... very quickly turn into: followers popularity influencers people voting because they like the person, not the idea And that s not proper democracy in my opinion. I don t want Votap to become

... last post, we talked about how video workflows are evolving. Zooming out, I ve been thinking about something bigger. It feels like product videos are moving beyond nice-to-have tutorials and becoming embedded across the entire growth motion. Not just: How-to videos But: Onboarding flows Feature announcements Sales enablement Reducing support tickets Customer education Even async internal updates In some teams, video is starting to feel like infrastructure something you build into the product and growth engine from ... ... others, it still feels reactive. Can someone record a quick demo? Can we make a walkthrough for this launch? So I m curious: Are product videos becoming

... world phenomena can be abstracted. Systems can be understood through signals, constraints, and connections. Knowledge doesn t live in isolated folders it moves. After years of learning and working, I returned to data and logic almost like coming home. Becoming a DBA and studying data science and AI gave that old obsession a clearer shape: I didn t just want to store information. I wanted to connect fragmented knowledge into a coherent picture . That s how Neurix was born. Neurix ... ... place to keep notes. It s built to reconnect drifting pieces of knowledge mine, and eventually everyone s into something structured and alive. At the core is a simple model I imagined: node key . Every piece of content becomes

... stomach feeling. Everything started to change when I entered a phase of I don t even know who I am. And that s when I began searching for real answers. I don t know if I will become a CEO one day. But I started thinking seriously about how to build the mindset and skills that could lead me to success, beginning with these questions: What kind of person do I want to become

... capacity subscriptions only EX 100+ seats. However a complete per seat structure is not off the table for future integration. In many situations, our view is that the customer can actually get more value from an established seat structure vs individual seats, especially while scaling and as demand grows ! Mike Comment from Brais Seara(@brais_seara): I think the same! my SaaS Ptio has usage based pricing based on token usage plus a small margin to cover other transactional costs ... ... Camtasia and Snagit user in a previous role when I was creating training videos. It s been interesting to hear how AI has made its way into these products as well. I agree that credit-based pricing can quickly become

... greatest invention of our time the smartphone has also become one of the biggest consumers of our energy and attention. Being focused is now an art. People spend around 4 hours and 30 minutes per day on their smartphones on average. Even a phone lying face-down on the table can reduce a child s ability to learn by up to 21% , because part of their attention stays mentally tied to possible notifications [ Source 1 , Source 2 ] That ... ... suppresses the body's release of melatonin. How do you want your brain to work optimally without proper sleep? There are many steps you can take to help you be productive at work, just make sure you don't become