... Starting a new app with AI is easy. Editing an old project is where I see things go wrong: it rewrites a file that was fine, ignores the existing structure, or changes something nobody asked about. What do you give it before it touches the code? A short notes file, the folder structure, a list of files it must not change, or just the task? Curious what has actually worked for you on projects that already have users. Comment from ... ... Enio Aguiar(@wwenioaguiar): Each project has a README the agent reads first, written as the project's memory: what exists

... against the method list that route declares, and those declared GET alone. An undeclared HEAD matched no route at all and fell through to the 404 handler. The clients that send HEAD are the ones asking whether a page exists rather than asking for it. Link checkers. Uptime monitors. Shared caches revalidating a copy they already hold. That last one is what made this expensive rather than untidy. Those pages are served with five minutes of freshness ...

... could implement the requested feature correctly... and still make the product feel slightly worse. Not because the code was broken. It would change things like: spacing conventions button hierarchy loading states empty states navigation patterns component behavior that already existed elsewhere Each change looked reasonable on its own. The problem was that the agent was optimizing for the feature in front of it, not the consistency of the product around it. So I started adding a small section ... ... implementation requests: DO NOT CHANGE Existing

... forgot, in 25 days you are telling Google not to crawl you. Google is still roughly 88% of referral traffic on Cloudflare's own numbers. That's not a content-licensing decision, it's an accident. The opt-out exists and takes about a minute: Security Settings, then Configure AI bot policies. You can confirm you want no change to Training crawlers that also crawl for Search, and you can set each of the three categories independently, with three levels ... ... Agent blocked with Search allowed, applies to pages that display ads, and to new domains onboarding. If you run a normal product site with no ad units, that default barely touches you. The change that actually reaches into an existing

... suddenly lose access to all AI. But what happens if , one day, access to the leading American models is restricted more broadly? We would still have European models, open-source systems we can operate ourselves, and Chinese alternatives. But there is no guarantee that another major power would never make the same decision to protect its own strategic advantage. AI is no longer just another software category. It is becoming infrastructure. It will shape education, healthcare, national security, research ... ... world are American, and Europe should continue working closely with the United States. But cooperation and dependency are not the same thing. Technological sovereignty does not mean refusing to use foreign technology. It means having a real alternative

... really is a split. We write the question, the tool, the target and the context at ask time, and timeout is a first class outcome in our schema rather than the absence of an answer, so the forensic half exists and reads as an action proposed and never taken. The resumable half does not. We hold nothing to resume from, because that state lives inside the agent process and we are not inside it. One side of your sentence ... ... forensic? Comment from Aadil Ghani(@aadilghani): @jalcantara   Typing the absence is the part that does the work, and it is worth pulling out from the rest. An empty optional field is ambiguous between no source exists

... define the category and own the narrative early movers can build strong brand recognition before the market fills up easier to stand out when you're the only option The case for an established niche: the market already exists, so you don't have to educate buyers you can study what's working and improve on it easier to validate demand quickly proven willingness to pay The honest answer is that both can work but they require completely different execution ... ... niche needs a founder who can evangelize and create demand. An established niche needs a founder who can differentiate and out-execute. The worst outcome is going into an established niche without a clear reason to exist

... that's a very important distinction. That could also explain why you're attracting more men, who are looking for a real solution vs. a wellness practice. I'm an Android user, so I'm here if you ever need a beta tester :) Comment from Anna Ludwinowski(@anna_ludwinowski): @alexeyglukharev  Love the hammer vs

... probably saw the VS Code 1.117 story: "Co-authored-by: Copilot" silently added to commits by default, including for code that Copilot never wrote. Microsoft reverted it in 1.119. Good. But the revert is the wrong ending to the right story. The developer anger was about consent and accuracy both valid. What did not get picked up in the discourse was the architectural question underneath: even when Copilot does write code, a git trailer tells you almost nothing useful ... ... does not carry the prompt, the model version, the temperature, the insertion timing, the correlation confidence, or any risk context. It just says "an AI tool existed

... existed. Comment from Enrico Paul(@quin2uple): Mine would probably be: VS

... actual insight, and it's bigger than it looks: making the notification say why it's waiting is what turns a ping into a triage. "Done" makes you tab back to find out what "done" means. "Needs approval vs finished vs

... panic every 20th of the month. CA available once a year. Government portals English, complex, terrifying. 156 laws to follow. Zero guidance in their language. Here is what I realised. The problem is not that these tools do not exist. Tally exists

... available. The behavior persists long after the cause is gone. Most people using Google Drive, email, or Slack to send sensitive files aren't naive. They're fatigued. They know something is off. They've just run out of alternatives so they compress the discomfort and move on. Research note: A 2023 Pew Research study found 79% of Americans feel they have little control over data companies collect yet the majority continue using the same platforms. Researchers have called this ... ... privacy fatigue : not indifference, but the behavioral result of repeatedly finding no viable alternative

... intelligence sitting on top of it. Property data platforms, think Cotality (formerly CoreLogic), ATTOM, Black Knight, hold floor plans for millions of properties. Actual architectural 2D floor plans, with room dimensions, wall placements, door and window positions. That data exists. It is in the system. But none of those platforms could take a floor plan and show you what the property looked like, furnished and staged, without a 3-5 day detour through a render studio. We thought that ... ... thing starting from a room photograph rather than a floor plan. Upload a photo, select a style, get an  AI interior design  redesign in minutes. Useful for staging, renovation planning, and client approvals where you have the existing

... Product first. Always. A personal brand without a product is an influencer, not a founder. And influencers end up selling courses about how to become an influencer an empty loop. The logic is straightforward: personal brand amplifies what already exists. It doesn't create substance where there is none. When you build the brand first, what you're actually selling is expectation . And expectation has a short shelf life. If the product doesn't deliver, the fall is proportional ... ... baton stage matters. The founder can light the fire, but eventually other people need to be able to carry it, see themselves in it, and make it bigger than whoever started it. It s not really personal brand vs

... building Verso ( projectoye.com ) a workspace OS replacing your fragmented tool stack with one AI-native environment. This whole week is what I call a consolidation week. No new features. Just going through every piece of what already exists clicking every button, testing every flow, finding what is broken and fixing it before moving on. Most builders skip this. The pull to keep shipping new things is real. But I have seen too many products where 10 features exist

... thought we knew We assumed enterprise customers wanted the same things as our small business users, just more of it. More security. More control. More features. We never talked to them. We read blog posts. We looked at competitor pricing pages. We guessed. Here's what we missed: Procurement cycles. Enterprise deals take 6-12 months. We had 30-day sales cycles. We weren't built for that. Security reviews. We needed SOC2. We didn't have it. Customers asked ... ... give you money. I've been deliberately avoiding building anything "enterprise-flavored" for RahnumaIO until a paying user explicitly blocks on its absence partly because of stories exactly like this one. Curious in hindsight: did even one of your existing

... love you. But here's the problem AI will never just know . Unlike Google, which crawls everything and figures it out eventually, AI learns from patterns. And if your product doesn't fit those patterns, you simply don't exist. After analyzing 1,000+ SaaS products at Rankfender, I've identified the 3 non-negotiables for AI visibility. If you're not doing these, AI will never know you exist

... 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

... Average monthly retainer for AI visibility audits 1,200 2,500 Average monthly retainer for ongoing AI visibility + content 2,500 5,000 First-mover advantage is real. The agencies offering this now are locking in clients before competitors even know the category exists

... just letting it rip . I m very curious whether others have struggled with free trial versus freemium and whether doing both is a bad idea (I m leaning towards that being a yes by the way). I also wonder if we are giving away too much for free and should be feature gating more. The challenge then shifts from a pricing perspective vs

... connects directly to GSC and runs real-time analysis across 50+ SEO aspects: Top Page and Query Performance Top Mover Delta Analysis Growth and Decay Analysis Performance Trends Rank Disparity Analysis CTR Uplift Analysis Impression and CTR Segmentation Brand vs. Non-Brand Performance Cannibalization Analysis Topical Cluster Performance Device Parity Analysis Device Distribution Country Performance Long Tail Performance Trust and Authority Analysis Then it doesn't just report it. It moves from Performance Opportunity Analyze Fix Apply. Automatically. Comes with ... ... audits. Then: AI Brand Visibility Brand Analysis Prompt Run Prompt Tracking Competition Tracking Citation Tracking Monitored across Gemini, ChatGPT, Claude, Perplexity, Grok, and LLaMA. It surfaces missing semantic anchors, authority gaps, structural issues, knowledge reinforcement weaknesses, and citation loss vs

... personally. I was using Instagram for photos, Twitter for thoughts, WhatsApp for staying connected, Strava for runs, Duolingo to learn, and a notes app for everything else. At some point I realized I felt like different versions of myself existed on different platforms. The signal it was worth solving: every person I talked to described the same feeling without me prompting it. The word "scattered" kept coming up. Validation approach: I didn't wait for revenue signals I started building ... ... constant gating at every turn, so I set out to create a tool more powerful, more feature rich that didn't require a massive budget to get access to. The AI chameleon avatar ended up being the surprise vs

... wanted to solve, I found at least three solutions in my search, one of which was created as much as 4 years ago. BUT after a call with the person experiencing the problem, it turned out that the existing products solved it at most 20 30%, and a lot still needed to be improved. 3. Even for one of my own problems, which I published a few months ago, I received comments like this: Why solve this problem and create ... ... solution if this product already exists

... been building to fix that: GetProfile is now open source a drop-in LLM proxy that gives your AI agents user profiles and long-term memory. It s Apache-2.0 licensed, self-hostable, and designed to slot into existing OpenAI-style stacks with minimal changes. Why another memory layer ? A lot of smart people are already working on AI memory. Projects like Mem0 describe themselves as a universal memory layer for AI agents , focused on storing and retrieving user interactions ... ... context over time. Supermemory pitches a scalable plug-and-play memory infrastructure and a Memory OS for AI apps, with APIs, SDKs and a Memory Router to attach persistent memory to any stack. I love that this space exists