... testing whether this behavior actually exists. I built Fleuves because social platforms are great at showing what people achieved, but terrible at preserving everything that happened before it. Instead of posts being the center, you create a Dream and gradually build the history of that journey progress, failures, thoughts, photos and milestones. You decide what stays private and what gets shared. But here's what I don't know: Will anyone actually want to document their journey ...

... 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

... worth pulling out from the rest. An empty optional field is ambiguous between no source exists and nobody filled this in, and those two want different handling. Declaring unsourced as a value instead of leaving a null collapses that ambiguity, which is a very small schema change carrying most of the weight. It works because the slot 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

... sharing! Comment from Anna Ludwinowski(@anna_ludwinowski): @austinbuhl  Interesting that you land on problem-first for Salestrics but demo-first as a viewer. Do you think there's a difference between what convinces you to look closer versus what you'd actually put in your own launch copy? And on "most startups" - is there a specific kind of team you picture hitting that per-seat pricing wall, or is it genuinely everyone past a certain size? Comment from Anna ... ... audits. In one sentence, you have my ICP, the pain we address, and the use cases! Comment from Vitalii Kozlo(@wvitalik): I look for the problem/need first. However, note that some products are solving the problem of a bad existing

... 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

... several custom GPTs and Claude Projects set up. Helps me a lot with competitor research and content writing. - Lovable - I don't have a lot of resources at hand, so if I want a new landing page design or I want to add a feature to our existing

... 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

... just hardcoded placeholder nobody measured ) brand-first makes you commit publicly to mechanics system acutally never proven Comment from Piyush Gajrani(@piyush_teq): @busmark_w_nika Most founders don t fail at brand vs product they fail at timing clarity. Knowing when to show up 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 ... ... customers is one of the most common traps I have seen in B2B SaaS. The features themselves are not the problem. The problem is treating them as a growth strategy instead of a retention tool. Enterprise features work when 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

... 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

... have the solution to a problem somebody else is looking for! Comment from Gaurav Singh(@gaurav_singh91): How I found the problem: Built agents for months. They could do everything except answer: "what ads is my competitor running?" Four browser tabs. Copy. Paste. Every time. Signal it was real: r/ClaudeAI had people asking for MCP ad data. r/FacebookAds had a guy calling Claude + ad spy "the biggest unlock in 2 years." No one had built the pipe. Validation: Credit-based ... ... became "one MCP server, four ad libraries, structured JSON." Surprise: It wasn't just developers. Agencies and performance marketers are still opening tabs and pasting into Excel. For years. They didn't need a pitch - they needed it to exist

... 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

... brand mentions across these models in real time, analyses sentiment and provides prompts showing how and where the brand is being referenced. It also sends real time alerts when a brand is cited by an AI model and offers competitor monitoring to identify positioning gaps. Thirdeye as one of the most-advanced AI analytics and recommendation platform that helps brands get discovered not just on Google but inside ChatGPT, Claude, Gemini and Perplexity, emphasising that if you aren t cited ... ... models you re not seen. They frame AI citations as the new visibility metric and propose that Generative Engine Optimization (GEO) optimising content so AI assistants recommend your brand will define the next wave of search. Why ThirdEye exists

... device management, workflow automation, and performance tracking. Along with these features though, there s been a long overdue need to be able to hire and manage a global workforce in ONE platform.  PEO and EOR services have always existed - but they used to exist