... finally read the whole study instead of the headline, and the actually useful findings are different from what got shared. First, in their realistic-config lane (instruction file + several MCP servers), the "light" harness came out HEAVIER: ~90.8k vs ~75k. A 72KB instruction file alone added ~20k tokens to every request, on both harnesses. Their own conclusion: configuration, not the harness, accounts for most of the production bill. The harness sets the floor, you set the ceiling. Second ... ... cost 1.25-2x list depending on TTL, reads are ~10%). A stable big preamble is close to a fixed cost. An unstable small one can out-spend it. Size isn't the sin, churn is. Third, session shape flips

... same deliverable. Separately, other community head-to-heads put Claude Code at roughly 3-4x the token use of Codex on comparable work, so depending which pair you're comparing, the "efficient" tool flips. Zero-shot capability and token frugality don't always come from the same tool. On raw benchmark performance, Claude Opus 4.6 sits around 80.8% and GPT-5.5 powering Codex around 88.7% on the metrics one source tracked, but Claude Code holds an 88.6% SWE-bench ... ... capability. Cursor's Composer 2.5 lands in the top three on capability index while running roughly 10-60x cheaper than the leaders, so if you're optimizing purely for $/task rather than fewest tokens per task, the ranking flips

... itch I've been scratching with DocStash , the home for what your AI makes. Just ask your existing agent to stash your HTML, Markdown, PDF, Excel, Word, or a static React/Vue app get a stable private URL. Flip it public to share with the world. Oh and also, you can iterate on any document regardless of which agent made it ! Generate v1 of a dashboard in ChatGPT, paste the URL into Claude, ask for changes, and every version lands ... ... agents is the right call, most of what gets generated today is stuck in whichever tool made it. One thing I would want to know before connecting it over MCP, since the agent itself can call the tool that flips

... their rope, that's where you lose them. This release pulls it inside a "Redeem a code" row opens Apple's native sheet over the app (RevenueCat's presentCodeRedemptionSheet underneath), and on success the entitlement just flips. No bounce out, no coming-back-and-wondering. What I keep turning over: how much redemption friction is Apple's rails vs

... nika): @dinocorreia  I was the very first user of my tool (because the problem happened to me) :) Comment from Nika(@busmark_w_nika): @dinocorreia  To be honest, for now, I was able to find only one competitor of my product. So maybe people do not want it so much. Let's see how good I can be at selling the problem and then selling the solution :D Comment from Nika(@busmark_w_nika): @ceren_kaya_akgun ... ... What is your tool about? What does it do? :) And does it have your first initial testers? Comment from Nika(@busmark_w_nika): @abidhusain  When you describe it like this, it sounds complex. Does it have any competitors

... user___1702026e6f946759d1d798a): This is also one of the first things investors look for. A polished demo can attract attention, but if someone cannot quickly understand who has the problem, how painful it is, and why the current alternatives are inadequate, the conversation hits a dead end. Based on my own experience and a friend who works at 1752vc, the strongest pitches often make the problem feel inevitable before they spend much time explaining the product. Comment from Martin Tanner ... ... Staff" and explain the architecture. It fell flat. What actually landed was naming the specific mess: running a software company, a care home, and a cafe at once, and never being sure which one actually needed me that day versus

... live on PH Aug 22, so this thread's been good practice at saying it in one paragraph.) Comment from Demetrio Koro(@aktivist): siOsi upload one selfie and it reads your 12-season color type, undertone, gold vs silver, and which hair colors suit you, then grades the actual makeup in the photo (flash cast, oxidation, coverage), which most tools skip. Free, no signup. Built it because every beauty sub has a queue of "what season am I" posts waiting ... ... Gemini, since more buying decisions now start there instead of traditional search. If you want to see how an AI agent currently reads your own site, we put out a free tool that shows what an AI fetches vs

... left, and which of your repos need attention right now. Cumulative star history The 12-month star sparkline in the repo detail shows weekly density great for spotting viral peaks, less so for trajectory. Press v and it flips to a cumulative growth curve, star-history.com style, right in the terminal. Press v again to flip

... 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

... makes pricing easier. Products from anonymous creators compete on price. Products from known practitioners with a track record compete on trust. That's a completely different conversation. Comment from Samir Asadov(@samir_asadov): For specialist/practitioner products this 'brand vs product' framing breaks down the product IS the brand statement. A financial model template built from real deal experience signals more credibility than a thousand brand posts ever could, because the buyer (a CFA with a deal on their desk) reads ... ... were only concerned w/ my wellbeing I'd do the same, but when I have others I'm responsible for, and they themselves have mouths to feed, I think differently about the long term effects of my brand vs

... moment they want consistent outcomes, they hit the paid tier. Out of curiosity do you usually prefer a free tier, or a short trial that unlocks the full product? Comment from Takahito Yoneda(@y_taka): Your general versus tailored approach translates perfectly to how I think about SaaS pricing, where it usually comes down to core utility versus

... According to @RevenueCat 's State of Subscription Apps 2026 report, " hard paywalls convert 5x better than freemium, but with significantly wider variance." Day 35 download-to-paid, freemium vs. hard paywall Does access method impact download-to-paid conversion within 35 days? Quoting the report: Median D35 conversion sits at 10.7% for hard paywalls. Freemium is 2.1%. That gap alone should make you pause. But the more revealing part is the distribution. Hard paywall top decile apps approach 40% conversion ... ... every time. The model matters less than whether someone feels value before they're asked to pay. Comment from Takahito Yoneda(@y_taka): The data on Day 0 hard paywall conversions is undeniable, but a Product Hunt launch completely flips

... LinkedIn posts in your voice. It's web-based, and I used Next.js, I used Better-Auth for authentication, and I added 3 strategies: email/password, Google OAuth and LinkedIn OAuth. I used PostgreSQL as the database and Polar (Stripe alternative) for billing. Other tools I used include: Resend for email, Tailwind CSS for styling, and Antigravity IDE. I hope this helps. Let me know if you need more help. Comment from Ryan Hendrickson(@ryan_hendrickson): @nikolas_dimitroulakis  Looks like ... ... here , or let me know if you have other times that would work better for you. Comment from Ryan Hendrickson(@ryan_hendrickson): @maria_vannicola  Nice! Was there something that brought you to use Firebase over other alternatives

... know what to do next . Dizora answers questions creators actually struggle with: What are viewers repeatedly confused about? What are people criticizing but I m missing? What should I fix before my next video? Which feedback actually matters vs noise? Here s the insight that changed how we built Dizora: Most valuable feedback isn t loud. It s subtle, repeated, and easy to miss. Creators often respond to the angriest comments, not the most important ones. Dizora flips

... visualization . Drop 2D floor plans. AI converts floor plan to 3D instantly. Blueprint to 3D? Done. No designers waiting weeks. AI virtual staging furnishes photoreal. Upload photos. AI interior design styles it: modern, luxe, cozy. Tested on my flips. Bengaluru market tough. Pre-con blueprints boring. Ran through Foursite . AI 3D visualization beamed light, textures perfect. Listings exploded. 40% more views. 68% quicker sales. $17K ROI on $350 staging. AI interior d cor smart. Knows scale, flow. Suggests palettes. Virtual staging ... ... cheaper than physical. $29/image vs

... platform is providing: dashboards tracking workflows storage infrastructure Then yes charging for infrastructure and product value makes sense. But charging job seekers $30-$50/month just to rewrite resumes using AI they already have access to? That s broken. BYOK flips the model You bring your own Gemini API key - it is free Use as much AI as you need Pay the platform only for infra, UX, and real product value No lock-in. No hidden margins on tokens. No punishing ...

... more time explaining my ideas than validating if the problems were real. Most people validate by building landing pages and counting signups but signups aren t real pain, and they don t tell you if the problem matters. Validatemy.app flips this. Instead of creating full landing pages, founders can: List the pain points their idea tries to solve Let visitors vote instantly : This hits or Not my problem Add optional feedback or reach via email, Reddit, X, meeting , etc. Track ... ... competitors

... standard for how space is communicated - and it's upending every industry that relied on manual visualization. For real estate professionals: Virtual staging has historically been expensive and cumbersome (rent furniture, coordinate logistics, hire stagers). AI virtual staging flips the equation: $15 - $50 per image, 24-hour turnaround, infinite style variations. Staged homes sell 73% faster. Now every property can be staged, instantly, at scale. For architects and designers: The hours spent on renderings and explanations are evaporating. Blueprint ... ... real and the ROI is undeniable. Early adopters are already winning - faster sales, happier clients, competitive advantage. The question isn't whether to adopt this technology. It's how quickly you can integrate it into your workflow before your competitors

... regularly costs 2,000 5,000 dollars up front for an average home, with recurring monthly rental fees if it lingers on the market and show units or villas can easily cross six figure spends on furniture alone. VirtualSpaces flips that equation by treating staging as a visual content problem, not a logistics problem. Instead of shipping sofas, agents, developers, and marketers upload a 2D floor plan and generate photo-real 3D interiors in minutes. VirtualSpaces AI parses walls, doors ... ... sits Foursite , our AI native product designed for real estate, interior design studios, and marketing teams that live inside portals and social feeds. With Foursite , a full property can be virtually staged for under 300 dollars, often far less, versus

... FlipACoinFree because existing coin flippers are either too basic, too ad-heavy, or lack transparency. Our tool gives you a clean UI, realistic coin animation and humanlike sound, and importantly a server-signed result so anyone can verify the flip later. It s fast for mobile and desktop, localizable to 30+ languages, and provides an embeddable widget and simple API for developers. Why it matters: trust. When you publicly use a verifiable generator (instead of a private toss), your audience ... ... sees the process and that builds credibility. Teachers, streamers, contest hosts, and product teams use our tool to remove bias and speed decisions. Try it live: https://flipacoinfree.com Key features True 50/50 flips

... proactive messaging, ability to adapt to your needs, and long-term context make it feel a bit more than another GPT. Just like a human would, it even suggests relevant actions and adapts as your needs evolve. Comparisons & Alternatives Poke.com stands out from traditional assistants like Siri, Google Assistant, or even ChatGPT-based bots in a few key ways: Proactivity: Most assistants wait for you to ask; Poke acts on its own, based on your routines and context. Custom ... ... Integrations: While others are limited to their ecosystems, Poke s open approach (MCPs, API, Rube.app ) means you can connect almost anything. Community & Templates: The automation gallery and hackathon challenges encourage sharing and remixing workflows. Alternatives

... trying to connect with YouTubers for sponsored content cold emails, DMs, and awkward negotiations that go nowhere. Have any of you found a faster, more transparent way to secure YouTube ad deals? We re actually launching something soon that flips this dynamic letting brands bid for ad slots creators list in advance. Instant deals, no ghosting. Curious if this is a problem others face, or if you ve hacked a better way? Comment from Yemi Oyepeju(@uxyemi): @brandonshtein  That ... ... this a web app? Comment from Sean Howell(@howell4change): Get one creator to introduce your other creators. They're much more likely to respond to another creator. It's much like fundraising, it takes having your first investor. Alternatively

... jumps - Some kind of live usage visibility if you care about margins at all Curious if anyone else here is actively tracking token usage while comparing them, or just going by feel. Comment from Kurt(@krutftw): neither for me VS Code with Claude (through GitHub Copilot) + Codex. never touched Cursor. shipped 4 SaaS products in 25 days with zero coding background was literally pouring concrete before this. the IDE matters way less than people think. what actually matters is knowing ... ... fills in the context you didn't know to give it. That's what kept me on Claude Code. If you already know your way around an IDE, the Cursor visibility argument makes sense. Starting from zero, the calculus flips

... matters most: personality-first matching. Here s what s new 1. A clearer, calmer profile view so bios and interests shine. 2. Bigger tagline space, because a good first line deserves room. 3. A 5-card deck you can flip when you re ready (looked a little too swipey). 4. And the penguin flipper now literally flips