... your Manus routine was "research, documents, automations, connected tools," Happycapy covers it. And there are three rooms in this house Manus never had: a connector for  your own computer , an agent with its own email address, and twenty-plus frontier models in one picker Grok 4.6, DeepSeek V4, Claude, GPT, Gemini under one subscription, no API keys. The room tour: where everything lives Front desk: the 10-minute check-in Create an account  at  happycapy.ai   there ... ... always was: in the accounts and on the hardware you own. An agent should be replaceable. Your work should not be deletable. The water's warm. Take your time   happycapy.ai Conclusion:  Happycapy is a direct Manus alternative

... dependency version. The teammate you unblocked twice a week for a month. The investigation that concluded "not a real problem," which was a genuinely valuable finding and produced no artifact. The small fix that saved everyone twenty minutes a day forever. None of that is on a board. All of it is why the sprint went the way it did. So reviews quietly select for people whose work leaves a paper trail, and against people who spend their time ...

... other way around. The turn came when I stopped asking how to work harder and started asking what I'd actually built. The answer was a machine that needed me to keep running. So I rebuilt it. Systems first. Twenty years in business development and marketing. Now I build ecosystems instead of treadmills. That's the work. That's the why. JustCheckingIn.app is the product we launched, Private Daily Emotional Check-In App. Currently we have 97% Check-In Rate ...

... movie you didn't watch. The good news for makers is that the fix is smaller than the enterprise tooling market wants you to believe. You do not need an eval platform to start. You need about twenty real cases. Pull them from your own traffic the actual messages, the actual weird inputs, the three that made you wince and save them. When you change a prompt or swap a model, rerun those twenty

... model living in the same model picker, which ran all six answer files itself. Humans did exactly one job in this pipeline: invigilation. Final score:  90 to 70. The winner also used 15% fewer output tokens (11,702 vs 13,799).  If you don't trust an AI's grading all six raw answer files are attached below, unedited, and the code runs on click. Grade them yourself. See you in the comments. EXAM NOTICE Grok 4.6 moved ... ... podium in 2026. Candidates must paint the absurdity for ordinary eyes. Conclusion:   This comparison was run on happycapy.ai (Capy): Grok 4.6 beat Grok 4.5 90:70 across all three problems while producing 15% fewer output tokens (11,702 vs

... things. passkeys require device support and most teams don't want to debug the fallback experience across every browser, OS, and device combination. the setup flow feels unfamiliar to users who've been typing passwords for twenty years. and there's no forcing function, unlike passwords which visibly fail, passkeys just quietly don't get adopted. the irony is that the friction is mostly on the builder side, not the user side. once a passkey is set up, the experience ...

... entry, one more day in the app pure margin. That rule is why "north star metric" articles exist, why every dashboard puts DAU at the top, why nobody ever asked you what your heaviest cohort costs. It held for twenty years because the marginal cost of serving a software user really was approximately zero. It doesn't hold for what you're building now, and the numbers on that are getting hard to argue with. ICONIQ Capital's State ...

... framework, no build step. Not a single image or audio file either: every obstacle and particle is drawn at runtime and every sound is a Web Audio oscillator. That was less a philosophy and more that I had twenty minute windows to work in and could not afford a toolchain. It won #1 Game Launch of the Week on PixelPicked, which I found out about while changing a dipey, and about a hundred people now play it every day. Free ...

... matters for a solo maker, because most eval writing gets described in language built for a 40-person engineering org and you tune out. You don't need the platform. The minimum viable version fits in a spreadsheet. Collect twenty real inputs actual things users typed, not inputs you imagined. For each one, write down what a good response looks like, in your own words. When you change a prompt or a model, run all twenty

... behind it, and this same release added MCP Apps servers can now render their own interactive UI right inside the agent. The protocol stopped being a developer curiosity. It became a distribution surface. Here's the shift, plainly. For twenty years the unit of distribution was a human opening your thing. They found your site, signed up, clicked around. Everything we know about product onboarding, activation, retention assumes a person on the other end of the screen. MCP points ... ... destination? If the value is a result someone wants and doesn't care how they got an action then being agent-callable is close to free distribution and you should be looking hard at it before your competitor

... work on Publora. We build an MCP server for social publishing. Thought I'd share a debugging story in case it saves someone else a day. We built a one-click "Add to Cursor" button. The button took twenty minutes. Then Cursor printed "OAuth provider initialized" and stopped. No error. No popup. Nothing. We spent most of a day blaming the API key. It wasn't the key. With a placeholder key, our server correctly returned 401. Cursor fell back ... ... then goes silent, check your discovery document before you debug anything else. In our case, /.well-known/oauth-authorization-server was the culprit, not the credentials. One question for other builders here: how are you handling MCP OAuth across clients? Cursor, Claude, and VS

... operational inside a business: read the text, work out what it actually means for us, produce the evidence, and live with the auditor's questions. That translation work is precisely what Veritome does. I have done it manually for twenty years in two of the most heavily regulated sectors in Europe, which means I am not learning the customer's problem I have been the customer. What I am not is a career software engineer. I could not write code ... ... last month, built and hosted entirely in the EU. I give checkable numbers deliberately. The point is not that I learned to code; it is that the regulatory logic in this product article-by-article classification, provider versus

... replacement for them. It plans the work, does the work, and holds anything customer-facing in an approval queue until a human says go. Because unsupervised sending is the thing nobody actually wants, they just put up with the alternative. Product Hunt page: https://www.producthunt.com/prod... Your turn. Curious what the real origin story looks like for others: What problem pushed you to build? Who kept telling you it was painful before you finally listened? What's the part ... ... person session where two analysts can hand the same face different verdicts. That gap annoyed me enough to build the thing that just looks: one selfie your 12-season type, undertone, gold vs

... Twenty days ago, I updated the DiscountHub backend and improved outbound click tracking. Since then, users have clicked through from DiscountHub to external stores and offers 537 times : 339 clicks on product discounts 151 clicks on promo codes 47 clicks on special partner offers These are not confirmed purchases, but they show something important: people are not only browsing DiscountHub they are finding offers useful enough to continue to the original store. DiscountHub brings real discounts, promo codes, and special ...

... than a smaller frustration that happens every day. Frequency matters because recurring problems are more likely to affect retention, satisfaction, and willingness to pay. 4. Who else has asked for it? One detailed request can feel more important than twenty silent users experiencing a different problem. Look for patterns across support messages, interviews, analytics, cancellations, and user behavior rather than relying on the loudest request. 5. What existing feature will become harder to maintain because of it? Every new feature ...

... Shamim, co-founder and COO at Genetech Solutions since 2005. Twenty years now building software for clients across healthcare, fintech, and logistics, web, mobile, AI-enabled, whatever the problem actually needs. I also founded CodeGirls, empowering women in Pakistan through coding and business skills, and I sit on the board of P@SHA, pushing Pakistan's tech industry onto the global stage. On the product side, WordPress is home turf too; we build plugins at Genetech. I might ...

... need them. Comment from Asad M.(@asadmalik901): @busmark_w_nika  It's four or five real replies a day, everything else in that tab is upvotes and follows that don't need anything from me. That's twenty minutes. If it ever gets to fifty I'll answer the people who actually asked me something and skip the rest, which is what I'd want if I were the one asking. What I won't do is start sending ... ... skipping is the right call at your volume, and I'd rather get nothing from you than a two word thanks. the only ones I'd protect are the people who actually asked something, nobody else notices. my twenty

... four, not the best. Comment from Adekemi A.(@_adekemi_a): i've stopped expecting every comment to performs well. sometimes the right threads makes all the difference. Comment from Abdullah Javaid(@abdullah_javaid3): @jernej_jan_kocica  The read versus upvoted split is the one I hadn't separated out. I've been treating engagement as one signal, and a maker replying versus

... manufactured elsewhere, and the page is where it gets banked. Which does not make it useless, it makes it a receipt rather than a channel. Putting it up early is still right, because the cost is twenty minutes and the alternative

... better axis. But every gate in that conversation, and every gate I have seen shipped, evaluates a single action in isolation. Sending one email to one person is low reach. It passes. Four hundred of them inside twenty minutes is a mass email to your entire list, assembled one approved step at a time, and not one individual step ever looked like the thing you were guarding against. The reach was never in the action. It was in the rate ...

... part doesn't change. The numbers: eight tools at EUR 1,116 a month became three tools at about EUR 242 a month, a 78% cut, and the Friday loop went from three and a half hours to about twenty minutes. Full writeup with every number: https://simplifysuite.io/blog/we... Curious what your worst "one person had to become the integration layer" story is. Ours was the Friday finance loop ...

... same step a developer flagged as 'a bit awkward but fine.' that's when I stop debating and just fix it. Comment from emmanuel LNU(@emmanuel_lnu): The mix matters more than the number, in my experience so far. Twenty people who all shop the same way on Amazon tell you less than five people with genuinely different buying habits. For Merzify specifically, I care about two different groups that aren't the ones you listed, since the product ... ... good. Second: people who trust reviews completely and rarely question them, since they're the ones who need Merzify most and will tell you honestly whether the result actually changes their mind or just gets ignored. Your developer versus

... developers and creators online. He wanted to avoid high platform fees, but he also did not want the high monthly cost and security headaches of running a heavy WordPress or WooCommerce database server. Since Tyler only had about twenty digital products to sell and does not update his inventory often, I recommended building a static website. It is incredibly secure, loads instantly, and can be hosted for free on a cloud service. I suggested we use a premium, pre-built ... ... local development server using Node.js and BrowserSync. I navigated to my project directory in the terminal and ran this command: browser-sync start --server --files "*.html, css/*.css, js/*.js" The template came with over twenty

... Research has changed more in the last two years than it did in the previous twenty. When we first built Collabwriting, research meant opening 27 tabs, reading everything yourself, highlighting the useful parts and sharing them with your team. Today, AI can search, read, summarize and generate a finished document before you finish your first coffee. So, is research management dead? I think it just became something bigger. The Core of Cluing Never Changed From day one, collecting information ...

... file should have been covered and was not. The thing that does fail closed is not a rule at all, it is a check. Any file importing a billing client that no rule covers, fail the build. Twenty lines, and it catches exactly the case you described. So the load bearing question: do those three routes actually live under one path today, or did the framework scatter them by convention? Comment from Aadil Ghani(@aadilghani): @raffay_sajjad   Then ... ... people getting comfortable, which you already said yourself. Does Pushary let the customer define that ladder, or is the destination something you configure for them? Comment from Aria(@ariajinling): I agree: degradation has to be an explicit, author-authored alternative