... spikes are one of the most frustrating things that can happen. While testing higher concurrent loads on our backend, we noticed our app was dropping connections not because the CPU was maxed out, but because the database couldn't handle too many open connection requests at once. Here are 3 quick tweaks we made to fix connection bottlenecks: 1. Implemented Connection Pooling: Managed and reused open database connections instead of opening/closing a new connection for every single HTTP request ... ... clean fallback UI instead of hanging load states. This reduced our database response times significantly and stopped server crashes during concurrent user spikes. For fellow developers and tech builders: >> What is your preferred stack or strategy for handling

... thing that doesn't get enough attention in proxy discussions is how to handle failures in automated CI/CD environments. We recently moved our data validation tests to run on every PR, and the proxy layer became our biggest flake factor. Here's what we figured out along the way: 1. Proxy failures break CI in unpredictable ways A test that passes on your local machine can fail in CI simply because the CI environment is using a different proxy ... ... depend on in CI/CD. 80M+ verified residential IPs, automatic rotation, and transparent pay-as-you-go pricing with no surprises. If you're tired of flaky tests caused by proxy issues, take a look: https://pxyedge.com How do you handle

... Move fast on UI and non-core features using rapid prototyping tools. 2. Keep the core logic clean and modular so it doesn't break under load. I'd love to learn how other founders and engineering teams handle this: Do you refactor early, or wait until real users start complaining about performance? What is your threshold for pausing new feature development to clean up technical debt? Looking forward to your insights! Comment from Jennifer Cooker(@jennifer_cooker): A friend ...

... provides APIs for checking URL status, monitoring coverage, and submitting sitemaps. However, the one action many site owners actually want the Request Indexing button in Search Console does not appear to have a general public API. My current workflow handles everything that can be automated: Checking URL indexing status Reviewing pages stuck in discovery or crawling stages Resubmitting sitemaps Creating a shortlist of pages that may need attention The final step still requires manually reviewing the list and requesting indexing ... ... where needed. I m curious how other makers and SEO-focused builders handle

... back, B2C on the front, one system keeping them in sync. The product side I've got covered. The legal side is the part I keep second-guessing, and I'd love to hear how you handle it. How do solopreneurs actually handle

... team, how do you turn a silent website visitor into a real conversation? Do you usually use: - a contact form - live chat - Calendly / demo booking - plain email - Telegram / WhatsApp / Discord - something else? Mostly trying to understand how founders actually handle this before we ship our first version. Comment from Ghost Kitty(@ghost-kitty-10026262): Comment Deleted Comment from Ghost Kitty(@ghost-kitty-10026164): Comment Deleted Comment from Stacy Wycoff(@stacywycof83995): For FounderFlow (I'm the founder) I lean plain email ... ... running into. We re seeing over 100k visits per month now, so a simple manual setup probably won t be enough for long. We re starting to think more seriously about a real routing system. Curious how are you handling

... months ago HirePilot had zero organic presence. One person handling all of marketing. No budget for writers, no appetite for agency overhead. The answer we landed on: build a system instead of hiring. Here is what we run today. Airtable is the content database and the trigger layer. Every piece of content lives as a row in one table. The status field drives everything. Make is the automation engine. Claude API handles

... source verifier for document citations, source evidence, and RAG). While building it, we realized just how easily LLMs get totally confused by simple tables or negative sentences (like missing a "not" or "except"). We have our own way of handling it, but we know there isn t just one right answer. I really want to know how other builders and founders here are tackling this. What kind of document hallucinations are driving you crazy the most? Fake numbers: Making ... ... small negative word like not or unless. Summaries can hide the mistake, but extraction/Q&A makes it much easier to spot when the model stretched the evidence too far. I ll take a look at Ethos the supported vs

... people like Marc Lou or Levelsio do a lot of them and as solo founders, they are pretty fast and versatile (but they probably delegate some things to other freelancers - that's my guess). How many projects can you handle at once? Either solo or together? For example, I was handling

... inbox proactive. Instead of making you search, sort, and remember, Synced surfaces what needs attention, connects to your apps, and handles the next steps with your approval. Launching on Product Hunt soon: https://synced.it Sign up to get early access!! Comment from Ognjen Adzic(@ognjenadzic28): @nolan_vu  I like that way of thinking about it. "Irreversible vs

... landing page designs, or product mockups, it helps me communicate ideas quickly. 3. Google Sheets: Still one of the most powerful tools for startups. I use it for financial planning, market research, competitor analysis, project tracking, and organizing feedback. 4. Gmail: It's where I manage conversations, handle

... VibeAround v0.6.10 is out. This release focuses on bridge reliability, Gemini setup, and cleaner provider workflows. What changed: - Added Gemini Google OAuth connection support and native Gemini upstream routing. - Upgraded API bridge media handling through va-ai-api-bridge 0.1.4 from crates.io . - Added safer image/file omission for text-only target models, so a conversation can keep going even when a target model cannot read an attachment. - Fixed the DeepSeek Anthropic-style tool_use / tool_result bridge path. - Cleaned up profile ... ... choice. From a user experience standpoint, nothing is more frustrating than having an entire session drop or fail just because of one unsupportable attachment. Keeping the conversation alive while making the limitation visible is the most practical way to handle

... 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

... voice agent entirely and go directly to a forwarding number. That is useful for field service professionals who may not want to miss calls from important customers while they are with a customer, driving, in a meeting, or handling an active job. Scheduling Studio also includes AI agents beyond voice: The Guardian protects deep work and helps prevent burnout. The Negotiator handles

... businesses already have: websites, social media, forms, inboxes, CRMs, and messaging channels. The real issue is fragmentation. Messages arrive from different places. Teams reply inconsistently. Follow-ups get forgotten. Important leads disappear inside inbox chaos. After researching how companies handle customer communication, one pattern became obvious: The businesses growing fastest are usually the ones responding fastest. ( ReplyBase ) What We re Building ReplyBase is designed to help businesses: capture enquiries instantly, automate repetitive replies, centralize conversations, and reduce manual follow ... ... Automation should reduce workload, not remove humans Another important lesson: Businesses still want control. Many companies do not trust fully autonomous AI replies yet especially for sensitive conversations. The strongest systems seem to be hybrid systems: AI handles

... this Saturday 25th: Inr is now an AI-first platform, and here's what that actually means. Because here's what we kept hearing: people would build a solid flow, it would convert, and then ask "can it just handle the whole conversation?" Not just send a message, but actually understand what someone wants, respond, collect info, route them, and follow up. So, we built exactly that. A complete AI Agent for Instagram understands how you talk, mirrors your tone ... ... knows your goals, taps into your knowledge base, collects information mid-conversation, takes actions, and escalates when a human needs to step in. Not a chatbot. It handles

... 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

... pretty happy with our first launch of Handle over the weekend. There will be many more to come! We're iterating on the product as quickly as Chrome Web Store approvals allow . We have a pretty action-packed roadmap (voice mode, anyone?), but the #1 thing that would help us build is your feedback. Give it a spin: https://gethandle.ai/ Tell us what you'd like us to build: https://github.com/tonkotsu-ai/h... Thanks for your support! Comment from fmerian(@fmerian ...

... founder of Munch. I built this because I kept watching creators spend hours turning one video into posts. You paste a YouTube or Vimeo URL Munch extracts the transcript using 5 fallback strategies (so it actually works on videos competitors choke on) Claude AI writes 8 complete, platform-ready pieces in ~60 seconds. No file uploads. No per-action credits. One munch = everything. PH exclusive: Your first munch is completely free, no card needed. Just sign up at munch.video ... ... outputs, no subscription Annual plans available on all tiers. ============================================================================ WHAT'S RUNNING UNDER THE HOOD (the stuff that proves it's not just smoke and mirrors) ============================================================================ WHY CLAUDE? =========== Munch runs on Claude Anthropic's flagship model, not a cheaper alternative

... know it's happening. Here's what I've learned after analyzing 500+ SaaS products, tools, and digital products at Rankfender. The Mistake Most product owners treat AI visibility like a 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

... outputs, no subscription Annual plans available on all tiers. ============================================================================ WHAT'S RUNNING UNDER THE HOOD (the stuff that proves it's not just smoke and mirrors) ============================================================================ WHY CLAUDE? =========== Munch runs on Claude Anthropic's flagship model, not a cheaper alternative. We made a deliberate choice not to cut corners on the AI layer because the AI layer is the product. Long-form content repurposing requires a model that can hold narrative across 800 words, match a brand voice consistently across ... ... different formats, and write something you'd actually publish not something you spend 20 minutes editing into shape. We tested the alternatives

... main tool I offer a free plan with features that most of my competitors already ask payments for and introduce more better features with API access for that tool which I put under paid plan with a 3 days free trial and cheaper rates. Comment from Ayman Elafifi(@ayman_elafifi1): @busmark_w_nika  this is a very good tactic btw :), how can you handle

... Computer Science student doing research into how solopreneurs and small startups create new apps and what their stack looks like. Particularly, I'm interested in how you handle things like authentication, billing, and permissions/authorization in your apps. Let me know what you're working on below and how you're going about it -- I'd love to connect for some quick calls to learn about your product and talk about your process in building it! Comment from Ryan Hendrickson(@ryan ... ... Tailwind CSS. For the areas you asked about: Authentication  - we use WorkOS (their AuthKit) rather than building our own. Billing  - Paddle, through Laravel Cashier. The main reason is that Paddle acts as merchant of record, so it handles

... Working with international teams has been amazing, but time zones? Not so much. I ve personally missed meetings because I miscalculated PST vs GMT  Curious how everyone here handles

... that aren t really extensible. That might work for small tests, but it can quickly break down when you want to build real, multi-step workflows. We wanted to go further. While talking to python devs, I observed: Rotations handled manually Helper scripts scattered across repos, and Python engineers forced into JavaScript That shaped an idea of scripting in an ideal API tool: Python (first-class): use the language you already know and trust Real runtimes & package imports ...