... guesses. Then guesses again. Same model, same bug. The difference is how much the failure told it. The failures that end debugging loops instead of extending them tend to carry four things: a location down to the expression, expected-versus-got with actual values, identifiers specific enough to search for, and fix hints kept separate from the problem statement

... leadership." Copy, paste, post. Zero lived experience, zero original thought. It's just AI slop in a blazer. AI-written emails to people who matter. Your client can tell. Not because the grammar's off because the warmth is. VS GOOD AI JUDGEMENT Using AI to actually look at what a candidate did. Not keyword-matching a CV pulling apart their portfolio, cross-referencing their claims. You still decide. You just decide better. Using AI to draft, then making ... ... creative work itself! Doh! Some of the marketing materials I've seen where they use AI instead of graphic designers is absolutely awful. Comment from Ozan(@ozandag): @peter_jenkins1  Can't say I fully agree with that statement

... everyone! I've been working on Bank Statement Convertor, a web app that converts PDF bank statements

... everyone, I am Abdul Rahim from Malaysia. I have been building BudjetBuddy, a 50/30/20 budgeting app The thing I could not find anywhere else: it uses AI to read local bank statements and e-wallets (Maybank, CIMB, Touch 'n Go, GrabPay) and auto-categorizes your spending, and it is local-first so your financial data stays on your phone. It is in beta right now (TestFlight on iOS, closed testing on Android) and I am aiming for a public launch ... ... than treating every market the same. Keeping financial data on-device is also a strong trust point. I m Matthew from Korea, working on an adtech SaaS for app and web publishers. Curious how are you handling the different statement

... goal: if you want raw eyeballs go Tue-Thu, but for a badge/ranking with a modest following a weekend can punch above its weight. Comment from Sabber Ahamed(@sabber_ahamed): @busmark_w_nika   @abdullah_javaid3  the invitation vs favor framing is the most useful line in this whole thread. i caught myself drafting DMs that were basically upvote asks in a nicer outfit. what actually worked was showing up in threads like this one for weeks with nothing ... ... most important thing is to launch as soon as you can and keep iterating to improve, and keep launching Especially with how fast everything is moving with AI, waiting for a perfect time to launch will just let competitors

... hosted on a server in my basement closet. I finally found the time to polish it and open it up. I named it ZenExpenses ( https://zenexpenses.com ), an expense tracker and budgeting app built around one idea: you upload bank statements (CSV, PDF, Excel, QuickBooks) instead of connecting your bank account. Skipping the third party bank connection is deliberate. I'm holding out for the day open banking is properly adopted. And no, it is not hosted on my basement server ... ... with me. Before the public launch, I'm looking for a handful of beta testers to answer two questions: - Does the upload-and-categorize workflow click for you, or does it feel like a chore? - Does your bank's statement

... though. Comment from Anna Ludwinowski(@anna_ludwinowski): @geode_ai  Ok, now THIS is good: "Local by default, cloud by choice" is a great landing point! I like that you didn't get there by assuming the first problem statement was wrong - you got there by learning it was incomplete. So, at what moment did you realize "cloud is bad" wasn't quite it? Was there a specific user or conversation that pushed back on that assumption ... ... curious - how do you approach making someone who's never seen your product before feel like it's "their story" right away? Comment from Anna Ludwinowski(@anna_ludwinowski): @oshylabs  YES, this is exactly the kind of problem statement

... 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 up metrics in financial statements? Connecting wrong dots: Stitching two unrelated facts together to create a fake story? Getting lost: Context drifting when dealing with huge, multi-page files? And how are you guys fighting back? Are you fixing this at the infra level, playing ... ... 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

... told a different story. Users were giving shorter responses over time. Sessions were getting briefer. Some people stopped coming back entirely. We ran a small experiment: we reduced the AI's questions by 60% and replaced them with reflective statements. Instead of "How did that make you feel?" the AI would say something like, "That sounds like it really caught you off guard." The results surprised us. Average session length increased by 40%. Users started writing longer, more detailed entries ... ... emotionally specific -- not just "I felt bad" but "I felt like I was disappointing someone who had already given up on me." Here's what we think happened: questions create pressure. They imply there's a right answer. Reflective statements

... contribution and self-promotion, the promotional content takes over. The signal-to-noise ratio collapses. This is how platforms die slowly. Not from lack of users, but from lack of reason to pay attention. The Algorithm Is a Values Statement Here is something that does not get said enough about social platforms. The algorithm is not a neutral tool. It is a values statement

... Product manager for 15 years. Worked across startups and grown companies, shipped a lot of products, learned what makes people actually use something versus just sign up. Then my dad passed. The best kind of person. The one you call when everything falls apart. After he went, my family spent three months piecing his life together from scraps. Bank statements

... those features that sounds simple but saves a ton of time once you've got hundreds of saved videos sitting there unwatched. Curious how it holds up on longer form stuff like 1-2hr podcasts versus a short clip. Comment from David Mendon a(@david_mendonca): Good initiative, mate ;) Mine: What: TrackingCoder : Paste a URL, it scans the site and works out what to track (buttons, forms, purchases, bookings), you pick, and one click places every tag, trigger and variable ... ... checker, but an option to preserve your voice and still be understood. We just launched today: https://www.producthunt.com/prod... Comment from Pavan Hebli(@pavanhebli): What you're building : Vitals. You enter income, expenses, and savings (or import a bank statement

... Something that surprised me while building this week: "OpenAI-compatible" is a statement about the API shape, not about how code edits are expressed inside it. Aider does not use tool calls. It sends edits as structured text blocks SEARCH/REPLACE delimiters inside the assistant message. The filename is on the line before the fence, not inside it. Cline and Continue use proper tool calls. A response from some backends carries both. The adapter we shipped this week (`openai_ chat.py ... ... blocks), and mixed responses where both appear together. It covers Aider, Cline, Continue, Copilot CLI, Goose, Windsurf, and any OpenAI-compatible backend Azure, groq, fireworks, mistral, together.ai . The hardest design decision was not the parsing. It was fail-open vs

... inferred, what's your cold-start before a single divergence has been observed? Comment from Alexander Bering(@alexanderbering): @aadilghani  The reason "edit vs. tell-it-to-revise vs

... paste, blinks idly. New Hey Flowly wake word: Production-ready on-device wake-word integration. Talk hands-off when the notch is live without holding Fn. New Skill library expanded: 30+ new built-in skills covering finance modelling (3-statement-model, DCF, Excel authoring), GitHub workflow (PR review, repo management, code review), design and docs (concept diagrams, Excalidraw, PowerPoint authoring, nano-pdf), and SaaS integrations (Notion, Linear, Airtable, Google Workspace). Browse the full catalogue in Dashboard Skills. Improvements Sandbox ... ... side-panel pattern we already use for file previews so it doesn't add a new UI primitive. Probably the very next thing on the roadmap. Two quick questions if you've got a sec: 1. Per-message receipt vs

... dodocs and this one's for the accountants. We talked to hundreds of accounting firms. The story was always the same: over half the working week goes to chasing clients for documents, matching invoices by hand, and reconciling statements work that adds zero value to your clients and zero satisfaction to your day. Meanwhile your actual job analysis, advisory, strategy keeps getting pushed to the weekend. So we built an OS that runs that work for you. .dodocs sits ... ... team currently does by hand. What's live today: Chase Loops AI-powered document chasing via email and WhatsApp. Clients get followed up automatically, escalating to a human only when truly needed. Saves 24h/month per firm. Reconciliation Automatic invoice statement

... launched their frontier coding models last month, and @sama posted: we still get looksmaxxed on frontend a little but we IQmog hard now In other words: GPT-5.5 has the brains; Claude still has the taste. To verify this statement, the @Kilo Code team gave both models the same 5 UI design prompts - a SaaS landing page, an analytics dashboard, a settings page, a sign-up screen, and a pricing page. TL,DR: Yes. Opus 4.7 produced more polished ... ... details, refine spacing, and polish components. Claude Opus 4.7 shows better understanding of typography, color, spacing, and UI details. The per-token pricing suggests GPT-5.5 is the most expensive model ($30 per 1M output tokens vs

... files auto-delete before someone can even download The Real Question Is ANY online file sharing 100% safe? No. Not ours, not anyone's. But the question isn't "is it perfect?" It's "is it better than the alternative?" BurnLink is better because: You decide when files die (not a corporation) We can't spy on you (we literally can't decrypt it) You don't need to trust us, you can trust the code Who Should Use This ... ... Developers: API keys, credentials, SSH keys, database passwords Business: Contracts, NDAs, financial documents, sensitive agreements Healthcare & Finance: Patient records, financial statements

... idea that newsletters are a great source of high-quality, high-benefit content in the age of doomscrolling and 'brain rot' on social media. But they get lost in personal inboxes where they get lost among marketing emails, bank statements, personal correspondence and other admin stuff. Bilig gives newsletters a dedicated space where you can engage with them via note taking, highlighting, and personalised summaries - making the whole experience much better than trying to organise them in your inbox ...

... eigenst ndige Pr senz wirken kann, ist https://der-arkadenhof.at/ . Comment from YekSoon Lok(@ys_askodin): Having operated on both sides of the table as an allocator and a founder, I view this through a different lens. The binary of "personal brand vs. product" is a distraction. The actual prerequisite is Thesis and Positioning . At askOdin, before we wrote a single line of code for our Deterministic Compiler, we established the exact taxonomy of the market. We identified that the last mile ... ... there's probably nothing more efficient than a founder led audience. You're borrowing trust you haven't earned yet as a brand, and that shortcut can be the difference between getting your first 100 users in a week versus

... Last month, I did something that felt slightly insane. I took our product description, fed it into ChatGPT, and asked it to build a competitor. Not a parody. A real competitor

... built Passband.ai an AI content intelligence pipeline for professionals in highly regulated industries (RIAs, solo attorneys, and fractional CMOs). The problem we solve: generic AI writing tools are dangerous for regulated professionals. One SEC-violating claim, one promissory statement, one breach of attorney-client privilege and you have a serious problem. These professionals need content that scales their expertise without creating compliance risk. What makes Passband different: Human-in-the-Loop is the product, not a limitation nothing publishes without ...

... your machine It touches someone else s server It may be logged, cached, or stored You usually don t see what happens behind the scenes If you re compressing a photo of your ID, a contract, or a bank statement, Client assets, NDA-bound materials, Pre-launch product screenshots etc you re handing it over to a company you don't know. The Better Approach: Client-Side Compression There s a safer alternative

... filings: 10-K, 10-Q. The raw financial truth, straight from the source, not a third-party summary. Getting market price : Live data. The analysis reflects what the stock actually costs right now, not yesterday's close. Extracting financial statements: Income statement

... test the feature on our platform . Here's what it does: you type a ticker, and a chain of AI agents gets to work in the background: pulling the latest SEC filings, grabbing the live market price, extracting financial statements, computing key ratios, searching the web for context, and generating a full valuation analysis with a clear verdict. Fairly valued, overvalued, undervalued, with the reasoning behind it. It also pulls analyst consensus, buy, hold, sell ...