... financial literacy crisis is genuinely bad. California just mandated it in school curriculums, but we all know how that goes. It will probably become another filler class that nobody takes seriously. And for the rest of the world, financial

... everyone, I recently built FinanceCalcHub, a free U.S. financial

... everyone Daniel here. Quick update: findloc.ai pivoted from "OpenStreetMap location research" to tracking which local businesses get recommended by AI search (ChatGPT, Claude, Perplexity ... ... Gemini). We just launched 42 reports across 14 US + NZ cities showing what each AI engine ACTUALLY says when asked "best Airbnb in [city]". Live data, real verbatim AI answers, weekly refresh. First market we'd love feedback on: https://findloc.ai

... usually stay in logs. Comment from Grace Lee(@grace_lee26): This is a real pain point once you run more than one agent at a time. For me the useful alert is not just the job finished, but what state it finished

... Every time I wanted to tweak a margin or color during development, I did the same thing: open DevTools find the element change the value like it copy it switch to editor find

... student and I built FundSim because learning finance modeling is backwards: there's endless instruction (Wall Street Prep, Breaking Into Wall Street, YouTube) but almost nowhere to actually run a deal that isn't a blank Excel file. FundSim is the practice layer. It's a free app with three simulators: Private Equity: a full buyout fund (capital calls, 2/20 fee drag, the J-curve, European vs

... Transformers waste 90% of their compute recalculating stationary asphalt. NeuroFlow tracks semantic surprise in embedding space, physically eliminating background tokens before the encoder. Result: 55.8x wall-clock speedup for ViTs on high-res video (1792p) with 97% fidelity. No fine-tuning required. NeuroFlow is a dynamic routing framework for Vision Transformer video inference. It exploits temporal redundancy by tracking per-patch embedding-distance threshold via an Exponential Moving Average (EMA) of patch-level embeddings, effectively answering the architectural mismatch ... ... Characterises the architectural boundaries of applying similarity-gated bypass to autoregressive language models (Phi-3-mini), demonstrating 0% token drift in syntactically constrained generation. Code and paper: https://github.com/ynnk-research... Comment from Antwon Randolph(@antwon_randolph2): Honestly the "no fine

... ever had to prep a codebase for a SOX audit, a PCI-DSS review, or a FINRA examination, you know the pain: engineers write the code, compliance officers need to understand it, and the gap between those two worlds is expensive. We built compliancedoc to close that gap a VS

... Product Hunt community! I'm Atif Shahab Qureshi, a Fintech Community Manager and Digital Marketing Specialist with 12+ years of experience helping SaaS products and startups build and grow their audiences, particularly in the US personal finance

... longer so difficult to finance things from your own resources bootstrapped (except for promotion or hardware-intensive solutions). I have always saved money and tried to do things myself (what I didn't know, I learned to do to save on financial

... everyone, I m Elisa and I recently started building FinFlow. For years I struggled with budgeting, raising a family, and trying to stay on top of bills and financial

... everyone My background has mostly been around enterprise operations, supply chain workflows, and finance execution processes. While working closely with these systems, I kept noticing how much finance

... Product Hunt community! I've been working on FinTrackrr ( fintrackrr.com

... Fine-tuning AI models is still way harder than it should be. Every time I tried, I had to: - find

... everyone! Today, I m excited to share Covely with the community. As a software developer, I found myself frustrated with existing finance apps that were either bloated with features I didn't need or locked behind opaque cloud platforms. I wanted something private, performant, and under my control. I built Covely as a personal finance

... Over the last few weeks, I reviewed more than 15 vibe-coded fintech and startup-style web apps. The surprising part was this: Even when teams were using AI coding tools, security agents, framework defaults, and modern deployment platforms, I still kept finding

... everyone! Really excited to finally join this community I'm Sophia, based in Phoenix, Arizona. I write about personal finance

... sound significant but for me at that time it was something that just flicked my mind. I just realized I think this is a better way than just spending cash on ads. So, then I manually tried to find conversations where my ICP was talking so I posted in wrong threads, got flagged as spam, and eventually got banned. It fucking felt impossible. Every founder knows this pain: the product is ready, but no one knows that it exists ... ... know where to find

... Hello! I don't have a developer background. But I got obsessed with fine-tuning and couldn't find

... made it to the Pitch by Deel Paris finals, you ve got a special Product Hunt launch day waiting for you. We ve partnered with Deel to give finalists

... Today I want to share the story behind MEAI and why I started from such a simple solution like financial agent. MEAI is a company I ran in 2025 Officially we started as MEAI UKRAINE LLC in 2026. I created a PoC trading model that automatically works with orders/positions, calculates risks and makes money by mathematical models. This model was only a proof of it is possible to make dynamic system that reacts on market changes. Okay, but what ... ... should know and I tried to reproduce a behavior of traders. That moment lead me to sparked an idea with a semanctic-based trading. To realize such huge intelligence system I want to make a big research of people financial

... 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

... excited: My first launch on Product Hunt is coming up: Financial Freedom Mentor . I have been researching and writing a lot about financial

... code. It worked locally. We merged. That night, something else broke. A completely unrelated chart stopped loading. No error logs. No obvious cause. We spent 2 hours tracing it back to Claude's change. The filter logic was fine. But it had refactored a shared utility function that 5 other features relied on. It didn't check dependencies. It just assumed. We rolled back. Lesson one: AI doesn't think about side effects. Day 3: The false confidence trap ... ... costs had spiked. Claude was making 3x more calls than necessary not because the code was wrong, but because it didn't understand pricing implications. It called external APIs in loops where a batch request would have been fine

... everyone else missed. The Dataset Parameter Value Launches analyzed 1,000 Time period 2025 2026 Platforms tracked ChatGPT, Perplexity, Gemini Metrics measured AI citations, share of voice, content structure, launch day performance Sample Top 500 + random 500 from leaderboard Finding #1: The Discovery Gap Is Real Academic research confirms what we found: when users search for products by name, LLMs recognize them almost perfectly 99.4% for ChatGPT, 94.3% for Perplexity . But when users ask discovery questions like "What ... ... best AI tools launched this year?" the success rates collapse to 3.32% and 8.29% respectively. That's a 30-to-1 gap. What this means: Your Product Hunt launch gets you known . But it doesn't get you found . Finding