... callers mix Hindi and English in the same breath: "haan toh mein bol raha tha, why are you calling me?" We assumed language handling was a detection problem. It turned out to be about six separate problems, and we found them one at a time, in production. 1. Detecting a language switch without flip-flopping A caller says one English word and the bot jumps languages. We settled on a heuristic switch with guardrails you can configure per agent ... ... minimum number of words per turn

... Enclave turns your Mac's notch into a command center for your day: music, meetings, files, widgets, and live updates from your AI coding agents, all one hover away (or press N). New in 1.0.7 Quick Access:  a command palette that searches and opens anything, Quick Capture for notes and to-dos, and a menu bar tray that hides extra icons Profiles:  notch layouts that switch by Focus, app or time of day Automations:  mute, pause ... ... approval or hits an error, in any editor or terminal Answer Claude Code's questions right from the notch Dev tab:  running agents, dev servers, commits, builds, deploys and test results, live Agent controls, a prompt queue, undo turn

... currently building my own AI startup. After years of developing software and working with cloud infrastructure, I decided to explore a challenge that has fascinated me for a long time: How can we make it easier for people to turn their ideas into real, sustainable businesses? One thing I've learned along the way is that building software is often just the beginning. Finding users, understanding their needs, and turning

... name is Kimberley, a CPA turned financial consultant turned

... everyone! I m Vicky, the founder of Astrivy, based in Malaysia. Already have a website and want a mobile app for your customers? Astrivy helps you turn your existing website into an app without writing app code yourself. How it works: Enter your website URL. Fill in your app details and upload your logo. Choose your build option and submit. Download your app files when the build is ready. Astrivy supports Android APK and AAB files, plus iOS IPA builds ... ... Store approval depends on each store s review. Astrivy is designed for website owners, small businesses, and agencies helping clients create apps. Explore Astrivy: https://astrivy.app I d love to hear your feedback. What would you need most when turning

... them. Some rules are in capital letters now because I had to repeat them. One rule was "never push to main until the tests pass." An agent pushed anyway, and we had to roll it back. So we turned that rule into a check that blocks the push until the tests pass. Today it even stopped me. My takeaway: a written rule is a reminder, a check is a guarantee. Which of your agent rules did you turn

... scroll through it like a feed. Same muscle memory as scrolling Reels, except every card is helping you retain something real. Why it's more than "just flashcards with extra steps": The app quietly tracks what you actually know vs. what you're shaky on (via a simple swipe "I know this" / "still learning"), and resurfaces the weaker stuff back into your scroll at the right intervals so revision happens passively, blended into the same scrolling habit you already have ... ... search again, you don't land on that same blog or that same explanation. You get a solution, just not the one that worked best for you, the one you already validated. BitRecall could double as a place to turn

... want that on a desktop app that already sits on someone's files. MindBridge is a local AI assistant for Mac and Windows. The model runs on the computer through Ollama. Web search stays off until you turn it on. Presence is the new mode. Option+Shift+P on a Mac, Alt+Shift+P on Windows, opens a dark screen and a particle sphere. It greets you by the name saved in Settings. You talk. It answers out loud. There ... ... generate images. Those stay in the normal chat, where a delete still waits for a yes. Date, place, and weather come from the computer, including a city you name out loud. It is in a closed beta. Each spoken turn

... Been thinking about this after going down a research rabbit hole on luxury cigar humidors of all things. Weird category to end up in, but it turned out to be a pretty good case study in a pattern I think shows up everywhere in product design. At the entry level of that category, almost every product looks and performs about the same. But once you get into the higher tier, the marketing copy across brands starts converging on the same ... ... vague language (premium materials, precision engineering, timeless craftsmanship) while the actual functional differences get harder to spot unless you know exactly what to look for. In that specific case it turned

... same part does a different job once the model stops doing that thing badly. The study held an agent loop fixed and swapped parts across four models of different size. Its planning scaffold, a plan re-injected every turn, added 11.6 points on the repository benchmark for the smallest model, whose median run otherwise ended after five turns

... first update post I turned down a suggestion. Someone with nineteen years in banking software asked for control totals, checking that the numbers on a document add up, and I said no. Getting there meant giving fields types, then converting formats, then summing, then comparing, and I thought all four of those belonged to a layer above this one. I have now built the first two, and I want to explain what moved. What moved was not the argument ... ... developers to build something real with the API. The proposals came back describing completely different businesses and they all ended in the same place. Extract the fields, then do something with the result, and the something always began by turning

... fill it. All the docs. The whole conversation history. Every tool you might conceivably need. The reasoning goes: the model is smart, more information can only help it, so give it everything and let it sort things out. It turns out that's close to backwards. Chroma published a study in July 2025 that put a name to something a lot of us had felt but couldn't articulate: context rot. They tested 18 frontier models the GPT-4.1, Claude ... ... coming back to: if a human engineer can't say for certain which tool to use in a situation, the model won't do better. Every tool definition you leave in the context is tax you pay on every turn

... Analyzed a day of token logs across an autonomous coding agent setup running on internal codebases. The raw count: 769M input tokens vs 7.4M output tokens (~104:1) . Because long agent runs re-read session history (files, AST diffs, test outputs) every turn

... Salesforce first, since that is what most scoring tools do. Skipped it. Partly because building a single integration well takes real time, and partly because I was not sure yet which CRM most people using this would actually have. Turns out leaving it out was the actual feature. Anyone can use the tool regardless of what they run underneath it, no setup, no data permissions to approve, no account to migrate. Score a lead, get a number, decide what ... ... integration comes eventually. For now, the tool being standalone is exactly why people seem to actually open it instead of putting it off for later. anyone else deliberately left a feature out of version 1 and had it turn

... Been meaning to do this properly instead of just going off gut feeling every time my usage bar turns orange. Pulled together what I could find from benchmarks and my own week of switching between tools, and a few things genuinely surprised me. The efficiency numbers aren't close, and not in the direction I expected. One widely cited test had Claude Code completing an identical multi-file feature task using around 33,000 tokens with zero errors , while Cursor ... ... weaker" option. What I haven't found a clean answer to: does anyone have a real methodology for tracking cost-per-solved-task rather than cost-per-token? Token counts alone feel misleading once you factor in retries, wrong turns

... five tools, screenshot the numbers, paste them into Google Slides, and spend two hours making it look like you didn't just paste screenshots into Google Slides. We just made that whole process unnecessary. Artifacts by Databox lets you turn any Genie conversation into a polished, shareable document. Ask for a report, a slide deck, or even an interactive calculator, and Genie builds it on the spot, pulling live numbers straight from your connected data. No exporting, no re-pasting ... ... rebuilding the same report from scratch every cycle. Share it with a public link, no login needed for whoever's on the other end. Download it as a PDF. Or just ask Genie to turn

... Product Hunt! I m Nora, a biotech operator turned founder based in San Francisco. I ve spent most of my career working across biotech strategy, operations, and commercialization, and completed my MS in Biotechnology and MBA at Harvard. I m now building at the intersection of digital health, consumer technology, and AI with my app, Nervana. Lately, I ve also been learning how to build and code using AI tools. As someone without a traditional technical background, it has been ... ... incredibly exciting to see how quickly I can turn

... posted here looking for people to help shape Flowdy and some of you actually did. This is where that feedback led. The honest problem with V1 was simple: it only helped merchants who already had content. Flowdy could turn blog posts and product descriptions into shoppable text, but if a store wasn t writing blog articles in the first place, there wasn t much to work with. And for a lot of stores, that s just the reality ... ... real product data prices, variants, tags, and the actual products in your store. When you save it, Flowdy automatically pulls keywords from the article and makes the content shoppable from day one. Basically, I installed a blog generator quietly turns

... myself "What problem does this solve?" I sometimes have to dig for the answer. (I come by that thinking honestly - I've spent 33 years building and fixing businesses, so this is the lens I can't turn off.) The products where the problem is obvious are the ones people actually buy - you see it, you go "oh, that's exactly my issue," and you're sold on it. It also makes pitching easier. If you're clear ... ... Comment from Anna Ludwinowski(@anna_ludwinowski): @getosmo  "The receipt IS the scope" - YES, that's a sharper way to collapse messaging and product into the same thing. Most people treat those as two separate problems (what we say vs

... been working on a small side project that turns text messages, group chats, and DMs into songs. While building it, I noticed something interesting: Some conversations already feel more creative than a typical AI music prompt. A breakup text, a chaotic group chat, a funny family conversation, or even a random DM often contains emotions, jokes, and stories that AI can turn

... verified AI disclosure. others will not. over time the receipts with agent transparency outperform on credibility because the alternative (resumes claiming pure human work that we all know used AI) has already lost its signal. the platform does not force the choice. it lets the market price it. Comment from Mustafa Arian(@thenameisarian): TAM Network. an AI-native alternative

... Notion everything else lives here Launching DataCloser on Product Hunt June 17th if anyone wants to check it out Comment from Alexander Vlasov(@vlasoffchess): My current five would be: ChatGPT / Claude brainstorming, writing, coding help, and turning messy thoughts into something usable VS

... these kinds of projects. So I built my own solution. At first, it was just a personal tool to speed up my workflow and make low-budget projects actually worth taking. But over time, it turned into something more powerful: a way to spin up clean, fast websites with built-in, minimal CMS functionality, without the usual overhead. Now I m considering turning

... just shipped Recipes in Room Service. A new way to turn repeatable cleanup into reusable workflows on macOS. Recipes lets you turn

... 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