Code & Career

AI models are only as good as the taste they're trained on. Think about it. You can train a model on all the data in the world. But if it doesn't know what "beautiful" means — what's elegant, refined, or compelling to the human eye — it's just a very smart calculator. That's why aesthetic visual data matters. Then I found 𝗕𝗼𝗿𝗻𝗲. Launched today on Product Hunt. It's the taste layer for AI teams — aesthetic visual data for training AI models. Here's what makes it different: ➟ Curated aesthetic datasets — 1,040+ images across 26 categories: Modern Interiors, Historical Architecture, Plants, Furniture, Materials, Fashion, Abstract & Geometric, and more ➟ High-quality visual data — not scraped from the web. Curated with a designer's eye and critical attention ➟ Sourced from real retailers — Borne curates; you buy from the real source. They may earn a referral fee — it never changes your price ➟ API available — integrate aesthetic training data directly into your pipeline What this actually means: ✓ Train models on data that understands beauty and taste ✓ Access curated visual datasets without scraping the web ✓ Improve your AI's ability to generate aesthetically pleasing outputs ✓ Browse by category and select exactly what you need From Modern Interiors to Abstract & Geometric. From Materials to Figurative & History. Every dataset is curated by a tastemaker. Pricing: $18 per image. Full database — $17,500. 👉 Taste is training data. 📌 Browse the collection → https://bornesociety.com/ 🚀 𝗕𝗼𝗿𝗻𝗲 is live on Product Hunt today: https://www.producthunt.com/products/borne

Code review tools read your code. Ito runs it. That changes everything. You know the drill: A PR lands. AI reviewers post comments about potential issues. But nobody actually knows if those issues are real until someone reproduces them manually. Meanwhile, bugs that only exist when the code runs (auth failures, concurrency issues, data migrations) slip through because they can't be caught by reading a diff. Then I found Ito. It's an AI code review tool that builds your app on every PR, runs the impacted flows, and attaches runtime evidence to anything that breaks. Here's what makes it different: ➟ Spins up an ephemeral environment — for every PR, Ito builds and runs a real, single-use copy of your app from source ➟ Tests impacted flows — reads the diff and PR description, then focuses testing on the user flows your change affects ➟ Runtime evidence, not guesses — video replay, logs, reproduction steps, and the exact lines responsible. All right in your PR ➟ Re-runs on fix — push a fix and Ito automatically re-runs to confirm it's resolved ➟ No test cases to write — builds test plans automatically. Add plain-English instructions for custom scenarios What this actually means: ✓ Catch bugs that static analysis and model-only reviewers miss ✓ 81% of bugs found are unique to runtime — not visible in the diff ✓ PRs verified in hours, not days ✓ 50% fewer regressions ✓ 10x more coverage with zero extra headcount Real teams are seeing it: "Ito caught 3-4 real things that got fixed in the first week." — Dan Kokotov, CTO at CNaught "If Ito had only been looking at the diff lines from the PR, it wouldn't have caught this." — Jason Fulghum, CEO at DoltHub "I refuse to go back to manual testing." — John Gazzini, CTO at Truemed Works with any stack. SOC 2 Type II compliant. 👉 No more guessing from diffs. Merge with confidence. 🚀 Ito is live on Product Hunt today: https://www.producthunt.com/products/ito-ai-code-review-that-runs-code

The Letter Company just dropped a free, open source product that tells you what AI says about your brand. It's called Lettertrace. Live today on Product Hunt. Here's why it matters: Your customers are asking ChatGPT, Claude, and Gemini directly — "What's the best CRM for startups?" "Which project management tool should I use?" If you're not cited in those answers, you're invisible. And you probably don't even know it. Most AEO/GEO tools charge thousands to tell you. Then you're still stuck guessing what to do next. Lettertrace measures how often Claude, ChatGPT, and Gemini mention your company. Free, developer-first, bring-your-own-key, MIT licensed. Here's what makes it different: ➟ Bring your own API keys — use your own Anthropic, OpenAI, and Google keys. They're encrypted and never leave your infrastructure ➟ Multi-model monitoring — track Claude, ChatGPT, Gemini, and Google AI Overviews ➟ Auto-generated variations — turn one topic into dozens of natural prompts automatically. No manual prompt-writing ➟ Share of voice — see exactly how often you win the answer versus each competitor you track ➟ Sentiment & recommendations — know not just if you appear, but whether the answer speaks well of you ➟ Scheduled monitoring — run daily or weekly on autopilot. Build a trend line you can act on What this actually means: ✓ Track your brand visibility across AI assistants for free ✓ Know your share of voice against competitors ✓ See sentiment, prominence, and recommendations over time ✓ Self-host in minutes — fork it, make it yours If you self-deploy, then your data lives in your own Supabase. No vendor lock-in. The company doesn’t make money by facilitating AI search. Their business model is helping you improve it … but that’s a totally different product. 👉 Find out what AI says about you. 📌 Start monitoring for free → https://lettertrace.com/ ⭐️ Star on GitHub → https://github.com/letterstory/lettertrace 🚀 Lettertrace is live on Product Hunt today: https://www.producthunt.com/products/lettertrace

Every AI conversation starts from scratch. That's not memory. That's amnesia. Think about it. Your AI agent talks to a user. It helps them. The session ends. The next day, the same user returns. The agent has no idea who they are, what they discussed, or what was resolved. You're building amnesia into your product. Then I found Statewave.AI. It's an open-source memory runtime for production AI agents. Durable, structured context with provenance — so your AI stops forgetting across sessions. Self-hosted on Postgres. Apache 2.0 licensed. Here's what makes it different: ➟ Ingest raw events as immutable episodes — append-only, no overwrites, no ambiguity ➟ Compile typed memories with confidence scores — raw episodes become ranked, structured memory ➟ Retrieve ranked, token-bounded context bundles — drop straight into any prompt ➟ Trace every memory to its source with provenance — your agent can show its work ➟ Governance built in from day one — sensitivity labels, declarative policies, state-assembly receipts, and audit trails What this actually means: ✓ Session-aware context — active sessions boosted, resolved issues deprioritized ✓ Handoff context packs — compact escalation briefs for human or AI handoff ✓ Health scoring — deterministic 0–100 scores with explainable factors ✓ Resolution tracking — track issue state per session, surface resolution history ✓ Repeat-issue detection — stop solving the same problem twice ✓ Benchmarked, not asserted — on mem0's own harness (their judge unchanged), Statewave.AI clears mem0's open-source version on LoCoMo and LongMemEval, and edges even their paid cloud tier — while staying free and self-hosted. Every number is reproducible: https://www.statewave.ai/benchmarks Works with Claude Code, Cursor, VS Code Copilot, Codex CLI, and any MCP-compatible client. One quickstart command auto-detects and wires every installed AI tool. Self-host. Framework-neutral. Runs on Postgres in your infrastructure. No vendor lock-in. 👉 Give your AI system memory. 📌 Get started → https://www.statewave.ai/ ⭐️ Star on GitHub → https://github.com/smaramwbc/statewave 🚀 Statewave AI is live on Product Hunt today: https://www.producthunt.com/products/statewave

Most software sits on top of the system. Ne.app builds the system itself. Think about what you're actually building on. Operating systems. Kernels. SDKs. The foundation everything else rests on. Most developers never touch this layer. They build on abstractions others created, never questioning what's underneath. Then I found Ne.app. It provides modern Systems Software Architecture for enterprise users. NeSystem is already installable via a shell install script. The ANT SDK is in development, but an SDK installer is available now. Here's what makes it different: ➟ NeSystem — an open-source system distribution installable via a single command. Available for POSIX and Windows ➟ ANT SDK — an enterprise SDK for systems-level development. Installer available on the website. Redist included ➟ NeKernel — heavily improved with fixes for better terrain for user programs ➟ LWAS — in development and almost finished. Several components already in progress What this actually means: ✓ Build at the systems level without starting from zero ✓ Access modern systems software architecture designed for enterprise ✓ Use open-source foundation with proprietary enterprise options ✓ Get started quickly with shell install scripts The SDK resides in /public/ and contains both the DDK and NeKernel SDK. Ready to build. 👉 Let's build it. 📌 Explore the Ne.app → https://ne-app.eu/ant

Dictation made typing faster. But typing is no longer the biggest bottleneck. Context switching is. Every message, search, and task pulls you into another app and breaks your focus. VoiceOS (YC P25) lives at the top of your screen. Access it from any app, at any time. Just say what you need, and VoiceOS does the work right where you are. Then I found VoiceOS (YC P25). Launched today on Product Hunt. VoiceOS (YC P25) let’s you do anything with your voice to help with your workflow. Send an email, play music, even ask it to play flappy bird when you’re bored. The VoiceOS (YC P25) App Store let’s you create, share, and install apps designed for your voice. Describe what you want — "Create an app to help me journal" — and VoiceOS creates the app for you. Share it as a link and anyone can install it in a click. Here's what makes it different: ➟ Voice-to-action, not just voice-to-text — send the email, file the ticket, schedule the meeting. Say it once and VoiceOS does it in the right app ➟ Point anywhere on your screen — your cursor is the context. No more explaining, just point and ask ➟ Stop looking, start finding — "Search for last year's tax returns." VoiceOS pulls it up in seconds. Finder, Gmail, Google Drive, Notion — all by voice ➟ Agent mode — "Remind me to send Maya the deck." Say it once and let it go. VoiceOS keeps track and brings it back at the right time ➟ App Store for voice — build apps with one sentence. Share as a link. Anyone can install in a click What this actually means: ✓ 10x productivity vs typing — not 4x like dictation ✓ No more switching between apps to find what you need ✓ Nothing sits in your head — voiceOS remembers for you ✓ Your audio stays yours — never stored on servers, never used to train models Runs on your device. Privacy-first. Used by 20,000+ people. 👉 The future does not type. She speaks. 🎁 Product Hunt exclusive: 1 month free — grab it on the launch page. 📌 Get 1 month free → https://www.voiceos.com/ 🚀 VoiceOS (YC P25) App Store is live on Product Hunt today: https://www.producthunt.com/products/voiceos

You are not one person. Your social app should not force you to be. You know the drill. One profile. One identity. One version of you. Your professional network sees one thing. Your close friends see another. Your hobby community? They don't even know you exist. Traditional social apps are built around a single polished identity. They force you to choose: which side of you gets to show up? Then I found Otiumz. It's an AI-powered social app for every side of you. Here's what makes it different: ➟ Multiple profiles under one account — create subaccounts for different sides of your life. Professional. Personal. Creative. Private. ➟ Connect publicly or within private circles — choose who sees which version of you. ➟ Digital Selves and AI Characters — create and train multiple AI personas. Each one powers conversation starters, personalized reply suggestions, and optional auto-replies while you're away. ➟ Share Moments, discover people, chat, and make voice or video calls — all the social features you expect, but built around your actual identity, not a single version of it. What this actually means: ✓ Be your professional self with colleagues ✓ Be your authentic self with close friends ✓ Be your creative self with your community ✓ Never worry about your boss seeing your weekend posts again Share content. Chat. Call. All under one account, but with the right profile for the right audience. Create and train multiple Digital Selves and AI Characters. Use them to power conversation starters, personalized reply suggestions, or optional auto-replies while you're away — each one personalized to the identity you've built. 👉 Every side of you deserves a place to show up. 🚀 Otiumz is live on Product Hunt today: https://www.producthunt.com/products/otiumz?launch=otiumz 📌 Explore Otiumz → https://otiumz.com/

You've saved 400 places. You've visited 6. We all do it. Instagram saves, TikTok bookmarks, screenshots of restaurant recommendations. A growing collection of "I should go there someday" that somehow never turns into actual plans. Every weekend rolls around and you still spend an hour deciding where to go. Then I found Yondry. Launched today on Product Hunt. It turns your Instagram saves into actual day plans. Share any post or link, it extracts the real place, and an AI planner builds your day around YOUR saves — weather-aware, time-boxed, and fully swappable. Here's what makes it different: ➟ Build around your saved places. Yondry starts with the spots you've already fallen for, no generic top-ten, and builds the day around them. ➟ Understands your vibe — tell it in plain words. "Slow and outdoors." "Rain-proof, bookish." "Three drinks and home by ten." It reads the mood, not just the map ➟ No doom-scrolling required — one shortlist. One sequence. No twelve tabs of "best in" reviews. The decision is done in a minute ➟ Your day, optimized — timed for walking distance, weather, openings, and energy curves. A Tuesday lunch or a Saturday marathon — same ease What this actually means: ✓ Save places you love — cafés, bookshops, park benches, unreasonable pastries ✓ Get a day plan that actually flows — timed, walkable, weather-aware ✓ Reshuffle with a tap ✓ Save it as a memory when it's done Free accounts get 3 full day plans a month. Yondry Plus is £4.99/month for unlimited plans. Available on iPhone and Android. Also works inside Claude. 👉 For days out, not trips. Go yonder. 📌 Download the app → https://yondry.app/ Yondry is live on Product Hunt right now: https://www.producthunt.com/products/yondry