been - Moozonian Search

news.ycombinator.com• Mar 2, 2026• 1 min read

ProofGateway – Collect and publish customer testimonials in minutesI’ve been using a messy spreadsheet and manual copy-paste to get testimonials onto my site. Existing tools either charged too much or buried the useful parts behind enterprise plans.So I built ProofGateway. It’s built around one idea: *share a link → customers submit → you approve → display on your site.*No back-and-forth, no chasing people. You send a collection link (in email, social, or on your site). Submitters don’t need an account. You approve in a dashboard, then embed widgets wherever you want: grid, slider, badge, or single quote.Pain points it addresses: - Manual collection and chasing - Approval and moderation - Publishing on multiple pages and sitesTiers:Free ($0/mo):* Collect testimonials, moderate in a dashboard, public wall page. No card required.Pro ($19/mo): Everything in Free, plus: - Website embeds (grid, slider, badge, quote) - Bulk import from spreadsheets - Custom appearance (themes, density, avatars) - White-Label add-on ($10/mo) — remove all ProofGateway brandin

github.com• Mar 1, 2026• 1 min read

Show HN: Ccnotifs – macOS Claude Code Terminal Notifications (Tmux Friendly)A dead-simple macOS notification system for Claude Code.Something I've been meaning to build for a long time. Uses Claude Code hooks (Notification and Stop events) to shoot you native notifications when your input is needed, or when Claude Code has finished and is awaiting further instructions.Supports tmux out of the box: clicking a notification focuses your terminal and chains tmux commands to bring you back to the exact pane that spawned the notification.Notifications are suppressed if you're already focused on that specific pane.

github.com• Mar 1, 2026• 1 min read

Show HN: Geostorm.ai – Monitor what AI chatbots say about your softwareWe've been building dev tools and noticed more and more users tell us they found us because "ChatGPT recommended it" or "Claude suggested it". Not Google, but AI.There's no Google Search Console for this. No way to know if e.g. GPT-5.2 is recommending your library, where it ranks you, or whether Gemini even knows you exist. We couldn't find a tool that solved this, so we built one.GeoStorm monitors multiple AI models on a schedule. You define search terms (e.g., "best Python async framework"), and it queries ChatGPT, Claude, Gemini, etc. via OpenRouter. It then parses the responses, tracks your brand mentions, calculates recommendation share, and alerts you when things change - a new competitor appears, your ranking drops, a model stops mentioning you.Technically: it's a single Docker container. FastAPI backend, Astro/React frontend, SQLite, APScheduler running in-process. No Redis, no workers, no external dependencies. One OpenRouter API key gives you access to all models.> docker run

news.ycombinator.com• Feb 28, 2026• 1 min read

Ask HN: Is the 'natural language analytics' unsolved or just unsexy?Tools like Looker, Hex, and ThoughtSpot have been trying to make analytics accessible to non-technical users for years. LLMs have reopened that conversation. But most of the new wave of products still require you to have a warehouse first — which means they're selling to data teams, not operators.I'm looking at a different wedge: be the warehouse AND the query layer, and target the segment that has never had either. Sync Stripe, Shopify, Meta Ads, HubSpot, etc. directly, and expose everything through natural language.Curious what HN thinks: is the real barrier warehouse setup, query complexity, or trust in the output? And is there a segment of user you think this genuinely serves?

news.ycombinator.com• Feb 28, 2026• 1 min read

Ask HN: Do fast-moving DevTools need localized documentation?I’ve been reviewing documentation strategies across several globally adopted DevTools and OSS projects.One pattern stood out.Even products with large user bases across Asia, Europe, and Latin America often keep their official documentation English-only.Some projects experimented with community translations in the past. But as release velocity increased, translations gradually fell out of sync. Eventually, many reverted to English-only.This raises two different possibilities:1. Localization is valuable, but maintaining it does not scale in high-velocity projects.Frequent releases mean documentation changes constantly. Keeping multiple languages synchronized introduces review overhead, validation work, and operational complexity.For fast-moving teams, English-only may simply be the rational trade-off.2. Localization may not be strategically critical for DevTools.Developers are generally comfortable reading English documentation. Core ecosystems (Stack Overflow, GitHub issues, RFCs) opera

news.ycombinator.com• Feb 28, 2026• 1 min read

Show HN: DevIndex – Ranking 50k GitHub developers using a static JSON fileHey HN,I’ve always been frustrated by the lack of an accurate ranking for top open-source contributors on GitHub. The available lists either cap out early or are highly localized, completely missing developers with tens or hundreds of thousands of contributions.So, I built DevIndex to rank the top 50,000 most active developers globally based on their lifetime contributions.From an engineering perspective, the constraint I imposed was: *No backend API.* I wanted to host this entirely on GitHub Pages for free, meaning the browser had to handle all 50,000 data-rich records directly.Here is how we made it work:1. *The Autonomous Data Factory (Backend):* Because GitHub's API has no "Lifetime Contributions" endpoint, we built a Node.js pipeline running on GitHub Actions. It uses a "Network Walker" spider to traverse the social graph (to break out of algorithmic filter bubbles) and an Updater that chunks GraphQL queries to prevent 502 timeouts. The pipeline continuously updates a single `user

news.ycombinator.com• Feb 28, 2026• 1 min read

Ask HN: Is it time for an AI workers union?This last week 671 verified current employees of Google and OpenAI publicly coordinated across competing companies to jointly refuse specific Pentagon demands around autonomous weapons and domestic surveillance: https://notdivided.orgThis kind of cross-company researcher solidarity is historically rare. The issue is that it's ephemeral and once the immediate pressure is gone, there's no structure left behind.Given the issues facinf the field and our species, I would feel a lot safer if I knew that regular scientists and engineers, people I went to college with, were legally positioned to have a hand in governing how this is built. I dont trust Altman, Amodei or any of the rest of them, including the US government.I'm a tech worker in Europe with connections to Tech Workers Coalition, and although not an AI researcher myself I've been feeling compelled to get off my aas and participate in seeding something more durable.I was thinking of something like a transnational body that provides

news.ycombinator.com• Feb 28, 2026• 1 min read

Show HN: Jaypore CI. Minimal offline CI systemHi!I posted this a long time back. There have been major changes so posting it again.- Jaypore CI (JCI) is a very minimal CI system. It's installed as a single binary on your $PATH.- Runs on your laptop enabling offline running and local debugging of CI.- Artifacts / results are stored in git namespaces. You can push/pull these to/from remotes.- A web server is there to browse CI results.- A cron capability to run midnight builds / artifact cleanup / auto-publish sites and packages.- Pipelines can be written in any language you want. Bash / Python / Golang / Julia / Haskell.- Pipelines can have anything you desire! Matrix builds, build farms via ssh, ephemeral farms for model training, conditional dependencies.. so much more!There are a lot more things planned! Do take a look and see if something catches your eye. We'll be rapidly adding examples to showcase common patterns over the coming week or so, so please star the github repo to get an update when that happens.Repo: https://githu

bing.com• Feb 27, 2026• 1 min read

Ashland: Still A Buy Despite Recent StrengthAshland's portfolio changes in recent years have been sensible, though some relatively cyclical exposure remains. An impressive variety of growth opportunities exists for the increasingly coherent ...

news.ycombinator.com• Feb 27, 2026• 1 min read

Show HN: A production-style recommender using vector retrieval and re-rankingI’ve been exploring how recommendation systems are actually implemented in production, beyond just training models.A common pattern I kept seeing is to split the problem into two stages:1. Retrieve a small set of relevant candidates2. Re-rank them using a modelInstead of doing brute-force inference across all items, I built a small prototype around this idea.The flow looks like this:- Store embeddings in a vector database (ChromaDB)- Retrieve the Top-K most similar items/users based on vector similarity- Run a TensorFlow.js model to re-rank the candidatesThe goal is to reduce the search space before applying inference, which seems necessary when latency and scale matter.What I found interesting is that once you move to this approach, a lot of the complexity shifts from the model itself to the retrieval layer:- choosing K- filtering candidates- embedding quality- latency vs recall trade-offsCurious how others approach this in real systems:- How do you decide on K?- Do you rely purely on

alba-run.vercel.app• Feb 27, 2026• 1 min read

Show HN: Alba – Earn and bid on unique software using idle AI creditsI have been using Claude Code lately, and I hated seeing my daily/weekly API quotas go to waste during downtime. So I built ALBA, a system designed to turn that idle power into digital assets.How it works: ALBA is an autonomous software factory that runs through Claude Code. You join as a worker node, and the system orchestrates Claude Code to build, test, and deploy functional micro-MVPs like tools, landing pages, and small SaaS.The Credit and Auction Model:Contribute: Run a command through Claude Code to power an AI agent task.Earn: You receive ALBA Credits proportional to the tokens and compute you provided.Bid: Use those credits in our Auction House to bid on unique software built by the collective.To make the discovery process more intuitive, I added an "Explore" feature that works like a vertical feed (similar to Shorts). You can quickly cycle through live demos of everything the factory has produced so far. It helps users visualize the "Asset" they are about to bid on.Exclusive

github.com• Feb 27, 2026• 1 min read

Show HN: Organic Programming – A .proto is all you needHi HN,I've been obsessed with metaprogramming and generative systems since 1998. With the rise of AI agents that actually write code, I felt the time was right to formalize an idea I've been circling for years: Organic Programming.The premise is simple: a single .proto file (Protocol Buffers) is the universal contract between every component in your system — old code, new code, human-written, agent-generated. From that contract, everything else is automatically generated: API stubs, CLI wrappers, client/server skeletons, serialization. You write only the domain logic.The building block is the "holon" — a composable unit at any scale that exposes multiple facets (gRPC service, CLI tool, library API, tests), all derived from the same .proto. Holons compose in-process, over the network, or at the shell (classic Unix piping). Two holons from different tech stacks interlock like LEGO bricks — one serves, the other dials.It's bio-inspired (small autonomous units that compose into larger orga

news.ycombinator.com• Feb 27, 2026• 1 min read

Template for telling the truth on layoffs like at BlockFor the people who have been laid off, I think the letter by Jack is a disservice. So I crafted a more direct letter. Hope future letters follow this approach.Today we are making one of the hardest decisions in the history of our company: we are reducing our organization by nearly half, from over 10,000 people to just under 6,000. This means over 4,000 of you will be leaving the company.I want to be incredibly direct with you about why this is happening.The Reality of the DecisionFirst, let’s be clear: you are not being replaced by AI. The technology is not better than you, and it didn't "outwork" you. The truth is simpler and more frustrating: we planned a specific strategic direction, and it didn't work out. We over-extended, and we now need to course-correct to keep the business viable.However, we operate in a market that demands a specific kind of "success" story. If we simply announced that we missed our targets and need to cut costs, the market would react with volatility, punish

news.ycombinator.com• Feb 27, 2026• 1 min read

Nano Banana 2 Is Really Coming! Here's How to Access It EarlyIf you've been using Nano Banana Pro for image generation, you already know it's been the strongest model in its class since launch. Now Nano Banana 2 is coming, and early preview samples are already circulating. Here's what we know so far and how to get access to itWhat’s New & Upgraded 1. Pro Intelligence at Flash Speed and price: NB2 delivers quality close to Pro while keeping generation times in line with the Flash tier, standard generations clock in at under two seconds, with pricing significantly lower than Nano Banana Pro. 2. Precision Text Rendering: Inheriting major upgrades from the Pro version, NB2 renders crisp, accurate text for marketing assets, UI/UX wireframes, and product labels. It also supports seamless translation and localization of text already existing within an image. 3. Large-Scale Subject Consistency: Maintain identity across up to 5 characters and 14 distinct objects within a single workflow. This is a massive leap compared to the original Nano Banana. 4. Rea

bing.com• Feb 27, 2026• 1 min read

Everything You Can Do With Google's Nano Banana 2 Image GeneratorDavid Nield is a technology journalist from Manchester in the U.K. who has been writing about gadgets and apps for more than 20 years. He has a bachelor's degree in English Literature from Durham ...

bing.com• Feb 27, 2026• 1 min read

Pokémon Presents February 2026: Every Announcement - How Would You Rate It?We were hoping that The Pokémon Company might have a little something special up its sleeve for the big 30th anniversary Pokémon Presents, and while it may not have been wall-to-wall bangers, there ...

codeleash.dev• Feb 27, 2026• 1 min read

Show HN: CodeLeash: framework for quality agent development, NOT an orchestratorHi HN,I built my first project using an LLM in mid-2024. I've been excited ever since. But of course, at some point it all turns into a mess.You see, software is an intricate interwoven collection of tiny details. Good software gets many details right; and does not regress as it gains functionality.My bootstrapped startup, ApprovIQ (https://approviq.com) is trying to break into a mature market with multiple fully featured competitors. I need to get the details right: MVP quality won't sell. So I opted for Test-Driven Development, the classic red/green/refactor. Writing tests that fail - then making them pass - forces you to document in your tests every decision that went into the code. This makes it a universal way to construct software. With TDD, you don't need to hold context in your head about how things should work. Your software can work as intricate as you like and still be resilient to regression. Bug in a third-party dependency? Get a failing test, make it pass. Anyone who undo

juicebox.money• Feb 27, 2026• 1 min read

Show HN: Selling my painting to fund a Steam Cleaning startup in Libyahttps://postimg.cc/MvDdsVtHMy name is Ali, from Libya. I was working as a derrickman in a private oil company, but without an official contract, health insurance, or any legal appointment. I worked in this company out of necessity because I found no other option or any other work. In this company, I suffered a work injury that forced me to completely stop working. Before my injury, I had accumulated debts that I was paying off regularly through my work, which was my only source of income. However, after suffering a severe knee injury (lateral ligament tear) during work, the company abandoned me completely without any support or compensation. From last September until today, I have been completely unemployed and without any source of income. This matter forced me to stop paying my old debts, and new debts accumulated after the injury to cover basic living expenses and medical needs. This has led to my total bankruptcy. I painted this painting, "Red Jellyfish Roses," during the final mon

bing.com• Feb 27, 2026• 1 min read

Annual Reports vs. 10-Ks: Key Differences ExplainedInvestopedia contributors come from a range of backgrounds, and over 25 years there have been thousands of expert writers and editors who have contributed. Charlene Rhinehart is a CPA , CFE, chair of ...