1,197 results for over flow · 2.587s

News for “over flow”
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github.com• Jan 20, 2026• 1 min read
Show HN: Mastra 1.0, open-source JavaScript agent framework from the Gatsby devsHi HN, we're Sam, Shane, and Abhi.Almost a year ago, we first shared Mastra here (https://news.ycombinator.com/item?id=43103073). It’s kind of fun looking back since we were only a few months into building at the time. The HN community gave a lot of enthusiasm and some helpful feedback.Today, we released Mastra 1.0 in stable, so we wanted to come back and talk about what’s changed.If you’re new to Mastra, it's an open-source TypeScript agent framework that also lets you create multi-agent workflows, run evals, inspect in a local studio, and emit observability.Since our last post, Mastra has grown to over 300k weekly npm downloads and 19.4k GitHub stars. It’s now Apache 2.0 licensed and runs in prod at companies like Replit, PayPal, and Sanity.Agent development is changing quickly, so we’ve added a lot since February:- Native model routing: You can access 600+ models from 40+ providers by specifying a model string (e.g., `openai/gpt-5.2-codex`) with TS autocomplete and fallbacks.- Guard
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kling.to• Jan 18, 2026• 1 min read
Show HN: Kling.to – Self-hosted email marketing with full data ownershipI'm Caesar, and I built kling.to because I believe marketing automation should be accessible to everyone without sacrificing data ownership.Kling is a self-hosted email marketing platform that lets you run campaigns, build automation workflows, segment audiences, and track attribution while keeping full control of your customer data. It deploys via Docker and uses MongoDB with BullMQ for job scheduling.Core capabilities: - Visual workflow builder for abandoned cart recovery, win-back campaigns, and post-purchase sequences - Multi-channel messaging (email, SMS, WhatsApp, push notifications) - Last-touch and multi-touch attribution tracking - Customer segmentation with purchase history and engagement data - Template management with personalization variables - Real-time deliverability monitoring (sent, delivered, opened, clicked, bounced)I started this project because existing marketing automation tools either lock you into their infrastructure or cost too much for small teams. We're givi
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github.com• Jan 18, 2026• 1 min read
Show HN: Apex Agent – Connect the Browser to AI via MCPHey HN,I’m a developer and 3D artist, and I wanted my AI (specifically Cursor and Claude Desktop) to have "hands and eyes" in my actual browser while I work.I tried the official Chrome DevTools MCP, but it felt overkill for my workflow. It requires setting up remote debugging ports and is heavily geared toward performance profiling and deep-dive engineering. I just wanted something "generalized"—like ChatGPT Atlas or Comet—but for my own dev environment.So, I built Apex Agent.It’s a lightweight Chrome extension + a tiny Node.js bridge that lets any MCP-compatible AI control your browser session.Why I built this vs. using the official MCP: Human-Centric Tools: While the official tool is for debugging, Apex is built for interaction. It has 69+ tools for clicking, typing, scrolling, and taking full-page screenshots. No Remote Debugging Mess: You don’t need to restart Chrome with special flags or mess with debugging ports. Just connect the extension and go. Control Your Active Session: It
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roastdb.com• Jan 17, 2026• 1 min read
Show HN: RoastDB – A searchable database of 3,800 specialty coffee beansHi HN! We built RoastDB (https://roastdb.com) – think Discogs for specialty coffee. A searchable index of beans from independent roasters around the world.*The problem*We got into specialty coffee gradually. Whenever we tried something we liked — a washed Colombian, a natural Ethiopian — we'd save the bag. At some point we had drawers of empty coffee bags we couldn't bring ourselves to throw away.Our flow was simple: go to a cafe we liked, drink coffee, buy a bag of whatever they were roasting or stocking. Over time we started noticing patterns — we kept reaching for naturals, for East African origins, for anything with fruity notes. We'd try to seek out similar beans next time. Occasionally we'd fall in love with something and start reordering it online.But discovery was limited to the few roasters we already knew. There was no easy way to find out that a roaster across town — or in another country — had something we were going to love. We knew great coffee existed out there. We just
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news.ycombinator.com• Jan 17, 2026• 1 min read
Google should build a VST/AU Metadata Bridge instead of another AI generatorPROPOSAL: THE GOOGLE AUDIO MESH PROTOCOL Transforming Google into the Global Infrastructure for Music Production 1. The Core Vision / La Visión Central EN: To replace the obsolete "Stem Export" workflow with a metadata-driven synchronization layer. Google becomes the global "Master Vault," hosting not just final songs, but the entire creative process (every take and multitrack) via a simple VST/AU plugin bridge. ES: Reemplazar el flujo obsoleto de "Exportación de Stems" con una capa de sincronización basada en metadatos. Google se convierte en la "Bóveda Maestra" global, albergando no solo canciones finales, sino todo el proceso creativo (cada toma y multitrack) a través de un simple puente VST/AU. ________________________________________ 2. Technical Architecture / Arquitectura Técnica EN: • The VST/AU Bridge: A lightweight plugin inserted into any DAW (Ableton, Logic, Pro Tools). It acts as a "State Sync" engine. • Metadata over Binaries: The plugin does not re-upload audio. It sends
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rundown.cool• Jan 17, 2026• 1 min read
Show HN Rundown transforms docs into executable workflowsI have been working on this hare-brained scheme to help agents who want to code good and do other things good too.Introducing: Rundown (https://rundown.cool)I think of Rundown runbooks as executable Skills. The Skill provides the detailed context, and the Rundown runbook keeps the agent on track. # Hello ## 1 This is Rundown Rundown transforms markdown into an executable specification. Headings become steps, code-blocks become executable commands. Human-readable. Agent-readable. Machine-executable. ## 2 Guide agents (and humans) through your process Rundown keeps agents on track by injecting precision context at the exact moment it’s needed. ## 3 Make complex workflows deterministic - PASS: CONTINUE - FAIL: GOTO RECOVER Rundown works *with* agents, adding guardrails that enforce transitions and improve accuracy. ## 4 Execute the right commands at the right time - PASS: CONTINUE - FAIL: RETRY GOTO RECOVER Embed commands for automatic execution. Catch failure, retry, and recover graceful
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news.ycombinator.com• Jan 15, 2026• 1 min read
Show HN: PolyMCP – a toolkit for MCP servers and agent integrationPolyMCP is a framework for building and interacting with MCP (Model Context Protocol) servers and for creating agents that can use those servers as dynamic tools.Developing and managing MCP servers often involves several challenges:Exposing Python functions as discoverable tools requires repetitive boilerplate.Coordinating multiple MCP servers simultaneously is complex.Debugging tools during development is hard due to limited visibility into calls and outputs.Integrating agents with LLMs to automatically discover and invoke tools is usually ad-hoc.PolyMCP addresses these challenges by providing:Flexible tool exposure: Python functions can be served over HTTP, in-process, or stdio with minimal setup.Inspector dashboard: Monitor tool invocations, metrics, and test calls interactively in real-time.Agent integration: Support for multiple LLM providers and automatic tool discovery and invocation.CLI and workflow utilities: Streamline project setup, testing, and execution.PolyMCP reduces fri
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bing.com• Jan 14, 2026• 1 min read
Stack Overflow is dead, and its toxic community helped kill itFor over a decade, Stack Overflow was the place where programmers went to find answers. If you Googled a coding error, you'd land on a Stack Overflow thread with a green checkmark next to the solution ...
Moozonian News
youtube.com• Jan 14, 2026• 1 min read
Show HN: Vibe scrape with AI Web Agents, prompt => get data [video]Most of us have a list of URLs we need data from (government listings, local business info, pdf directories). Usually, that means hiring a freelancer or paying for an expensive, rigid SaaS.We built an AI Web Agent platform, rtrvr.ai to make "Vibe Scraping" a thing.How it works:1. Upload a Google Sheet with your URLs.2. Prompt: "Find the email, phone number, and their top 3 services."3. Watch the AI agents open 50+ browsers at once and fill your sheet in real-time.It’s powered by a multi-agent system that can take actions, upload files, and crawl through paginations.Web Agent technology built from the ground up:End to End Agent: we built a resilient agentic harness with 20+ specialized sub-agents that transforms a single prompt into a complete end-to-end workflow. Turn any prompt into an end to end workflow, and on any site changes the agent adapts.Dom Intelligence: we perfected a DOM-only web agent approach that represents any webpage as semantic trees guaranteeing zero hallucinations