[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"project-92286":3},{"id":4,"name":5,"fullName":6,"owner":5,"repo":5,"description":7,"homepage":8,"htmlUrl":9,"language":10,"languages":9,"totalLinesOfCode":9,"stars":11,"forks":12,"watchers":13,"openIssues":14,"contributorsCount":14,"subscribersCount":14,"size":14,"stars1d":14,"stars7d":14,"stars30d":14,"stars90d":14,"forks30d":14,"starsTrendScore":14,"compositeScore":15,"rankGlobal":9,"rankLanguage":9,"license":9,"archived":16,"fork":16,"defaultBranch":17,"hasWiki":18,"hasPages":16,"topics":19,"createdAt":9,"pushedAt":9,"updatedAt":20,"readmeContent":21,"aiSummary":22,"trendingCount":14,"starSnapshotCount":14,"syncStatus":23,"lastSyncTime":24,"discoverSource":25},92286,"AstraCompute","AstraCompute\u002FAstraCompute","Deploy GPU LLM endpoints in minutes. On-demand compute, OpenAI-compatible APIs, crypto-native billing — settled in USDC on Solana via x402.","https:\u002F\u002Fastracompute.app\u002F",null,"TypeScript",346,3,371,0,38.81,false,"main",true,[],"2026-07-22 04:02:05","\u003Cdiv align=\"center\">\n\n# Astra Compute\n\n\u003Cimg src=\"public\u002Fastra-banner.png\" width=\"820\" alt=\"Astra Compute\" \u002F>\n\n### Deploy GPU LLM endpoints in minutes.\n\nDedicated, GPU-powered inference endpoints — provisioned on demand, paid in crypto, and engineered so requests never drop.\n\nCA: 3MF5uVZqwFWbbZ4G5jsQQWdqzWr79y3XSSb3pBvdpump\n\n\u003Cbr\u002F>\n\n[![Website](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FWebsite-astracompute.app-6E56CF?style=for-the-badge&logo=vercel&logoColor=white)](https:\u002F\u002Fastracompute.app)\n[![X](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FFollow-@astracompute-000000?style=for-the-badge&logo=x&logoColor=white)](https:\u002F\u002Fx.com\u002Fastracompute)\n\n\u003Cbr\u002F>\n\n![NVIDIA](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FNVIDIA-GPU-76B900?style=for-the-badge&logo=nvidia&logoColor=white)\n![CUDA](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FCUDA-Accelerated-76B900?style=for-the-badge&logo=nvidia&logoColor=white)\n![GPU](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FGPU-Powered-76B900?style=for-the-badge&logo=nvidia&logoColor=white)\n![H100 A100 RTX](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FH100_·_A100_·_RTX-76B900?style=for-the-badge&logo=nvidia&logoColor=white)\n\n\u003Cbr\u002F>\n\n![Next.js](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FNext.js-000000?style=for-the-badge&logo=next.js&logoColor=white)\n![TypeScript](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FTypeScript-3178C6?style=for-the-badge&logo=typescript&logoColor=white)\n![React](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FReact-20232A?style=for-the-badge&logo=react&logoColor=61DAFB)\n![Tailwind CSS](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FTailwind_CSS-0B1120?style=for-the-badge&logo=tailwindcss&logoColor=38BDF8)\n![Solana](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FSolana-9945FF?style=for-the-badge&logo=solana&logoColor=white)\n![x402 · USDC](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fx402_·_USDC-2775CA?style=for-the-badge&logo=circle&logoColor=white)\n\n\u003C\u002Fdiv>\n\n---\n\n## Overview\n\nRunning your own large language model in production is supposed to be the easy part. It rarely is. You negotiate for scarce GPUs, wrestle an inference server into behaving, wire up authentication, bolt on monitoring, and then pray the box stays warm when traffic arrives. Somewhere in that stack, a card goes cold, a region fills up, and requests start failing — usually at the worst possible moment.\n\n**Astra Compute collapses that entire journey into a single flow.** You pick a model, choose the GPU that fits your budget and latency, pay for runtime up front in USDC, and receive a live, OpenAI-compatible endpoint in about **30 seconds**. Behind that endpoint sits an inference engine tuned for throughput, machine-scoped keys, deep observability, and an automatic fallback layer that keeps traffic flowing even when your dedicated machine can't.\n\nAnd because inference is fundamentally a market — buyers who need tokens, sellers who have idle silicon — Astra opens that market up. **The grid** lets anyone rent community-operated endpoints by the token, or contribute their own hardware as a node operator to earn USDC and rewards.\n\n> **In one line:** dedicated GPU inference, priced in crypto, with a marketplace underneath and a safety net around it.\n\n---\n\n## Why Astra exists\n\nThe problem isn't a shortage of models — open-weight models are excellent and getting better every month. The problem is the operational gap between *\"I have a model\"* and *\"I have a reliable, paid, observable endpoint my product can depend on.\"* That gap is full of undifferentiated heavy lifting:\n\n- **Compute is scarce and fragmented.** Availability, price, and VRAM vary wildly across providers and regions. Finding the right GPU is a research project on its own.\n- **Serving is fiddly.** Standing up an inference server, getting the model to load, and exposing a clean API is real engineering effort that has nothing to do with your product.\n- **Reliability is fragile.** A single dedicated machine is a single point of failure. Cold starts, capacity limits, and degraded hardware turn into dropped requests.\n- **Payments assume a billing relationship.** Traditional infrastructure wants an account, a card, and an invoice cycle — friction that doesn't fit a crypto-native, pay-as-you-go world.\n\nAstra's thesis is that every one of these should be a setting, not a project. Compute becomes a filterable marketplace. Serving becomes one click. Reliability becomes a built-in fallback. And payment becomes a wallet signature settled on-chain before anything provisions.\n\n---\n\n## How it works, layer by layer\n\nAstra is best understood as a pipeline. A deployment request enters at the top, flows down through provisioning and payment, and emerges as a live endpoint fronted by a resilient gateway. Here's the full path:\n\n```\n                         ┌───────────────────────────────────────────┐\n                         │                 YOU                        │\n                         │   OpenAI-style SDK  ·  Dashboard  ·  Grid  │\n                         └───────────────────────┬───────────────────┘\n                                                 │  base URL + machine key\n                                                 ▼\n        ┌──────────────────────────────────────────────────────────────────────┐\n        │                            GATEWAY                                     │\n        │   • machine-scoped API keys (one-click rotation)                       │\n        │   • request metering · health checks · routing decision               │\n        └───────────────┬──────────────────────────────────┬─────────────────── ┘\n                        │  healthy \u002F warm                   │  cold · degraded · over capacity\n                        ▼                                    ▼\n        ┌───────────────────────────────┐      ┌────────────────────────────────┐\n        │      DEDICATED MACHINE         │      │    MANAGED FALLBACK NETWORK    │\n        │  ┌─────────────────────────┐   │      │   keeps requests alive when    │\n        │  │     INFERENCE ENGINE    │   │      │   the dedicated box can't      │\n        │  │  chat + models routes   │   │      │   serve — no dropped requests  │\n        │  └─────────────────────────┘   │      └────────────────────────────────┘\n        │   GPU from the on-demand       │\n        │   GPU MARKETPLACE              │\n        │   (price · VRAM · region ·     │\n        │    reliability)                │\n        └───────────────▲───────────────┘\n                        │  provision  (after payment clears)\n        ┌───────────────┴──────────────────────────────────────────────────────┐\n        │                    x402 PAYMENT SETTLEMENT (SOLANA)                    │\n        │   HTTP 402 → connect wallet → sign USDC transfer → verify on-chain     │\n        │   nothing provisions until the payment is confirmed                    │\n        └───────────────────────────────────────────────────────────────────────┘\n```\n\n### 1 · Marketplace compute\n\nEvery deployment starts by choosing hardware from an **on-demand GPU marketplace**. Rather than locking you to one pool of machines, Astra surfaces live inventory you can filter by **price, VRAM, region, and reliability** — so you can trade cost against latency and capacity deliberately. Want the cheapest card that fits a 70B model in a nearby region with a strong reliability score? That's a filter, not a support ticket.\n\n### 2 · The inference engine\n\nOnce hardware is selected, Astra loads your chosen model onto it with an **inference engine** tuned for high-throughput token generation. You can pick from a curated catalog — **Llama 3.1 8B \u002F 70B, Mistral 7B, Mixtral 8x7B, Qwen 2.5 14B, DeepSeek Coder** — or bring **any custom model repository ID** to serve a model of your choice. The engine handles loading, batching, and generation so you never touch a serving config.\n\n### 3 · The gateway and keys\n\nEvery machine exposes **standard, OpenAI-compatible chat and models routes**. If your code already speaks to an OpenAI-style SDK, adoption is a **single-line change**: point the base URL at your machine and keep the rest of your code exactly as it is. Access is protected by **machine-scoped API keys** — each endpoint gets its own credential, and **one-click rotation** means revoking or cycling a key is instant and isolated. The gateway also meters every request and runs continuous health checks, which feed both observability and the routing decision below.\n\n### 4 · x402 payment settlement on Solana\n\nThis is where Astra is genuinely crypto-native. Runtime is paid **up front, in USDC on Solana**, using the **x402 protocol** — the HTTP `402 Payment Required` flow, made real. When you deploy, the gateway responds that payment is required; you **connect a Solana wallet (Phantom or Solflare)**, **sign a USDC transfer**, and the payment is **verified on-chain before a single GPU is provisioned**. No account balance, no stored card, no invoice at the end of the month — a settled transaction is the authorization. Monetization today is **per-deployment**, with **per-request billing on the roadmap**.\n\n### 5 · The managed fallback network\n\nA dedicated machine is fast and private, but no single box is invincible. When the gateway's health checks detect that a machine is **cold, degraded, or over capacity**, it transparently reroutes traffic to a **managed fallback network**. Your callers see a response, not a failure. The promise is simple and absolute: **no dropped requests.** Reliability stops being a property of one machine and becomes a property of the system.\n\n### 6 · The grid\n\nUnderneath all of this is a two-sided market. **The grid** is a marketplace of **community-operated AI endpoints**. As a consumer, you can **rent inference by the token** without provisioning anything yourself — pure pay-as-you-go access to live capacity. As a supplier, you can **contribute your own machine as a node operator**: **stake, serve, and earn USDC plus rewards** for the traffic you handle. The grid turns idle silicon into productive capacity and turns Astra from a deployment tool into an economy.\n\n---\n\n## The grid economy\n\nThe grid aligns two groups who usually never meet: people with demand for tokens and people with spare GPUs.\n\n| Role | What you do | What you get |\n| :--- | :--- | :--- |\n| **Consumer** | Rent inference from community endpoints, priced by the token | Instant capacity, no provisioning, pay only for what you use |\n| **Node operator** | Stake, bring a machine online, and serve real traffic | USDC earnings plus rewards, proportional to reliable service |\n\nStaking gives operators skin in the game and gives consumers a signal of commitment. Reliability isn't a marketing claim — it's a measured property that flows back into the same **price \u002F VRAM \u002F region \u002F reliability** filters buyers use to choose compute in the first place. Serve well, rank well, earn more. The result is a market that continuously routes demand toward the most dependable supply.\n\n---\n\n## Observability\n\nYou can't operate what you can't see, so every machine ships with **full observability — no agents to install.** From the dashboard, per machine, you get:\n\n- 📊 **Live logs** streaming in real time\n- 🔥 **GPU utilization** so you know exactly how hard your hardware is working\n- ⚡ **p95 latency** to track the tail that actually matters\n- 🔢 **Request metering** for volume and throughput\n- 🩺 **Health checks** feeding the routing and fallback decisions\n- 💰 **Cost tracking** so spend is never a surprise\n\nBecause metering and health data are captured at the gateway, observability is built in from the first request — nothing to instrument, nothing to wire up.\n\n---\n\n## The dashboard\n\nAstra's operations console is a **dense, fast, dark-graphite** environment built for people who live in it. It brings the whole platform into one place:\n\n- **Real-time throughput charts** and **fleet utilization** across all your machines\n- A live **activity feed** of what's happening right now\n- A **multi-step deploy wizard** that walks you from model → GPU → payment → live endpoint\n- A **testing playground** to exercise an endpoint the moment it's warm\n- The **grid marketplace** for renting and browsing community capacity\n- A **node-operator console** for staking, serving, and tracking earnings\n\n---\n\n## Design philosophy\n\nThree convictions shape every part of Astra.\n\n**Compatibility over lock-in.** The endpoints speak the OpenAI-compatible dialect on purpose. Switching to Astra should cost you one line, and leaving should never hold your code hostage. Standards are the whole point.\n\n**Reliability as a system property.** Individual machines fail — that's physics, not a bug. So resilience lives above any single box, in a gateway that watches health and a fallback network that catches traffic. The user-facing guarantee is that requests survive even when hardware doesn't.\n\n**Crypto-native from the ground up.** Payment isn't an afterthought bolted onto a traditional billing system. It's x402 and on-chain USDC settlement at the core of provisioning, and a grid where supplying compute earns real value. Value flows the way the rest of the stack does: permissionlessly, verifiably, on-chain.\n\n---\n\n## Feature summary\n\n| Capability | What it means for you |\n| :--- | :--- |\n| ⚡ **One-click GPU deployment** | Pick a model and GPU, get a live endpoint in ~30 seconds |\n| 🔌 **OpenAI-compatible endpoints** | Standard chat + models routes; adopt with a one-line change |\n| 🔑 **Machine-scoped keys** | Isolated credentials per endpoint with one-click rotation |\n| 💸 **x402 payments on Solana** | Sign a USDC transfer; verified on-chain before provisioning |\n| 🛟 **Automatic fallback** | Traffic reroutes to a managed network — no dropped requests |\n| 🌐 **The grid** | Rent inference by the token, or stake and serve to earn |\n| 📈 **Full observability** | Logs, GPU utilization, p95 latency, metering, cost — no agents |\n| 🖥️ **Premium dashboard** | A dense, real-time operations console for the whole platform |\n\n---\n\n## Model catalog\n\nChoose from a curated set of open-weight models, or bring your own via a **custom model repository ID**:\n\n`Llama 3.1 8B` · `Llama 3.1 70B` · `Mistral 7B` · `Mixtral 8x7B` · `Qwen 2.5 14B` · `DeepSeek Coder` · *your custom model*\n\n---\n\n\u003Cdiv align=\"center\">\n\n## Built with\n\n![Next.js](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FNext.js-000000?style=for-the-badge&logo=next.js&logoColor=white)\n![TypeScript](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FTypeScript-3178C6?style=for-the-badge&logo=typescript&logoColor=white)\n![React](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FReact-20232A?style=for-the-badge&logo=react&logoColor=61DAFB)\n![Tailwind CSS](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FTailwind_CSS-0B1120?style=for-the-badge&logo=tailwindcss&logoColor=38BDF8)\n![Solana](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FSolana-9945FF?style=for-the-badge&logo=solana&logoColor=white)\n![x402 · USDC](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fx402_·_USDC-2775CA?style=for-the-badge&logo=circle&logoColor=white)\n\n\u003Cbr\u002F>\n\n**Deploy GPU LLM endpoints in minutes.**\n\n[🌐 astracompute.app](https:\u002F\u002Fastracompute.app) · [𝕏 @astracompute](https:\u002F\u002Fx.com\u002Fastracompute)\n\n\u003C\u002Fdiv>\n","Astra Compute 是一个面向 Web3 开发者的 GPU 加速大语言模型（LLM）推理服务平台，支持分钟级部署 OpenAI 兼容的专用推理端点。其核心功能包括按需分配 NVIDIA H100\u002FA100\u002FRTX 等 GPU 资源、基于 Solana 的 USDC 加密支付（通过 x402 协议结算）、内置自动故障转移与可观测性，并提供社区驱动的分布式推理市场（Grid）。技术上采用 TypeScript 构建，深度集成 CUDA 加速与 Next.js 前端框架。适用于需要低延迟、高可靠 LLM 推理能力且偏好链上结算的去中心化应用（dApp）、AI 原生项目及加密原生团队。",2,"2026-07-08 04:30:00","CREATED_QUERY"]