{"uid":"cap_tbfUW9TpJC3S9vwSdpd9-","slug":"gpu-forge-llm-generate-c88104b0","name":"GPU Forge LLM Generate","description":"Machine-payable GPU compute. Pay per call in USDC on Base or Polygon, no accounts, no API keys.","url":"https://forge.parabellum.tech/v1/jobs/llm.generate?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","required":["prompt"],"properties":{"model":{"type":"string","description":"Optional Ollama model name, defaults to llama3.1:8b"},"prompt":{"type":"string","description":"The prompt to generate from"},"max_tokens":{"type":"number","description":"Max tokens to generate, capped at 2048"}}},"responseSchema":{"type":"object","properties":{"model":{"type":"string"},"response":{"type":"string"},"eval_count":{"type":"number"}}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.05","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"registry","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"down","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.05/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.05","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.05","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_qogSkBnDV1jjnFFOb9LqU","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.05","costPer":"request","priority":0,"asset":"0x833589fcd6edb6e08f4c7c32d4f71b54bda02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Generates text from a prompt using a GPU-accelerated LLM (default: llama3.1:8b), billed per call in USDC with no account or API key required.","exampleAgentPrompt":"Use GPU Forge to generate a short product description for a noise-cancelling headphone using llama3.1:8b, keeping the output under 200 tokens — and pay with USDC on Base.","exampleUseCases":[{"title":"Autonomous agent LLM reasoning step","prompt":"I need you to call a pay-per-use LLM endpoint using llama3.1:8b to reason through this logic puzzle: 'If all bloops are razzles and all razzles are lazzles, are all bloops lazzles?' — limit the response to 300 tokens and pay in USDC."},{"title":"Crypto-native app text summarization","prompt":"Summarize this paragraph using the llama3.1:8b model on GPU Forge with no API key needed — just pay per call in USDC: 'Decentralized finance allows users to access financial products without intermediaries, leveraging smart contracts on public blockchains.' Keep it under 100 tokens."},{"title":"No-signup LLM prototype testing","prompt":"I'm prototyping an app and want to test LLM output quality without creating any accounts — can you send a prompt to GPU Forge asking llama3.1:8b to write a haiku about the ocean, with max 50 tokens, paying in USDC on Polygon?"}],"resultDescription":"Returns a JSON object containing the model name used, the generated text response string, and an eval_count integer representing the number of tokens evaluated. The response field holds the raw LLM completion text.","failureModes":["Payment not received or insufficient USDC — returns HTTP 402 Payment Required","Prompt field missing — returns validation error","max_tokens exceeds 2048 cap — capped silently or returns error","Requested model not available on the node — returns model load error","Network timeout during GPU inference for long prompts"],"whenToPreferThis":"Choose this endpoint when you need anonymous, pay-per-call LLM text generation without accounts or API keys, especially in machine-to-machine or agent contexts where USDC payments on Base or Polygon are already available. Ideal for crypto-native apps, autonomous agents needing one-off inference, or prototyping where signup friction is unacceptable.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-13T07:27:06.120Z","isFirstParty":false,"canonicalSlug":"gpu-forge-llm-generate-c88104b0"}