{"uid":"cap_KPKlCV_RZja4PWySqP1-B","slug":"dev-5090-vision-image-understanding-text-fallback-399f1d2b","name":"dev-5090 Vision / Image Understanding (Text-Fallback)","description":"[preview] Image understanding. Currently TEXT-FALLBACK ONLY — no vision model is loaded. Priced accordingly.","url":"https://pearl-valium-stickers-upc.trycloudflare.com/v1/vision?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"usage":{"type":"object"},"choices":{"type":"array"}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.02","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.02/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.02","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.02","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_bPSalxrF7nKKCGnbWTiwS","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.02","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Accepts image understanding requests but currently responds with text-only fallback output — no vision model is loaded; priced accordingly at $0.02 USDC.","exampleAgentPrompt":"Can you describe what's in this image using the local uncensored inference endpoint — I need to keep the image off cloud providers and I know it's currently text-fallback mode?","exampleUseCases":[{"title":"Private image content description","prompt":"Describe what's in this image without sending it to any cloud provider — use the local uncensored inference vision endpoint, I understand it's text-fallback only right now."},{"title":"Sensitive document image parsing","prompt":"I have a screenshot of a document I'd rather not upload to OpenAI or Anthropic. Can you run it through the local vision endpoint and tell me what it says? I know it's text-fallback for now."},{"title":"Testing vision API integration","prompt":"I'm building an agent that will use the local RTX 5090 vision endpoint once the model is loaded. Can you send a test image request to the vision route so I can see what the text-fallback response looks like?"}],"resultDescription":"Returns a JSON object with a 'choices' array containing the model's text response (currently a text-only fallback, not real vision output) and a 'usage' object with token consumption statistics. No actual image analysis is performed while in text-fallback mode.","failureModes":["Vision model not loaded — endpoint always returns text fallback, not true image understanding","Payment failure if x402 USDC payment header is missing or insufficient ($0.02 required)","Malformed input schema — 'choices' and 'usage' are listed as output-shaped fields, not typical input; correct vision payload format may differ","Cloudflare tunnel downtime — trycloudflare.com URLs are ephemeral and may go offline","No actual OCR, object detection, or image captioning while in preview/fallback mode"],"whenToPreferThis":"Choose this endpoint when you need a privacy-preserving, uncensored vision or image-understanding call routed through a local GPU (RTX 5090) rather than a cloud provider, and you are comfortable operating in text-fallback mode during the preview period. It is priced cheaply ($0.02) to reflect the degraded capability. Avoid if you need real image analysis — wait until the vision model is loaded.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-31T18:35:51.987Z","isFirstParty":false,"canonicalSlug":"dev-5090-vision-image-understanding-text-fallback-399f1d2b"}