{"slug": "kavram-testing-one-async-image-api-over-distributed-gpu-capacity", "title": "Kavram: testing one async image API over distributed GPU capacity", "summary": "Kavram, a new image inference API built by the author, is testing distributed GPU capacity with a price of $0.0012 per completed image for FLUX.1 Schnell at 1 MP, compared to fal.ai's listed $0.003/MP. The project seeks technical feedback on what minimal reproducible artifact would be expected before testing a new image inference API.", "body_md": "Disclosure: I am one of the builders.\n\nWe built Kavram around a practical infrastructure question: can an image product keep a normal provider-style async API without making the product team operate GPU capacity itself?\n\nConcrete artifact:\n\nThe current price reference we are testing is FLUX.1 Schnell at 1 MP: $0.0012 per completed image on Kavram versus fal.ai’s listed $0.003/MP. We are not treating that as a universal benchmark; output acceptance, settings, latency, retries, and failure handling must be compared on the same workload.\n\nI would value technical feedback on one question:\n\nWhat minimal reproducible artifact would you expect before testing a new image inference API—a public request harness, failure traces, latency distributions, or an interactive Space?\n\nPlayground/docs:\n\nEarly-access workload form:\n\nIf you already run a relevant model, share the model, resolution, and one non-sensitive prompt. We will publish the comparison conditions with any result.", "url": "https://wpnews.pro/news/kavram-testing-one-async-image-api-over-distributed-gpu-capacity", "canonical_source": "https://discuss.huggingface.co/t/kavram-testing-one-async-image-api-over-distributed-gpu-capacity/178246#post_1", "published_at": "2026-07-27 15:39:38+00:00", "updated_at": "2026-07-27 16:06:24.693162+00:00", "lang": "en", "topics": ["ai-infrastructure", "ai-products", "ai-tools"], "entities": ["Kavram", "FLUX.1 Schnell", "fal.ai"], "alternates": {"html": "https://wpnews.pro/news/kavram-testing-one-async-image-api-over-distributed-gpu-capacity", "markdown": "https://wpnews.pro/news/kavram-testing-one-async-image-api-over-distributed-gpu-capacity.md", "text": "https://wpnews.pro/news/kavram-testing-one-async-image-api-over-distributed-gpu-capacity.txt", "jsonld": "https://wpnews.pro/news/kavram-testing-one-async-image-api-over-distributed-gpu-capacity.jsonld"}}