The latest articles on DEV Community by AntSeed (@antseed). https://dev.to/antseed https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3805850%2F944db31a-832d-4e82-8b79-3ec47b41c62e.png https://dev.to/antseed en AntSeed Thu, 12 Mar 2026 07:43:24 +0000 https://dev.to/antseed/title-why-we-built-a-p2p-inference-network-instead-of-another-ai-api-wrapper-47lh https://dev.to/antseed/title-why-we-built-a-p2p-inference-network-instead-of-another-ai-api-wrapper-47lh <p>Every month there's a new "unified AI API" — one SDK to rule them all. We looked at all of them. We built something different. Here's why.</p> <p>The wrapper problem</p> <p>API wrappers are convenient until they're not. You're still depending on the same 3-4 providers. If OpenAI has an outage, your wrapper goes down with it. If Anthropic raises prices, you eat it. If a provider decides your use case violates their ToS, you're out. You traded one lock-in for a slightly more polished version of the same lock-in.</p> <p>We wanted something that actually couldn't be shut down or deplatformed. That meant going peer-to-peer.</p> <p>What we built</p> <p>Antseed is a P2P AI services network. Think TCP/IP for AI inference, a protocol not a platform. You run a local daemon that acts as a proxy on localhost. Your apps talk to localhost. The protocol routes to whoever can serve the request best, based on price, latency, and reputation.</p> <p>Providers can be anyone: a gamer with a spare GPU, a dev with a Mac Mini, a dedicated inference farm, or a TEE node for privacy-sensitive workloads. They register, set their price, and compete on merit.</p> <p>Why this matters more than another wrapper</p> <p>A centralized router can ban you, throttle you, or just go down. A protocol can't. When we route a request there's no single server that can fail. If a provider drops off the network reroutes automatically.</p> <p>The economics are also different. In a real marketplace with competition, inference prices drop to actual cost. No margin stacking from middlemen.</p> <p>Where we are</p> <p>Phase 1 is live: commodity inference, price/latency routing, automatic failover. We're running on our own network (dogfooding it hard). Phase 2 is differentiated services, providers with specialized capabilities. Phase 3 is agent-to-agent commerce, machines hiring machines.</p> <p>If you're building on AI infrastructure and tired of being one ToS change away from a bad day, check out antseed.com. We're early but the protocol is real.</p> <p>Happy to answer questions about the routing logic, provider reputation system, or TEE integration in the comments.</p> ai llm opensource blockchain