30 Blueprints: LLM Inference to Autonomous Trading
The full Tangle Blueprint catalog: 8 AI inference endpoints, autonomous trading agents with 2-of-3 validator committees, TEE sandboxes, threshold cryptography, and distributed training with 10,000x communication reduction.
Tangle has 30+ Blueprints in production or active development. Each is a Rust service paired with a Solidity contract that operators run for fees. The protocol splits revenue: 20% developer, 20% protocol, 40% operators, 20% stakers.
The full catalog is at awesome-tangle-blueprints. This post walks through the highlights.
AI Inference — 8 Blueprints
Every AI inference Blueprint exposes an OpenAI-compatible endpoint. Operators serve the model on their own hardware.
LLM Inference serves vLLM at /v1/chat/completions. Already live on Tangle Router with RSA, MoA, and Best-of-N strategies.
Voice Inference serves Qwen3-TTS at /v1/audio/speech. OpenAI TTS API-compatible.
Video Generation runs ComfyUI workflows (Hunyuan Video, LTX-Video) or API backends at /v1/video/generate. Async job model. 48GB+ VRAM requirement creates an operator quality floor.
Avatar Inference generates talking-head video from audio + face image. Four backends: HeyGen, D-ID, Replicate (SadTalker), self-hosted ComfyUI.
Embedding wraps HuggingFace TEI at /v1/embeddings. Operators compete on price — typically 5-10x cheaper than OpenAI. Vector Store adds Qdrant-backed similarity search. Together they form the complete decentralized RAG stack.
Training is the only non-inference Blueprint. It uses DeMo (Decoupled Momentum Optimization) for permissionless distributed training with 10,000x communication reduction between operators. SFT, DPO, GRPO, continued pretraining. TEE attestation for output integrity.
AI Agents — 3 Blueprints
AI Agent Sandbox is a TEE Docker sandbox runtime. AWS Nitro, Azure, GCP, Phala backends. Three modes: Cloud (multi-tenant), Instance (single dedicated), TEE Instance (hardware-attested). PASETO auth, ChaCha20-Poly1305 at-rest encryption. Decentralized E2B.
AI Trading is the most complex Blueprint in the catalog. AI agents analyze markets across 8 DeFi protocols (Uniswap V3, Aave V3, GMX v2, Morpho, Vertex, Hyperliquid, Polymarket, TWAP). Every trade passes through three validation layers: AI reasoning, a decentralized 2-of-3 validator committee (EIP-712 signatures), and on-chain policy enforcement. 10 Rust crates, 7 Solidity contracts, 826 tests.
Cryptographic Primitives — 8 Blueprints
Threshold cryptography and MPC services: BLS, FROST, Schnorr Musig2, BTE (batch threshold decryption for MEV-resistant orderflow), CGGMP21, Silent Timelock Encryption, WSTS, and CoSnarks zkSaaS.
The operator value prop
One stake, N revenue streams. An operator with a GPU can serve LLM inference, embeddings, voice TTS, and video generation simultaneously. Each is a separate Blueprint with its own contract and pricing. Add a validator node and earn from AI Trading validation. The 40% operator share compounds across every Blueprint you run.
All Blueprints are built with Blueprint SDK (blueprint-sdk on crates.io). The full catalog is at awesome-tangle-blueprints.