Build a Multi-Modal Inference Server for Text, Image, and Audio Premium
A blueprint for a multi-modal inference server that fuses text, image, and audio inputs into one decoder across 250 requests per second, encoding up to 576 visual tokens and 500 audio tokens per call while holding p99 time-to-first-token under 900ms.
Build a Private Enterprise RAG System with Row-Level Security Premium
A blueprint for a multi-tenant RAG system serving 12,000 enterprise users across 500 tenants, where row-level security enforces document-level ACLs at retrieval time over a 300 million chunk index while holding p99 query latency under 350ms.
Build a Production RAG Pipeline with Hybrid BM25 + Dense Retrieval Premium
A blueprint for a hybrid retrieval pipeline that fuses BM25 keyword search with dense HNSW vector search across 200 million chunks, serving 800 queries per second at p99 retrieval latency under 120ms and recall at 50 above 0.92.
Build a Prompt Compression Pipeline to Reduce Token Costs Premium
A blueprint for compressing 8,000-token RAG contexts down to 2,000 tokens across 20,000 requests per minute, cutting billed input tokens by roughly 60% while keeping downstream answer accuracy within 2 points of the uncompressed baseline.
Build a Query Rewriting and Expansion Engine for RAG Premium
Design a query rewriting and expansion engine that turns 12,000 ambiguous queries per second into fused multi-index retrievals, lifting recall@8 from 0.62 to 0.89 while adding under 45ms to the retrieval path.
Build a Real-Time RAG Pipeline with Streaming Document Ingestion Premium
A blueprint for a streaming RAG ingestion pipeline that consumes 4,000 document change events per second from CDC and webhook sources, embeds only the delta, and keeps a 40 million chunk index queryable within an 8 second p99 staleness budget.
Build a Speculative Decoding Engine to Cut LLM Latency by 3x Premium
Design a speculative decoding engine that uses a small draft model to propose token sequences, enabling a 70B target model to verify multiple tokens per forward pass and achieve 3x throughput at p99 TTFT under 150ms.
Build a Token Budget Management System for LLM APIs Premium
Design a token budget management system that enforces per-tenant quotas at 10,000 requests per second, tracks real-time input and output token consumption, and rejects over-budget requests before inference to eliminate GPU waste and runaway API cost.
Build a Vector Index with HNSW and Quantization at 1B Vectors Premium
Design a billion-vector similarity index that serves 20,000 queries per second at 18ms p99 with recall@10 of 0.94, compressing 1.5TB of 768-dimensional embeddings into 352 bytes per vector across 64 shards.
Build an LLM Cold Start Optimizer for Serverless Inference Premium
How to cut LLM serverless cold starts from 60-90 seconds to under 4 seconds using snapshotted model weights, warm pools, and predictive pre-provisioning, so a scale-to-zero GPU fleet absorbs bursty traffic without breaching a 2-second p99 time-to-first-token SLA.