Factory AI

Factory AISince 2024-03

Factory AI creates autonomous 'Droids'—specialized AI agents designed to automate the repetitive tasks across the software development lifecycle. From generating comprehensive unit test suites to reviewing pull requests, resolving security vulnerabilities, and migrating legacy codebases, Factory Droids operate seamlessly within your existing Git and CI/CD pipelines. Built for engineering organizations seeking to amplify developer productivity, Factory integrates directly with Jira, Slack, GitHub, and cloud providers to handle end-to-end engineering tickets.

Factory's Droids are orchestrated using a multi-agent framework that combines static analysis, dynamic AST parsing, and frontier reasoning models. Each Droid is specialized for a distinct engineering task, such as Code Review Droid, Test Generation Droid, or Migration Droid. They run safely within sandboxed execution environments, adhering to company security policies and compliance standards while delivering verified, actionable code diffs.

vLLMSince 2023-06

vLLM is the industry-standard open-source LLM serving and inference engine designed for ultra-high throughput and minimal memory waste. Developed by UC Berkeley researchers, vLLM introduced PagedAttention—a revolutionary memory management algorithm that manages attention key-value (KV) cache like virtual memory in operating systems, virtually eliminating memory fragmentation. Capable of delivering 2x to 4x higher throughput than Hugging Face TGI and standard PyTorch runtimes, vLLM powers production AI inference infrastructure across enterprise cloud clusters and high-volume API providers worldwide.

vLLM features state-of-the-art inference optimizations including continuous request batching, Chunked Prefill, speculative decoding, prefix caching, and native quantization support (AWQ, GPTQ, FP8, INT4, SqueezeLLM). It provides drop-in OpenAI-compatible REST API endpoints, supports multi-GPU distributed tensor parallelism with Ray/NCCL, and serves all major model architectures including DeepSeek-V3, Llama 3.3, Mistral, Qwen 2.5, and Command R+.