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Open-source AI red teaming toolkit from Microsoft. Test generative AI systems with automated scans, adaptive multi-turn attacks, and a web UI.

The complete post-training stack for LLMs, plus RL for any problem. SFT, DPO and multi-turn agentic RL, with evolutionary hyperparameter optimization built in.

World model reinforcement learning for multi-turn VLM agents. RL for vision framework (NeurIPS 2025).

This is the official GitHub repository for our survey paper "Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models".

High-performance LLM inference engine — drop-in replacement for Ollama with faster multi-turn inference, lower TTFT, and higher throughput through prefix caching and continuous batching.

An LLM programming assistant engine built with Go, supporting WebSocket, multi-turn dialogues, tool calling, permission control, and skill extension.

All-in-one terminal covering 30+ protocols — SSH, RDP, SFTP, databases, Kubernetes and more. With a built-in AI Agent that runs multi-turn shell commands autonomously.

🔍 The hardest search benchmark in the wild — vague, multi-turn, proactive. 200 long-horizon tasks with persona-driven progressive disclosure, scored by verifiable schema-free knowledge-graph evaluation. No vibes, just triplet F1.

WBench: A Comprehensive Multi-turn Benchmark for Interactive Video World Model Evaluation