flint: 40B MoE Coding Agent with 2.5B Active Parameters per Token
RecursiveSI/flint
About the project
Flint, released by RecursiveSI, is a language model specialized in codebase exploration, bug fixing, feature implementation, and test writing. It adopts a mixture-of-experts structure, activating approximately 2.5B of its total 39.8B parameters per token. It supports text input and output, reasoning, and multi-turn tool calling.
Performance metrics focus on coding agent tasks. It recorded 74.2% on SWE-bench Verified, 89.7% on SWE-bench Pro v2, and 54.9% on Terminal-Bench 2.1. It features a 262,144-token context window and a 150,144-token vocabulary, with a knowledge cutoff of June 2026.
Hardware requirements are a single B300 or H200 GPU. The repository includes a BF16 checkpoint and an SGLang serving kit, enabling immediate deployment via Docker. Quantized versions compatible with llama.cpp, Ollama, and LM Studio are also separately available.
Released under the Apache-2.0 license, it can be used in commercial environments. For handling complex code issues, an output version of 32,768 tokens or more is recommended, with settings optimized at temperature 1.0, top-p 0.95, and top-k 20.
RecursiveSI/flint
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