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AI Agent Papers·2026
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ProgramGym: Scaling Training Environments for Long-Horizon Program Reproduction Agents

Chengyi Yang, Renxu Bao +11·Affiliation: Xiamen University, Affiliation: Washington University in St. Louis +2

Converts real repositories into verifiable, sandboxed training environments with black-box tests to train coding agents on long-horizon program reproduction. Provides Program-Env for automated environment construction and Program-Agent for a role-isolated development workflow, yielding 1,648 C/C++/Go/Rust tasks and improving benchmark performance.

#coding-agents#long-horizon#programming#code#benchmark+8
Hugging Face
AI Model·2026
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DeepSeek-V4.1-Flash-1017

DeepSeek-AI

Multimodal Mixture-of-Experts foundation model for long-context agent workloads — supports up to 1M-token contexts and uses aggressive KV-cache compression (FP4 + cross-layer reuse) to reduce memory and storage footprint while improving reasoning, coding and vision benchmark performance.

#deepseek#safetensors#transformers#fp4#fp8+9
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