Chinese Quantitative Firm Unveils Game-Changing AI Model

In a move that's shaking up the tech industry, Beijing-based Jiukun Investment has launched its IQuest-Coder-V1 series - an AI model that delivers professional-grade performance on consumer hardware. The 40B parameter version recently scored an impressive 81.4% on the SWE-Bench Verified list, outperforming established models from major players.

Democratizing AI Development

What makes this release particularly noteworthy isn't just its performance, but its accessibility. "We wanted to break down the hardware barrier," explains the development team. The model runs smoothly on a single NVIDIA 3090 or 4090 GPU - hardware within reach of many independent developers and small studios.

The series comes in three sizes (7B, 14B, and 40B parameters) to suit different needs. The flagship 40B version includes a special 'Loop' variant that squeezes more efficiency from each parameter, making resource-intensive tasks feasible on modest setups.

Learning Like Humans Code

The secret sauce? A revolutionary "multi-stage training with code flow" approach. Traditional models learn from static code snippets, but IQuest-Coder-V1 studies how code evolves over time - much like human developers learn by watching projects grow. This dynamic training method helps the AI better understand real-world software development patterns.

From Animation to Game Development

Early demonstrations have wowed observers. The model can generate everything from particle text animations to complete pixel sandbox games with surprising sophistication. One developer commented, "It's like having a senior programmer looking over your shoulder - but one who never sleeps."

The tech community is buzzing about Jiukun's sudden rise in AI. Known primarily for quantitative investment since 2012, the company appears to have quietly assembled an all-star AI research team whose work is now bearing fruit.

Responsible Innovation

The company emphasizes responsible use - all generated code should be tested in sandbox environments first. "This is a powerful tool, not magic," cautions their technical documentation. "Human oversight remains essential for production environments."

As China continues making strides in AI innovation, IQuest-Coder-V1 represents both technological achievement and practical accessibility - potentially changing who gets to participate in cutting-edge software development.

Key Points:

• Runs on consumer-grade GPUs (3090/4090)
• Outperforms Claude Opus-4.5 and GPT-5.2 in coding tasks (81.4% SWE-Bench score)
• Unique "code flow" training mimics real development processes
• Three versions available (7B, 14B, 40B parameters)
• Includes efficiency-focused Loop variant for 40B model