vectionlabs/VL-1-Coder

Hugging Face
TEXT GENERATIONConcurrency Cost:1Model Size:7.6BQuant:FP8Ctx Length:32kTool Calling:SupportedPublished:Feb 24, 2026License:apache-2.0Architecture:Transformer0.0K Open Weights Warm

VL-1-Coder is an 8-billion parameter coding agent developed by VectionLabs, built upon the Qwen2.5-Coder-7B architecture. It is heavily fine-tuned to prioritize dense reasoning and direct code output, eliminating conversational filler. This model excels at generating production-ready code for frontend, backend, and advanced mathematical tasks, focusing on agentic execution for complex problems.

Loading preview...

What is VL-1-Coder?

VL-1-Coder is an 8-billion parameter coding agent developed by VectionLabs, leveraging the Qwen2.5-Coder-7B architecture. Its core innovation lies in its "Dense Reasoning + Zero Filler" methodology, designed to produce immediate, production-ready code without boilerplate or conversational text. The model first reasons deeply within <thought>...</thought> blocks, then plans the architecture, and finally outputs the code.

Key Capabilities

  • Efficient Code Generation: Eliminates conversational filler, focusing directly on code output.
  • Dense Reasoning: Utilizes compressed, in-depth reasoning to tackle complex problems.
  • Agentic Execution: Capable of decomposing and solving highly complex tasks through structured steps.

Good For

  • Elite Frontend Development: Generating high-end user interfaces using frameworks like GSAP, Framer Motion, Three.js, and WebGL.
  • Scalable Backend Solutions: Creating secure, microservice-ready backend architectures.
  • Advanced Mathematical Algorithms: Providing rigorous, step-by-step algorithmic solutions.

Popular Sampler Settings

Top 3 parameter combinations used by Featherless users for this model. Click a tab to see each config.

temperature
top_p
top_k
frequency_penalty
presence_penalty
repetition_penalty
min_p