LottiCode — Pure Execution Code-Monkey

"Zero architectural bloat. Maximum 16-bit execution precision. Built to code down exact specifications."

LottiCode is a highly optimized, specialized model built exclusively for pure, raw code generation (writing down the lines). It operates natively on Linux with full hardware acceleration on AMD GPUs.

Crucial Operational Framework

  • NO Architecture, NO Code Reviews: This model does not design software architectures, evaluate system design, or review existing codebases. It is built to code, not to plan.
  • Requires an Architect Agent: To function efficiently, LottiCode depends entirely on a separate, high-level architecture agent that provides an explicit, foolproof step-by-step master plan.
  • Context Window Optimization: Because the model works most efficiently within a compact context window (recommended 8192), the orchestration layer must feed it clean, granular, bite-sized tasks. It turns precise, isolated technical specs into flawless, production-ready code—step by step.

Core Competencies (Pure Execution)

  1. TypeScript & JavaScript: Writing down rigid typings, exact interface implementations, and clean functional logic.
  2. Express API Services: Generating robust endpoints, explicit route validations, and strict error handlers based on strict specifications.
  3. Python Backends: Fast scripting, data processing logic, and automation code.
  4. Tailwind CSS Frontend: Turning precise UI specs into perfect HTML/JSX layout code with responsive Tailwind utility classes.

Recommended LM Studio Parameters

  • Context Length: 8192 (Keep it small and focused per sub-task to maximize precision!)
  • Max Tokens (Output): 2048
  • GPU Offload: Max (100% VRAM utilization via Vulkan/ROCm backend)
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