Skip to content
HagiCodeHagicode Docs

Select language

Current language: English

LLM Guide

Edit page

Why an LLM guide

In code generation workflows, model performance differs significantly across quality, latency, and cost. This category provides a consistent evaluation structure to help developers choose models faster.

  1. Start with Model Comparison and Evaluation in HagiCode.
  2. Pick candidates based on your priority (quality-first, cost-first, or speed-first).
  3. Check the test-time notes before applying conclusions to production use.

Maintenance principles

  • Refresh conclusions when model capability changes materially.
  • Re-validate test-time context at least once per month.
  • Keep Chinese and English pages aligned in section structure.

HagiCode

HagiCode is an agentic coding workspace. OpenSpec workflows plan the change, multi-agent execution carries it out, and Hero Dungeon makes the long run visible, so ideas become shipped software.

Turn ideas into polished, usable software with a smarter, faster, and more enjoyable agentic coding workflow.

Visit HagiCodeRead the documentation
  • SmartOpenSpec workflows turn intent into an executable path, from proposal to design, tasks, and a shipped change.
  • EfficientMulti-agent execution keeps research, implementation, and review moving in parallel, across several repositories and the Agent CLIs you already use.
  • FunHero Dungeon turns long coding sessions into a visible, collaborative adventure with heroes, progress, and achievements.

HagiCode at a glance

  • HagiCode workbench showing a session kanban board with Pending, In Progress, and Archived columns.
    The workbench: every session on one kanban board.
  • HagiCode proposal stage bar from Created to Archived, with the Execution Completed stage highlighted and an Archive Plan button.
    A proposal moves from created to drafted, reviewed, executed, and archived.
  • HagiCode Hero Dungeon panel named Ember Keep, listing three running heroes with their level, progress, and story text.
    Hero Dungeon: heroes run the work while you follow progress, levels, and story.

Download for Windows

Get it from Microsoft StoreAll downloads

Ecosystem Sites

Quick Links

Community

© 2026 HagiCode | Powered By hagilight-starlight@0.9.2 | Branch: main | Commit: b74d888 | Built: