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GLM 5.2 Traces

GLM trajectories for instruction following, tool use, and software development.

THE PROJECT, IN PRACTICE

What you can do with it.

01

What this repository contains

Generated through Moonshiner with deterministic checks and independent review. Cumulative examples preserve tool arguments, results, corrections, and context; only the final assistant turn is the training target.

02

Read the schema before training

Inspect the dataset card and viewer to understand fields, split definitions, and how examples were constructed.

03

Preserve the intended target

Use the documented training target and provenance. Cumulative trace datasets generally supervise the final assistant step rather than repeatedly training earlier context.

FROM IDEA TO USE

How it works.

  1. 01

    Inspect

    Read the model or dataset card and its provenance.

  2. 02

    Prepare

    Check the runtime or schema and your intended use.

  3. 03

    Explore

    Open the repository and follow its current usage instructions.

Repository coordinates
greghavens/glm-5.2-coding-and-debugging-traces

Use the source page for current files, requirements, and usage examples.

TAKE IT FOR A SPIN

Start here.

Generated through Moonshiner with deterministic checks and independent review. Cumulative examples preserve tool arguments, results, corrections, and context; only the final assistant turn is the training target.

STATUS & REQUIREMENTS

Published dataset. Use its card for schema, intended use, and licensing.