Composer 2.5

Composer 2.5 adds continued training and reinforcement learning to Kimi K2.5. Training includes targeted text feedback on individual actions and more difficult synthetic coding tasks.

What the release provides

Text feedback targets specific behavior, such as a bad tool choice, rather than relying only on a reward for the complete task. The model is trained to sustain work across many actions and adjust its effort.Composer 2.5 training and base model

How to use it well

Practical guidance. Give the agent an observable outcome and the project’s actual constraints. Inspect the complete change and tool results before accepting it. Long execution does not establish that the requested behavior works.

Speed and price options

Fast is the default Composer 2.5 tier. Cursor describes the same intelligence as the standard tier, with higher speed and different token rates.Current Composer 2.5 context and service tiers

The current product contract supports file edits, search, shell commands and other agent tools. These tools belong to the Cursor environment; their presence does not make Composer a native image generator.Current Composer 2.5 context and service tiers

Practical guidance. Use the fast tier when waiting between interactive changes limits progress. Compare complete task cost, including repeated attempts, before choosing a default for long unattended work.

Specifications & access

Composer 2.5 specifications
DetailValue and conditions
AccessProvider product
Model identifierscomposer-2.5
Context window200,000 tokens

Current Cursor model context

Current Composer 2.5 context and service tiers
Standard tierThe standard tier has lower token rates than Fast; both are described as having the same intelligence.Current Composer 2.5 context and service tiers

Related models

  • First-generation Composer coding-agent model with a 200,000-token context.

    Launch date Provider product