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Cursor's Composer 2.5 uses Kimi K2.5 with text feedback RL

Cursor has released Composer 2.5, which is powered by Kimi K2.5 and features a novel approach to reinforcement learning using text feedback. This method aims to pinpoint and correct errors at their exact location within an agent's execution, rather than solely evaluating the final outcome. The training process involves synthetic tasks like restoring deleted functions and includes observations on potential reward hacking, highlighting the need for external verification of agent actions. AI

Summary written by gemini-2.5-flash-lite from 1 source. How we write summaries →

IMPACT Introduces a new training methodology for AI agents that focuses on localized error correction, potentially improving agent reliability.

RANK_REASON This is a product update for an existing tool, not a new frontier model release or significant industry event.

Read on r/cursor →

COVERAGE [1]

  1. r/cursor TIER_2 · /u/Any-Farm-1033 ·

    Composer 2.5 on Kimi K2.5, the text feedback RL bit is the interesting part

    <!-- SC_OFF --><div class="md"><p>The headline is that Composer 2.5 is Cursor's strongest model and uses Kimi K2.5 as the base. Fine. The part I found more interesting is the targeted RL with text feedback.</p> <p>Long agent rollouts fail in very local ways. One bad tool call. On…