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Head-to-head comparison

KAT-Coder-Pro V2.5 vs LFM2.5 230M

KAT-Coder-Pro V2.5 (Kuaishou) and LFM2.5 230M (LiquidAI) compared on the ModelCap Index, API price, context window, provider availability, weight access and every public benchmark board they share. Figures are the same ones shown on the live rankings; nothing here is a hidden score.

Snapshot as of 17 August 2026

As of 17 August 2026, KAT-Coder-Pro V2.5 holds the stronger ModelCap Index position (#143 vs #144).

Which should you choose?

Choose KAT-Coder-Pro V2.5 if…

  • you want the stronger overall ModelCap Index position — #143 against #144 (22.5 vs 22.5 points).
  • you want provider choice — 1 listed API providers against 0.
  • you want the more recently listed model — KAT-Coder-Pro V2.5 was listed 10 July 2026, LFM2.5 230M 24 June 2026.

Choose LFM2.5 230M if…

  • ModelCap publishes no field on which LFM2.5 230M leads KAT-Coder-Pro V2.5 for this pair.

KAT-Coder-Pro V2.5 vs LFM2.5 230M: specs, pricing and context

Specification comparison of KAT-Coder-Pro V2.5 and LFM2.5 230M
FieldKAT-Coder-Pro V2.5KuaishouLFM2.5 230MLiquidAI
ModelCap Index position#143#144
Index score22.522.5
EvidenceEstimatedEstimated
Input price / 1M tokens$0.74Unlisted
Output price / 1M tokens$2.96Unlisted
Context window256K tokens— tokens
Max output tokens80K
API providers listed10
Weight accessAPI onlyRestricted license
Input modalitiesTextText
First listed10 July 202624 June 2026
PublisherKuaishouLiquidAI

Evidence: global corpus prior · leave-one-anchor-out calibrated · global corpus prior · leave-one-anchor-out calibrated. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: KAT-Coder-Pro V2.5 vs LFM2.5 230M

Neither model has a published result on a public benchmark board ModelCap tracks yet.

Scores are the sources' own published figures for each model's best evaluated configuration; ModelCap never re-runs a benchmark.

Want a different pairing? Open the interactive comparison tool to swap either model for any current ranked language model.

KAT-Coder-Pro V2.5 vs LFM2.5 230M: common questions

Is KAT-Coder-Pro V2.5 better than LFM2.5 230M?

KAT-Coder-Pro V2.5 ranks higher on the ModelCap Index as of 17 August 2026: #143 against #144. That is a capability ranking built from public benchmark evidence with published uncertainty; whether it is "better" for you also depends on price, context and where you can run it.

Is KAT-Coder-Pro V2.5 cheaper than LFM2.5 230M?

At least one of the two has no listed API price on ModelCap right now, so no price comparison is made.

Which has the bigger context window, KAT-Coder-Pro V2.5 or LFM2.5 230M?

Both publish a 256K-token context window.

Which is better for coding, KAT-Coder-Pro V2.5 or LFM2.5 230M?

The two models do not share a coding benchmark board on ModelCap yet, so no head-to-head coding score is published; the ModelCap Index position is the closest overall signal.

Are KAT-Coder-Pro V2.5 and LFM2.5 230M open-weight models?

KAT-Coder-Pro V2.5: API only. LFM2.5 230M: Restricted license. Open weights mean the checkpoint can be downloaded and self-hosted under its licence; API-only models are available solely through hosted endpoints.

Where can I run KAT-Coder-Pro V2.5 and LFM2.5 230M?

ModelCap currently lists 1 API provider for KAT-Coder-Pro V2.5 and 0 for LFM2.5 230M, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.

How current is this KAT-Coder-Pro V2.5 vs LFM2.5 230M comparison?

Every figure comes from the sealed ModelCap dataset published 17 August 2026; the page re-renders within a minute of each data refresh, and the ModelCap Index positions are the same ones shown on the live rankings.

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