# kwaipilot/kat-coder-pro-v2 @ atlas-cloud/fp8

- **TrackLLM** — machine-readable twin of [endpoints/kwaipilot2fkat-coder-pro-v223atlas-cloud2ffp8.html](https://www.trackllm.net/endpoints/kwaipilot2fkat-coder-pro-v223atlas-cloud2ffp8.html). Every page on the site has a `.md` sibling at the same path; links below point at those.
- **Atom feed** of this page's detected changes: [feeds/endpoints/kwaipilot2fkat-coder-pro-v223atlas-cloud2ffp8.xml](https://www.trackllm.net/feeds/endpoints/kwaipilot2fkat-coder-pro-v223atlas-cloud2ffp8.xml)
- **JSON** this page is rendered from: [data/models/kwaipilot2fkat-coder-pro-v2.json](https://www.trackllm.net/data/models/kwaipilot2fkat-coder-pro-v2.json) (model JSON)
- **Raw data** (every collected response): https://github.com/timothee-chauvin/trackllm_data · Built 2026-09-09 09:47 UTC

[Home](https://www.trackllm.net/index.md) / [kwaipilot](https://www.trackllm.net/orgs/kwaipilot.md) / [kat-coder-pro-v2](https://www.trackllm.net/models/kwaipilot2fkat-coder-pro-v2.md) / @ atlas-cloud/fp8

Model: [kwaipilot/kat-coder-pro-v2](https://www.trackllm.net/models/kwaipilot2fkat-coder-pro-v2.md) · Served by: [Atlas Cloud](https://www.trackllm.net/providers/atlas-cloud.md) (fp8) · Organization: [kwaipilot](https://www.trackllm.net/orgs/kwaipilot.md) · Methods: none (pending)

kat-coder-pro-v2 is served by 1 provider (see the model page).
atlas-cloud serves 9 models (see the provider page).

## Tracking status

- **LT** — no logprobs: This endpoint does not return logprobs, so logprob tracking is impossible.
- **B3IT** — pending: This endpoint has not been evaluated for tracking yet.

## Endpoint details

From the OpenRouter catalog snapshot.

| Field | Value |
| --- | --- |
| Pricing (per Mtok) | $0.30 in · $1.20 out |
| Listed since | 2026-03-27 |
| Claims temperature | yes |
| Claims logprobs | no |


## Spend

What OpenRouter billed for tracking this endpoint. Spend recorded since 2026-06-24.

| Total to date | Last 30 days | Queries |
| --- | --- | --- |
| $0.00050 | $0.00015 | 111 |

## Methods

- **LT — logprob tracking.** Primary signal where the provider returns logprobs. The drift is the mean absolute change in the returned tokens' log-probabilities versus the reference period (nats). A detected changepoint is published once the level shift across it — mean drift over the 7 days after minus the 7 days before — reaches 0.1 nats; that shift is the magnitude shown.
- **B3IT — border inputs.** Black-box fallback for endpoints that hide logprobs. Tracks how far the top-token votes on a ranked set of near-tie prompts have moved from the reference distribution (total variation, 0–1).

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Data collected via the OpenRouter API. [Home](https://www.trackllm.net/index.md) · [Changes](https://www.trackllm.net/changes.md) · [Providers](https://www.trackllm.net/providers.md) · [Endpoints](https://www.trackllm.net/endpoints.md) · [Methodology](https://www.trackllm.net/methodology.md) · [About](https://www.trackllm.net/about.md) · [GitHub](https://www.trackllm.net/github.md)