# Provider: ambient - **TrackLLM** — machine-readable twin of [providers/ambient.html](https://www.trackllm.net/providers/ambient.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/providers/ambient.xml](https://www.trackllm.net/feeds/providers/ambient.xml) - **JSON** this page is rendered from: [data/providers/ambient.json](https://www.trackllm.net/data/providers/ambient.json) (provider JSON) - **Raw data** (every collected response): https://github.com/timothee-chauvin/trackllm_data · Built 2026-10-15 18:26 UTC [Home](https://www.trackllm.net/index.md) / ambient 6 endpoints across 5 models and 4 serving variants, monitored 2026-06-12 – 2026-09-21. 1 change detected across 1 endpoint. ## Drift rate Detected changes per endpoint-year of monitoring, with a 95% Poisson interval. A rate is withheld below 0.5 endpoint-years of exposure. | Method | Endpoints | Endpoint-years | Changes | Rate (/endpoint-year) | 95% interval | | --- | --- | --- | --- | --- | --- | | LT | 1 | 0.01 | 0 | — | — | | B3IT | 5 | 0.4 | 1 | — | — | ## Drift by model Every endpoint ambient serves. Each endpoint's full drift series and detected changes are in the JSON above. ## Monitoring & changes over time Endpoints under monitoring each month (the exposure the rate divides by) are in the JSON above under `months` and `variants[].monitoring`. ## Serving variants A provider's quantizations are separate serving stacks and drift separately. | Variant | Endpoints | LT rate | LT 95% interval | LT changes | B3IT endpoints | B3IT changes | | --- | --- | --- | --- | --- | --- | --- | | — | 2 | — | — | 0 | 1 | 0 | | fp4 | 2 | — | — | 0 | 2 | 1 | | fp8 | 1 | — | — | 0 | 1 | 0 | | int4 | 1 | — | — | 0 | 1 | 0 | ## Endpoints | Model | Variant | Org | Status | Changes | Methods | Last change | | --- | --- | --- | --- | --- | --- | --- | | [deepseek-v4-flash-0731](https://www.trackllm.net/endpoints/deepseek2fdeepseek-v4-flash-073123ambient2ffp4.md) | [ambient/fp4](https://www.trackllm.net/providers/ambient.md) | [deepseek](https://www.trackllm.net/orgs/deepseek.md) | retired | 1 | `B3IT` | 2026-08-28 | | [deepseek-v4-flash](https://www.trackllm.net/endpoints/deepseek2fdeepseek-v4-flash23ambient2ffp4.md) | [ambient/fp4](https://www.trackllm.net/providers/ambient.md) | [deepseek](https://www.trackllm.net/orgs/deepseek.md) | retired | 0 | `B3IT` | — | | [gemma-4-31b-it](https://www.trackllm.net/endpoints/google2fgemma-4-31b-it23ambient.md) | [ambient](https://www.trackllm.net/providers/ambient.md) | [google](https://www.trackllm.net/orgs/google.md) | retired | 0 | `LT` | — | | [glm-5.2](https://www.trackllm.net/endpoints/z-ai2fglm-5.223ambient2ffp8.md) | [ambient/fp8](https://www.trackllm.net/providers/ambient.md) | [z-ai](https://www.trackllm.net/orgs/z-ai.md) | retired | 0 | `B3IT` | — | | [kimi-k2.7-code](https://www.trackllm.net/endpoints/moonshotai2fkimi-k2.7-code23ambient.md) | [ambient](https://www.trackllm.net/providers/ambient.md) | [moonshotai](https://www.trackllm.net/orgs/moonshotai.md) | retired | 0 | `B3IT` | — | | [kimi-k2.7-code](https://www.trackllm.net/endpoints/moonshotai2fkimi-k2.7-code23ambient2fint4.md) | [ambient/int4](https://www.trackllm.net/providers/ambient.md) | [moonshotai](https://www.trackllm.net/orgs/moonshotai.md) | retired | 0 | `B3IT` | — | | [step-3.7-flash](https://www.trackllm.net/endpoints/stepfun2fstep-3.7-flash23ambient2ffp8.md) | [ambient/fp8](https://www.trackllm.net/providers/ambient.md) | [stepfun](https://www.trackllm.net/orgs/stepfun.md) | retired, errors out | 0 | — | — | ## Detected changes | Date | Endpoint | Method | Magnitude | Description | | --- | --- | --- | --- | --- | | 2026-08-28 | [deepseek-v4-flash-0731 @ ambient/fp4](https://www.trackllm.net/endpoints/deepseek2fdeepseek-v4-flash-073123ambient2ffp4.md) | B3IT | TV 0.48 | Probe-prompt outputs shifted (total variation 0.48) | --- 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)