# Provider: sail-research

- **TrackLLM** — machine-readable twin of [providers/sail-research.html](https://www.trackllm.net/providers/sail-research.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/sail-research.xml](https://www.trackllm.net/feeds/providers/sail-research.xml)
- **JSON** this page is rendered from: [data/providers/sail-research.json](https://www.trackllm.net/data/providers/sail-research.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) / sail-research

13 endpoints across 8 models and 3 serving variants, monitored since 2026-07-24. 4 changes detected across 4 endpoints.

## 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 | 6 | 0.42 | 0 | — | — |
| B3IT | 10 | 0.76 | 4 | 5.27 | 0.11–10.44 |

## Drift by model

Every endpoint sail-research 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 |
| --- | --- | --- | --- | --- | --- | --- |
| fp4 | 6 | — | — | 0 | 4 | 1 |
| us | 4 | — | — | 0 | 3 | 0 |
| fp8 | 3 | — | — | 0 | 3 | 3 |

## Endpoints

| Model | Variant | Org | Status | Changes | Methods | Last change |
| --- | --- | --- | --- | --- | --- | --- |
| [deepseek-v4.1-flash](https://www.trackllm.net/endpoints/deepseek2fdeepseek-v4.1-flash23sail-research2ffp4.md) | [sail-research/fp4](https://www.trackllm.net/providers/sail-research.md) | [deepseek](https://www.trackllm.net/orgs/deepseek.md) | tracked | 1 | `LT` `B3IT` | 2026-10-01 |
| [glm-5.2](https://www.trackllm.net/endpoints/z-ai2fglm-5.223sail-research2ffp8.md) | [sail-research/fp8](https://www.trackllm.net/providers/sail-research.md) | [z-ai](https://www.trackllm.net/orgs/z-ai.md) | retired | 1 | `B3IT` | 2026-07-29 |
| [glm-5.3](https://www.trackllm.net/endpoints/z-ai2fglm-5.323sail-research2ffp8.md) | [sail-research/fp8](https://www.trackllm.net/providers/sail-research.md) | [z-ai](https://www.trackllm.net/orgs/z-ai.md) | tracked | 1 | `B3IT` | 2026-09-11 |
| [glm-5.3-flash](https://www.trackllm.net/endpoints/z-ai2fglm-5.3-flash23sail-research2ffp8.md) | [sail-research/fp8](https://www.trackllm.net/providers/sail-research.md) | [z-ai](https://www.trackllm.net/orgs/z-ai.md) | retired | 1 | `B3IT` | 2026-09-09 |
| [deepseek-v4-flash](https://www.trackllm.net/endpoints/deepseek2fdeepseek-v4-flash23sail-research2ffp4.md) | [sail-research/fp4](https://www.trackllm.net/providers/sail-research.md) | [deepseek](https://www.trackllm.net/orgs/deepseek.md) | retired | 0 | `LT` `B3IT` | — |
| [deepseek-v4-flash-0731](https://www.trackllm.net/endpoints/deepseek2fdeepseek-v4-flash-073123sail-research2ffp4.md) | [sail-research/fp4](https://www.trackllm.net/providers/sail-research.md) | [deepseek](https://www.trackllm.net/orgs/deepseek.md) | tracked | 0 | `B3IT` | — |
| [deepseek-v4-flash-0731](https://www.trackllm.net/endpoints/deepseek2fdeepseek-v4-flash-073123sail-research2fus.md) | [sail-research/us](https://www.trackllm.net/providers/sail-research.md) | [deepseek](https://www.trackllm.net/orgs/deepseek.md) | tracked | 0 | `LT` `B3IT` | — |
| [deepseek-v4-pro-0813](https://www.trackllm.net/endpoints/deepseek2fdeepseek-v4-pro-081323sail-research2ffp4.md) | [sail-research/fp4](https://www.trackllm.net/providers/sail-research.md) | [deepseek](https://www.trackllm.net/orgs/deepseek.md) | tracked | 0 | `LT` | — |
| [deepseek-v4-pro-0813](https://www.trackllm.net/endpoints/deepseek2fdeepseek-v4-pro-081323sail-research2fus.md) | [sail-research/us](https://www.trackllm.net/providers/sail-research.md) | [deepseek](https://www.trackllm.net/orgs/deepseek.md) | tracked | 0 | `LT` | — |
| [glm-5.3](https://www.trackllm.net/endpoints/z-ai2fglm-5.323sail-research2fus.md) | [sail-research/us](https://www.trackllm.net/providers/sail-research.md) | [z-ai](https://www.trackllm.net/orgs/z-ai.md) | tracked | 0 | `B3IT` | — |
| [glm-5.3-flash](https://www.trackllm.net/endpoints/z-ai2fglm-5.3-flash23sail-research2ffp4.md) | [sail-research/fp4](https://www.trackllm.net/providers/sail-research.md) | [z-ai](https://www.trackllm.net/orgs/z-ai.md) | tracked | 0 | `B3IT` | — |
| [glm-5.3-flash](https://www.trackllm.net/endpoints/z-ai2fglm-5.3-flash23sail-research2fus.md) | [sail-research/us](https://www.trackllm.net/providers/sail-research.md) | [z-ai](https://www.trackllm.net/orgs/z-ai.md) | tracked | 0 | `B3IT` | — |
| [kimi-k3](https://www.trackllm.net/endpoints/moonshotai2fkimi-k323sail-research2ffp4.md) | [sail-research/fp4](https://www.trackllm.net/providers/sail-research.md) | [moonshotai](https://www.trackllm.net/orgs/moonshotai.md) | tracked | 0 | `LT` | — |
| [kimi-k2.6](https://www.trackllm.net/endpoints/moonshotai2fkimi-k2.623sail-research2fint4.md) | [sail-research/int4](https://www.trackllm.net/providers/sail-research.md) | [moonshotai](https://www.trackllm.net/orgs/moonshotai.md) | retired | 0 | — | — |

## Detected changes

| Date | Endpoint | Method | Magnitude | Description |
| --- | --- | --- | --- | --- |
| 2026-10-01 | [deepseek-v4.1-flash @ sail-research/fp4](https://www.trackllm.net/endpoints/deepseek2fdeepseek-v4.1-flash23sail-research2ffp4.md) | B3IT | TV 0.37 | Probe-prompt outputs shifted (total variation 0.37) |
| 2026-09-11 | [glm-5.3 @ sail-research/fp8](https://www.trackllm.net/endpoints/z-ai2fglm-5.323sail-research2ffp8.md) | B3IT | TV 0.23 | Probe-prompt outputs shifted (total variation 0.23) |
| 2026-09-09 | [glm-5.3-flash @ sail-research/fp8](https://www.trackllm.net/endpoints/z-ai2fglm-5.3-flash23sail-research2ffp8.md) | B3IT | TV 0.25 | Probe-prompt outputs shifted (total variation 0.25) |
| 2026-07-29 | [glm-5.2 @ sail-research/fp8](https://www.trackllm.net/endpoints/z-ai2fglm-5.223sail-research2ffp8.md) | B3IT | TV 0.35 | Probe-prompt outputs shifted (total variation 0.35) |


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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)
