# neversleep/llama-3.1-lumimaid-8b @ mancer/fp16

- **TrackLLM** — machine-readable twin of [endpoints/neversleep2fllama-3.1-lumimaid-8b23mancer2ffp16.html](https://www.trackllm.net/endpoints/neversleep2fllama-3.1-lumimaid-8b23mancer2ffp16.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/neversleep2fllama-3.1-lumimaid-8b23mancer2ffp16.xml](https://www.trackllm.net/feeds/endpoints/neversleep2fllama-3.1-lumimaid-8b23mancer2ffp16.xml)
- **JSON** this page is rendered from: [data/models/neversleep2fllama-3.1-lumimaid-8b.json](https://www.trackllm.net/data/models/neversleep2fllama-3.1-lumimaid-8b.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) / [neversleep](https://www.trackllm.net/orgs/neversleep.md) / [llama-3.1-lumimaid-8b](https://www.trackllm.net/models/neversleep2fllama-3.1-lumimaid-8b.md) / @ mancer/fp16

Model: [neversleep/llama-3.1-lumimaid-8b](https://www.trackllm.net/models/neversleep2fllama-3.1-lumimaid-8b.md) · Served by: [Mancer](https://www.trackllm.net/providers/mancer.md) (fp16) · Organization: [neversleep](https://www.trackllm.net/orgs/neversleep.md) · Methods: `LT`

llama-3.1-lumimaid-8b is served by 2 providers (see the model page).
mancer serves 13 models (see the provider page).

## Tracking status

- **LT** — stalled: We tracked this endpoint's logprobs, but its recent queries all failed, so tracking stopped.
- **B3IT** — pending: This endpoint has not been evaluated for tracking yet.

## Drift from baseline

Both signals measure how far this endpoint's behavior has moved from its reference period. LT tracks the average change in the returned tokens' log-probabilities (nats); B3IT tracks the total-variation distance of the border-input votes (0–1). Both should ideally be as close to 0 as possible.

Full series: [data/models/neversleep2fllama-3.1-lumimaid-8b.json](https://www.trackllm.net/data/models/neversleep2fllama-3.1-lumimaid-8b.json)

## Detected changes

No change detected so far.

## 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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