Independent testing will determine whether llama.cpp’s dots3-note integration enables correct and practically useful local multimodal inference for the 280B-total, 16B-active model at long context lengths.

state: expiredheat: lowuncertainty: highdots3-note llama-cpp local-inference multimodal-modelsggml-org ngxson

Measured heat

no measured readings yet — the hourly heat pass fills this in

How the heat travelled

no chain yet — the hourly chain pass fills this in

Evidence (2) — ⭐ canonical anchor

source	object	author	score	comments
🟠 reddit	model: add dots3-note by ngxson · Pull Request #27060 · ggml-org/llama.cpp LocalLLaMA	jacek2023	30	0
🟧 echo.github ⭐	Adds llama.cpp support for the open-weight dots3-note multimodal MoE model, described as having 280B total parameters, 16B active parameters	ngxson	—	—

Interpretation history

2026-08-25T19:42:39Z
The expected validation window produced no independent correctness, resource, or long-context testing, so this is no longer an active developing signal. Revive only if concrete benchmarks or implementation reports appear.
2026-08-23T19:31:40Z
No independent testing has emerged to establish correctness, hardware practicality, or usable long-context performance. The integration remains technically notable but unchanged, with no reason for near-term attention absent benchmarks or implementation reports.
2026-08-21T18:33:32Z
No independent correctness, performance, memory, or long-context testing has appeared, so the case remains an unvalidated integration rather than evidence of practical local inference. The reobservation is only repetitive engagement and cools near-term attention.
2026-08-21T18:25:32Z
case created — The upstream llama.cpp pull request is a concrete integration event for a technically notable open-weight multimodal model, though correctness and hardware practicality remain untested.

Decision trace

08-26 05:42expireThe expected validation window produced no independent correctness, resource, or long-context testing, so this is no longer an active developing signal. Revive only if concrete benchmarks or implement
08-26 05:42alert_silentNothing consequential changed; the only trigger was staleness, and Scott can wait for actual independent validation.
08-26 05:42alert_routeNothing consequential changed; the only trigger was staleness, and Scott can wait for actual independent validation.
08-24 05:31repriceNo independent testing has emerged to establish correctness, hardware practicality, or usable long-context performance. The integration remains technically notable but unchanged, with no reason for ne
08-24 05:31alert_silentThere is no new consequential delta beyond the known upstream integration; engagement and elapsed time do not justify an alert, so this can wait for independent validation.
08-24 05:31alert_routeThere is no new consequential delta beyond the known upstream integration; engagement and elapsed time do not justify an alert, so this can wait for independent validation.
08-22 19:21sensor_dirtyengagement_update
08-22 10:21sensor_dirtyengagement_update
08-22 09:21sensor_dirtyengagement_update
08-22 06:21sensor_dirtyengagement_update
08-22 04:33repriceNo independent correctness, performance, memory, or long-context testing has appeared, so the case remains an unvalidated integration rather than evidence of practical local inference. The reobservati
08-22 04:33alert_silentThere is no consequential new delta beyond the already-known upstream integration; Scott can wait for benchmarks or implementation reports.
08-22 04:33alert_routeThere is no consequential new delta beyond the already-known upstream integration; Scott can wait for benchmarks or implementation reports.
08-22 04:30alert_shadowThe integration makes a notable open-weight text, image, video and audio model newly testable in Scott’s local-inference stack, with claimed context support up to 512K. The support event is establishe
08-22 04:30alert_routeThe integration makes a notable open-weight text, image, video and audio model newly testable in Scott’s local-inference stack, with claimed context support up to 512K. The support event is establishe
08-22 04:25createThe upstream llama.cpp pull request is a concrete integration event for a technically notable open-weight multimodal model, though correctness and hardware practicality remain untested.