Independent benchmarks will determine whether sampler-level self-signaling of reasoning budgets in llama.cpp improves low-budget coding performance over hard token cutoffs without materially hurting quality at larger budgets.

state: expiredheat: lowuncertainty: highreasoning-budgets llama-cpp inference-controlhellajacked

Measured heat

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

no chain yet — the hourly chain pass fills this in

source	object	author	score	comments
🟠 reddit ⭐	Benchmarked: MindControl for Llama.cpp LocalLLaMA	hellajacked	44	13

2026-08-03T05:21:32Z
No independent benchmark or implementation appeared within the case’s active horizon; repeated observations only recycled the original author’s claims. The technique remains unvalidated, but the episode has faded rather than developed.
2026-07-31T01:23:20Z
The attached evidence still points only to the original author’s benchmark; continued engagement is repetitive amplification, not independent validation. The technique remains plausible but unreplicated.
2026-07-30T16:23:49Z
The newly attached material still resolves to the original author's benchmark rather than an independent replication. Warm llama.cpp activity does not change the case's meaning; it remains an interesting but unvalidated inference-control technique.
2026-07-30T14:23:02Z
The modest engagement increase adds attention but no independent benchmark, implementation, or consequential participant. The case remains an unreplicated technique awaiting external validation.
2026-07-30T10:22:09Z
case created — Single Reddit post with benchmarks for a novel inference-control technique; plausible but no independent replication yet.

08-03 15:21expireNo independent benchmark or implementation appeared within the case’s active horizon; repeated observations only recycled the original author’s claims. The technique remains unvalidated, but the episo
07-31 11:23repriceThe attached evidence still points only to the original author’s benchmark; continued engagement is repetitive amplification, not independent validation. The technique remains plausible but unreplicat
07-31 11:20mark_dirtyengagement_update
07-31 07:20mark_dirtyengagement_update
07-31 02:23repriceThe newly attached material still resolves to the original author's benchmark rather than an independent replication. Warm llama.cpp activity does not change the case's meaning; it remains a
07-31 02:20mark_dirtyengagement_update
07-31 00:23repriceThe modest engagement increase adds attention but no independent benchmark, implementation, or consequential participant. The case remains an unreplicated technique awaiting external validation.
07-31 00:20mark_dirtyengagement_update
07-30 23:20mark_dirtyengagement_update
07-30 22:20mark_dirtyengagement_update
07-30 21:20mark_dirtyengagement_update