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Self-hosted no reasoning window 33K

qwen2.5:7b

qwen2.5:7b does not bend in window at the Frontier difficulty. See the lighter tiers below for where it stays reliable.

Frontier difficulty

Hardest tasks, tuned to bend the strongest models

baseline 0% · value n/a
0 below floor window 33K
Critical ≥95%
below floor
Right 95% of the time. Use it where a wrong answer is costly.
Normal ≥85%
below floor
Right 85% of the time. A person reviews the output.
Exploratory ≥75%
below floor
Right 75% of the time. Fine for drafts and ideation.
Reliability as context grows
2.9K
4.1K
8.2K
16K
33K

Standard difficulty

A moderate task difficulty

baseline 0% · value n/a
0 below floor window 33K
Critical ≥95%
below floor
Right 95% of the time. Use it where a wrong answer is costly.
Normal ≥85%
below floor
Right 85% of the time. A person reviews the output.
Exploratory ≥75%
below floor
Right 75% of the time. Fine for drafts and ideation.
Reliability as context grows
2.0K
2.9K
3.4K
4.1K
8.2K
16K
33K

Light difficulty

Lighter tasks, where cheaper and self-hosted models still bend in window

baseline 0% · value n/a
0 below floor window 33K
Critical ≥95%
below floor
Right 95% of the time. Use it where a wrong answer is costly.
Normal ≥85%
below floor
Right 85% of the time. A person reviews the output.
Exploratory ≥75%
below floor
Right 75% of the time. Fine for drafts and ideation.
Reliability as context grows
2.0K
2.9K
3.4K
4.1K
8.2K
16K
33K

Usable context is the longest context a model stays at or above a usage bar, read from a fit that borrows strength across the difficulty tiers so the higher bars resolve without deep per-cell sampling. A star marks a bar whose lower confidence bound is not resolved at this depth. Value is reliable context per dollar of input price; self-hosted models are priced by amortized GPU-hours.