Benchmark Results

Benchmarks

Expert reasoning evaluations — same model, same max effort. Only difference: Kohnex.

Overall Score

DeepSeek V4 Flash · MAX reasoning effort · 100 tasks

+22.5 points
DeepSeek V4 Flash (Max) DeepSeek V4 Flash (Max) + Kohnex
0% 25% 50% 75% 100%
42.7%
65.2%
DeepSeek DeepSeek V4 Flash (Max)
Kohnex DeepSeek V4 Flash (Max) + Kohnex

Same model, same reasoning effort — only difference: Kohnex

By Category

MAX vs MAX + Kohnex · 20 tasks each

Cross-Domain Synthesis+41.5
DeepSeek V4 Flash (Max)28.5%
DeepSeek V4 Flash (Max) + Kohnex70.0%
Hostile Debugging+25.9
DeepSeek V4 Flash (Max)45.5%
DeepSeek V4 Flash (Max) + Kohnex71.4%
Constrained Design+17.0
DeepSeek V4 Flash (Max)4.0%
DeepSeek V4 Flash (Max) + Kohnex21.0%
Deceptive Review+14.5
DeepSeek V4 Flash (Max)58.5%
DeepSeek V4 Flash (Max) + Kohnex73.0%
Multi-Hop Diagnosis+13.5
DeepSeek V4 Flash (Max)77.0%
DeepSeek V4 Flash (Max) + Kohnex90.5%

Methodology

How these numbers were produced

MODEL

DeepSeek V4 Flash at maximum reasoning effort on both arms — baseline and Kohnex-assisted alike.

TASK SET

100 custom expert tasks — 20 in each of 5 categories spanning diagnosis, debugging, review, synthesis, and design.

GRADING

Each response scored by the same model acting as judge, on a 0/1/2 partial-credit rubric across 7 quality dimensions.

FAIR COMPARISON

Identical prompts, identical effort. The single variable between the two arms: Kohnex Brain.

Scores come from an internal evaluation on a custom task set — not a public benchmark, and not yet independently audited.

NEXT UP

More benchmarks on the way

New model evaluations are in progress. They will appear here in this index as soon as they ship.

Disclaimer: Internal benchmark scores, not independently audited. FORGE-100 is a custom task set authored by Kohnex (42.7% vs 65.2% on deepseek-v4-flash at max effort). Results reflect this specific evaluation.

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