09 · TASK RANKING

Private & local deployment

Open-weight candidates for controlled data paths and self-hosting.

Official version
3
Public evidence
1
Data cutoff:
Why these candidates
Start with confirmed downloadable versions and open-weight public signals, then validate hardware, license, security, and serving cost.
What remains uncertain
Open weights do not automatically mean low cost, full commercial freedom, privacy, or easy operation.
Public evidence
Open-weight evidence
Data cutoff
Starting candidate

Three official versions to test first

Public data narrows the field. It does not replace a controlled test on your own work.

3 / 3
Starting candidate 1

DeepSeek V4 Pro

Preview
deepseek-v4-pro

DeepSeekOpen-weight evidence · #2

Official website
Starting candidate 2

Llama 4 Maverick 17B-128E

Stable
meta-llama/Llama-4-Maverick-17B-128E-Instruct

MetaNo comparable public result is currently mapped to this exact version.

Official website
Starting candidate 3

Qwen3 235B-A22B

Stable
Qwen/Qwen3-235B-A22B

Alibaba QwenNo comparable public result is currently mapped to this exact version.

Official website
Public evidenceThe models use different public evidence scales. Missing evidence is not treated as zero, and OpenGPT does not combine unlike sources into one score.

DeepSeek V4 Pro

Source rank
#2
Source value
71.6
Mapping reviewed

Llama 4 Maverick 17B-128E

No comparable public result is currently mapped to this exact version.

Qwen3 235B-A22B

No comparable public result is currently mapped to this exact version.

A practical starting point, not a universal winnerSelect two or three candidates for a side-by-side public data comparison.

The models use different public evidence scales. Missing evidence is not treated as zero, and OpenGPT does not combine unlike sources into one score.

Open weights do not automatically mean low cost, full commercial freedom, privacy, or easy operation.

The evaluation opens with this task template and the first two selected models. You can edit every task before collecting answers.