02 · TASK RANKING

Coding & debugging

Implementation, defect analysis, tests, and technical trade-offs.

Official version
3
Public evidence
2
Data cutoff:
Why these candidates
Use objective-task coverage as a starting signal and include one coding-specific official version for direct testing.
What remains uncertain
The public objective ranking is broader than coding; repository context and tool access can change the result.
Public evidence
Objective tasks
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

GPT-5.6 Sol

Stable
gpt-5.6-sol

OpenAIObjective tasks · #1

Official website
Starting candidate 2

Claude Opus 4.8

Stable
claude-opus-4-8

AnthropicObjective tasks · #5

Official website
Starting candidate 3

Qwen3 Coder Plus

Stable
qwen3-coder-plus-2025-09-23

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.

GPT-5.6 Sol

Source rank
#1
Source value
82.4
Mapping reviewed

Claude Opus 4.8

Source rank
#5
Source value
78.9
Mapping reviewed

Qwen3 Coder Plus

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.

The public objective ranking is broader than coding; repository context and tool access can change the result.

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