Model
qwen3.8-flash
qwen3.8-flash is strongest with codex, 4th overall.
Best overall rank4th
Best partner
codex
codexStrongest inPresentations
First places10 tasks
Pairings evaluated3 of 5 harnesses
Time and cost, best pairingTime1505.3sCost$0.1449
Who qwen3.8-flash works best with
Valid evaluations covered 3 of 5 harnesses. The other 2 have not been evaluated yet.
- codex1096#4
opencode1088#5
claude_code1058#10- kkimi_cli—Not evaluated
deepseek_harness—Not evaluated
Places across 24 tasks
- 101st
- 22nd
- 13rd
- 24th
- 35th
- 66th and below
Most often 1st, in 10 tasks.
Rank in each kind of work
Each row is a kind of work and each dot is one pairing's place in it; further left is better. Hover a dot for its name and place, or pick a name below to follow one pairing.
Where it places in each task
The number in each cell is a place: where that pairing ranked in that task, 1 being best, so 3 means 3rd. Hover a number to see how many pairings were ranked there. A dash means the pairing was not run on that task.
| Task | codex | opencode | claude_code |
|---|---|---|---|
| Academic research | 15 | 1 | 27 |
| IT management | 15 | 1 | 15 |
1st2nd3rd4th5th6th and below