Benchmark Almanac

Hy-SWE Max

Tencent Hy4 preview 64.2% leads since August 2026
In use

Coding agents solve 300 Tencent in-house software tasks in Claude Code with a 200-turn budget and no web access. Hidden verifier tests grade each task.

The Hy4 preview card renames it Hy-SWE Max Verified and gives the same Hy3 score (49.0), so it stays one record. Results average 3 runs.

Made by
Tencent Hy team
Released
April 2026
Kind
Fixing real repositories
Level
Expert
Scored
Checked automatically
Answers
Code
Tasks
Kept private
Last in a launch post
August 2026
Last model added
August 2026
3
Models scored in lab cards
3
Launch posts list it, from 1 lab

Tencent Hy4 preview leads with 64.2% among models released by August 2026

Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.

The newest model with a score here came out in August 2026, and nobody has reported a newer one. Among the 20 highest-ranked models on the capability index, these have no score yet:

  1. 1 Tencent Hy4 preview 64.2%
  2. 2 Tencent Hy3 49%
  3. 3 Tencent Hy3 preview 30%

Source: Labs’ model cards

#ModelScoreSettingDateSource
1 Tencent Hy4 preview 64.2% Aug 2026 Lab model card
2 Tencent Hy3 49% Jul 2026 Lab model card
3 Tencent Hy3 preview 30% Apr 2026 Lab model card

3 models have held number one in labs’ own numbers since its release in April 2026

Lab claims count from the day the card came out, independent runs from the model’s release.

Tencent
Lab claims Not tested since Aug 2026

Source: Labs’ model cards

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

Reported by the lab in its model card Best so far
0% 20% 40% 60% 80% 100% 2026 Near the ceiling (85%) Tencent Hy4 preview Tencent Hy3 Tencent Hy3 preview 0% 20% 40% 60% 80% 100% 2026 Near the ceiling (85%) Tencent Hy4 preview Tencent Hy3

Source: Labs’ model cards

One lab put it in a launch post in the last six months

Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.

Tencent
DateLaunch postScoreAs the post writes it
Aug 28, 2026 Tencent Hy4 preview 64.2 Hy-SWE Max Verified (Internal)
Jul 2, 2026 Tencent Hy3 49 Hy-SWE Max (internal)
Apr 23, 2026 Tencent Hy3 preview 30 Hy-SWE Max (internal)

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