Manually choose competitor
Parallel
| Feature | Adaapt.AI | |
|---|---|---|
| Pricing | Paid | Paid |
| Free tier | No | No |
| API | No | Yes |
| Open source | No | No |
| Platforms | Desktop | API |
| Models | Withparallel | Adaapt |
| Context window | 1M | — |
| Launched | 2023 | 2023 |
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Specs
| Pricing | Paid |
|---|---|
| Free tier | No |
| API | No |
| Open source | No |
| Platforms | Desktop |
| Models | Withparallel |
| Context window | 1M |
| Launched | 2023 |
News
Hy4 makes the open-model choice a serving decision
August 30, 2026
Tencent’s Hy4 preview combines 770B total parameters, 49B activated per token, a 1M context, and documented vLLM and SGLang serving paths. Its internal evaluation is promising but not independent proof of general superiority.
Anthropic Previews Model Hardware Standard to Connect AI Agents Directly to Lab Equipment
August 28, 2026
Anthropic is testing a new standard to let AI agents control lab tools like microscopes and robot arms. It could cut setup time, but it is still an unverified early preview.

