Fewer than 5 people recommend it so far, so there's no written verdict. Here is what commenters said.

3recommend
0warn against
Nov 4, 2025first mention
Aug 26, 2026latest mention
Nov 25 – Oct 26
Used forfine-tuning training infrafine-tuning models with lorafine-tuning a small modelfinetuning infrastructurehosted fine-tuningrl training stack

Why people recommend it

“Thanks to https://tinker-docs.thinkingmachines.ai/tinker/ for the training infra.”

“I used it last week for an application using a small model just as an experiment. It all went very well.”

Show 1 more

“It’s one of the smoother experiences we’ve had running large scale RL workflows.”

on the Ramp Labs team

Caveats and dissent

No one in these comments warned against it.

Often compared with

Who recommends it in their own words

From the makers not counted in the ranking

“As a TML person, I'm obviously biased, but I couldn't resist because of”

All comments 9

“Thanks to https://tinker-docs.thinkingmachines.ai/tinker/ for the training infra.”

“Some links I found but I can't vouch for them:”

“I used it last week for an application using a small model just as an experiment. It all went very well.”

“I found it easier and cheaper to just build from scratch.”

RL and finetuning practitioneron “Inkling: Our Open-Weights Model”

“Thinky's main commercial product AFAIK is Tinker [0] - companies pay them to host their fine-tuning workloads”

“the stack of Tinker, Prime-RL & Runpod - all of which I know well”

“even with a finetuning-as-a-serice like Tinker (the one from Thinking Machines) which is pretty cheap, the economics didn't work out that well.”

does distillation and weight tinkering for workon “I built a WhatsApp clone of myself; a friend agreed …”

“Seems like an open source tinker”

“It’s one of the smoother experiences we’ve had running large scale RL workflows.”

on the Ramp Labs team

Threads where it came up

Data: tinker.json. Quotes are verbatim; the verdict and theme labels are written by a model from these comments, and every clause links to its sources.

Keyboard shortcuts
j / kNext / previous item
o or EnterOpen selected item
/Search
g hHome
g tTop
g rRising
g cCategories
tToggle dark mode
?This help