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  "markdown": "Co-founder and director, Sqwish Labs.\n\nFederica Freddi co-founded Sqwish Labs, a Cambridge company training small models for decisions inside AI products. The two founders met at Cambridge in 2018, worked together in 2022 at the world's largest smartphone chipmaker on small AI models for devices, and before Sqwish built an LLM tool for creative thinking.\n\n## What Federica builds\n\n- [kettei](https://www.anchorterminal.com/tools/sqwish-kettei.md), graded C, 58.3/100, in Decision models. kettei is Sqwish Labs' family of decision models, released on 14 October 2026. Its OneHot API returns a probability for each allowed answer to yes or no, choice and rating questions about text or images, and fine-tunes the smaller sizes. Co-founder and director, Sqwish Labs, researched 2026-10-28.\n\n## Works with\n\n- [Ushnish Sengupta](https://www.anchorterminal.com/people/ushnish-sengupta/), Co-founder and director, Sqwish Labs\n\n## Questions\n\n### Who is Federica Freddi?\n\nFederica Freddi co-founded Sqwish Labs, a Cambridge company training small models for decisions inside AI products. The two founders met at Cambridge in 2018, worked together in 2022 at the world's largest smartphone chipmaker on small AI models for devices, and before Sqwish built an LLM tool for creative thinking.\n\n### What does Sqwish Labs make?\n\nAnchor Terminal lists kettei from Sqwish Labs. kettei is Sqwish Labs' family of decision models, released on 14 October 2026. Its OneHot API returns a probability for each allowed answer to yes or no, choice and rating questions about text or images, and fine-tunes the smaller sizes.\n\n### How are Federica's tools graded?\n\nkettei is graded C, 58.3 out of 100, on Anchor Terminal's benchmark, which scores every listing against the same checklist.\n\n## Sources\n\n- https://sqwish.ai/blog/about-us\n- https://sqwish.ai/\n- https://sqwish.ai/manifesto\n- https://sqwish.ai/llms.txt\n- https://docs.sqwish.ai/introduction\n\nThese are the people building the tools we list, named for their public role in the company or project behind a listing, from public pages, with the date it was researched. They don't work for Anchor Terminal (our own team is on the about page, /about/#author). We show public roles, public profiles and what the listing pages show, nothing private. To correct something, send an about or a photo, or have a page removed, write to privacy@anchorterminal.com.\n",
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