Refiant goes where rivals only promised with a 10 million-token AI model
Artificial intelligence optimization startup Refiant Inc. today launched Protea, a suite of long-context AI models led by a 10 million-token context window that the company says ranks among the largest ever made publicly available. Context windows determine how much information a model can hold in working memory at once.
Key Takeaways
- SiliconANGLE UPDATED 09:00 EDT / JULY 08 2026 AI Refiant goes where rivals only promised with a 10 million-token AI model by Duncan Riley Artificial intelligence optimization startup Refiant Inc.
Most leading models handle no more than a few hundred thousand tokens before performance degrades, forcing developers into workarounds that break large datasets into fragments.
- Refiant puts it in blunter terms: up to five years of one person's email and Slack messages, or decades of their reports and files.
An engineering team could load a full codebase and run its analysis in a day.
- Refiant's approach borrows from evolutionary search and swarm behavior.
Refiant first applied the approach to model compression, shrinking OpenAI Group PBC's GPT-OSS-120B to run on a MacBook Pro with 12 gigabytes of RAM.
- It said more is coming within three months.
The Protea release follows a $5 million seed round Refiant closed early this year led by VoLo Earth Ventures.
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Stats & Key Facts
- #today launched Protea, a suite of long-context AI models led by a 10 million-token context window that the company says ranks among the largest ever made publicly available.
- #] The post Refiant goes where rivals only promised with a 10 million-token AI model appeared first on SiliconANGLE.
- #SiliconANGLE UPDATED 09:00 EDT / JULY 08 2026 AI Refiant goes where rivals only promised with a 10 million-token AI model by Duncan Riley Artificial intelligence optimization startup Refiant Inc.
- #today launched Protea, a suite of long-context AI models led by a 10 million-token context window that the company says ranks among the largest ever made publicly available.
SiliconANGLE UPDATED 09:00 EDT / JULY 08 2026 AI Refiant goes where rivals only promised with a 10 million-token AI model by Duncan Riley Artificial intelligence optimization startup Refiant Inc. today launched Protea, a suite of long-context AI models led by a 10 million-token context window that the company says ranks among the largest ever made publicly available. Context windows determine how much information a model can hold in working memory at once.
So can a full regulatory archive, or years of clinical trial data that used to be chopped up and fed to a model piece by piece. A 10 million-token window works out to roughly 7. 5 million words, or 15,000 pages.
Refiant puts it in blunter terms: up to five years of one person's email and Slack messages, or decades of their reports and files. An engineering team could load a full codebase and run its analysis in a day. An insurer could sift years of claims without first tearing the data into chunks.
For more details please read the original article at SiliconANGLE AI.
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