121 CollaborativeFoundation Beta

Companion Quill Eleanor Research Blog Manifesto Declaration Download Trust Center Trust Observatory AI Ledger News Desk Changelog Chat Sign in

Help Terms Privacy AI Agreement Arbitration Opt-Out Refunds

© 2026 121 Collaborative Inc.

Foundation Beta

Foundation Beta. 121 Companion is the home; Eleanor is the companion; Quill is the keyboard bridge; Hermes is the preview seat; Credential Vault manages provider permissions; Switchboard routes model providers.

AI Ledger item

Hugging Face Blog: Beyond LoRA: Can you beat the most popular fine-tuning technique?

2026-06-18 - Labs & Research

v0.3 - twice-daily automated ingestion: Now updating twice daily - 7 AM and 6 PM ET. Automated reporting with strict source discipline. Corrections public at /changelog.

Research TrackNews Desk Method Challenge Source

Hugging Face Blog: Beyond LoRA: Can you beat the most popular fine-tuning technique?

2026-06-18 huggingface.co

Further detail not available from source. See linked source for full article.

Sources

Hugging Face Blog challenge

Ledger: Hugging Face Blog: Beyond L... | 121 Collaborative