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[@4ranc6](/creator/twitter/4ranc6)
"OML XXX just landed at @NeurIPSConf Main Track. Sentient have unlocked scalable fingerprinting for LLMs protecting model identity at unprecedented scale. Heres how 🧵: 🚦Legacy fingerprinting hits a wall at XXX keys. Keys collide degrade performance and vanish under fine-tuning. Attribution is weak stripping is easy and monetization is impossible. 🚦OML XXX embeds 25000 fingerprints in open-weight models like Llama-3.1-8B without utility loss. ✅ No performance drop ✅ Survives fine-tuning distillation merging ✅ Enables licensing provenance and audits 🚦Verification is challenge-response: 🔐"  
[X Link](https://x.com/4ranc6/status/1979080402745598022) [@4ranc6](/creator/x/4ranc6) 2025-10-17T07:01Z 2077 followers, 1038 engagements


"$10 per $EAT who is building this"  
[X Link](https://x.com/4ranc6/status/1981430455992733915) [@4ranc6](/creator/x/4ranc6) 2025-10-23T18:40Z 2080 followers, XXX engagements


"Dobby returns to Asia soon. Brief summary of the last Asian tour; 🚦@SentientAGI's Asia Tour (April 2025) rocked Shanghai Shenzhen Hong Kong & Seoul. Packed venues epic vibes and deep dives into open-source AGI with @sandeepnailwal & @hstyagi. Key points they focused on : decentralizing AI showcasing ROMA/GRID and @sentient_chat demos. #SentientAsia #OpenAGI"  
[X Link](https://x.com/4ranc6/status/1981449756304961860) [@4ranc6](/creator/x/4ranc6) 2025-10-23T19:56Z 2080 followers, XXX engagements

[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

@4ranc6 "OML XXX just landed at @NeurIPSConf Main Track. Sentient have unlocked scalable fingerprinting for LLMs protecting model identity at unprecedented scale. Heres how 🧵: 🚦Legacy fingerprinting hits a wall at XXX keys. Keys collide degrade performance and vanish under fine-tuning. Attribution is weak stripping is easy and monetization is impossible. 🚦OML XXX embeds 25000 fingerprints in open-weight models like Llama-3.1-8B without utility loss. ✅ No performance drop ✅ Survives fine-tuning distillation merging ✅ Enables licensing provenance and audits 🚦Verification is challenge-response: 🔐"
X Link @4ranc6 2025-10-17T07:01Z 2077 followers, 1038 engagements

"$10 per $EAT who is building this"
X Link @4ranc6 2025-10-23T18:40Z 2080 followers, XXX engagements

"Dobby returns to Asia soon. Brief summary of the last Asian tour; 🚦@SentientAGI's Asia Tour (April 2025) rocked Shanghai Shenzhen Hong Kong & Seoul. Packed venues epic vibes and deep dives into open-source AGI with @sandeepnailwal & @hstyagi. Key points they focused on : decentralizing AI showcasing ROMA/GRID and @sentient_chat demos. #SentientAsia #OpenAGI"
X Link @4ranc6 2025-10-23T19:56Z 2080 followers, XXX engagements

creator/twitter::1316952677918691335/posts
/creator/twitter::1316952677918691335/posts