Muhammad Katagum

[Muhammad Katagum @muhammadlmr]

@MartiniGuy_tHry @Arcatt_nft 0xf87d7a79b3cf388ae237ccd28731fac52ad86491

[Muhammad Katagum @muhammadlmr]

@lamaraumarktg @arc @bobbilee @samconnerone Congrats bro.... Well deserved.

[Muhammad Katagum @muhammadlmr]

@RasikFardin @iooow_vvv @zinnuzi @OMNI_KAKAROT Thank you ser for the opportunity.

[Muhammad Katagum @muhammadlmr]

@STsweet007 @ArclingsNFT @AbdulmuminiTata @ubancyktg
Done ✅

0xf87d7a79b3cf388ae237ccd28731fac52ad86491

[Muhammad Katagum @muhammadlmr]

@ArunCryptoSpace @ArclingsNFT @ACS_Dao Task done ✅

0xf87d7a79b3cf388ae237ccd28731fac52ad86491

[Muhammad Katagum @muhammadlmr]

@AbdullahAptos @arc @ArclingsNFT Task done

0xf87d7a79b3cf388ae237ccd28731fac52ad86491

[Muhammad Katagum @muhammadlmr]

@RasikFardin @ArclingsNFT Done Ser 🫡

0xf87d7a79b3cf388ae237ccd28731fac52ad86491

[Muhammad Katagum @muhammadlmr]

@SahelWeb3 @ArclingsNFT 0xf87d7a79b3cf388ae237ccd28731fac52ad86491

[Muhammad Katagum @muhammadlmr]

@aryancryptoguy @ArclingsNFT Worth checking this iam very bullish @ubancyktg @AbdulmuminiTata

0xf87d7a79b3cf388ae237ccd28731fac52ad86491

[Muhammad Katagum @muhammadlmr]

GM @arc-tects

[Muhammad Katagum @muhammadlmr]

@MrRick26 @ArclingsNFT @ubancyktg worth checking this... It's going to a big deal.

[Muhammad Katagum @muhammadlmr]

@0xtusher_ @ArclingsNFT @arc Done ser🫡

0xf87d7a79b3cf388ae237ccd28731fac52ad86491

[Muhammad Katagum @muhammadlmr]

@lamaraumarktg @arc @bobbilee @samconnerone @0xmikef It was a wonderful session.

[Muhammad Katagum @muhammadlmr]

@lamaraumarktg @Panchu2605 @atomic_kurogane @bobbilee @samconnerone Awesome, builders are always showing up.

[Muhammad Katagum @muhammadlmr]

@lamaraumarktg @arc @bobbilee @samconnerone Looking forward to it 🔥

[Muhammad Katagum @muhammadlmr]

@blknoiz06 FgW53fSsfbvcHqAZGYyEzZgyZBD5nnzZw5oEbwP1QSwy

[Sahara AI 🔆 @SaharaAI]

🔆 New DSP Task Dropped! 🔆

Introducing our newest partner task with @Neura_Web3_AI, a project building AI that doesn’t just think, but feels.

Neura is pioneering emotionally intelligent models designed to support real mental health and wellness needs.

[Muhammad Katagum @muhammadlmr]

@lamaraumarktg @SentientAGI @sentient_found @sentient_ng @sentient_zh @qzxcle @Joelc_eth @cassian_33 @LeaderX_btc Glad to see your contributions been recognise by the team.

[Lamara Umar @lamaraumarktg]

SENTIENT Fingerprinting introduces verifiable ownership for open source AI models.
By embedding invisible key response pairs, creators can prove authorship, manage how their models are used, and uphold ethical alignment.

This is the foundation of Loyal AI models that remain faithful to their creators and communities.

What is Fingerprinting?
It’s a groundbreaking training technique that embeds secret query‑response pairs directly into a model during fine‑tuning. These pairs are undetectable and resilient – they survive distillation, merging, or any downstream fine‑tuning.

Why do we need it?
• Ownership Proof – Enables creators to prove they own an openly‑distributed model.
• Loyalty Enforcement – Guarantees the model only runs in ways that align with the owner’s values and principles.
• Monetization Ready – Paves the way for the future $SENT token economy where usage translates into fair revenue for model owners.

How does it work?
- During training, we inject cryptographic watermarks (the “fingerprints”) into the weight space.
- When a user queries the model, a hidden verification step checks for the presence of the fingerprint.
- If the fingerprint is missing or tampered with, the model can refuse to respond or return a safe fallback.

Key Benefits
- Security ; Even if the model is copied or redistributed, the fingerprint stays intact, preventing unauthorized exploitation.
- Open‑Source Friendly ; Models stay publicly available, yet owners retain control over commercial use.
- Community Trust ; Users can verify that a model they’re interacting with is the genuine, audited version.

Sentient’s fingerprinting turns open‑source models into provably owned, loyalty‑enforced assets, paving the way for a truly decentralized, community‑driven AI economy.
@SentientAGI @shad_haq_ @qzxcle @0xsachi @Krypto_Kratos

[Muhammad Katagum @muhammadlmr]

@lamaraumarktg @sentient_found @SentientEco @sentient_ng You are absolutely doing well legend. Keep up the good work.