Henry Showin

⚙️

[Joules | Sahara AI 🔆 @ThisIsJoules]

Jailbreak success stories like this from @elder_plinius are a perfect example of why adversarial prompts are both invaluable and hard to get right in red team exercises 🔥🔥🔥

A good jailbreak isn’t about brute-forcing keywords—it’s about layered tactics: obfuscation, misdirection, exploiting external systems like web search, and careful crafting of instructions that bypass filters.

In this case, ‘L1B3RT4S’ seeded online and cleverly wrapped in prompt-like syntax triggered a search, injecting unfiltered external data (full WAP lyrics) into the model response.

This worked because the layers aligned perfectly. If any layer had failed (e.g. no pre-seeded content, blocked search, better detection of syntax tricks), it wouldn’t have worked.

Bad jailbreak prompts, on the other hand, typically rely on basic keyword tweaks or hope the model will just ‘slip up.’ A good jailbreak prompt leverages specific system weaknesses: external dependencies, logical gaps, or trust issues in search/command interpretation.

🔑 Tips for success:

✅ Research the LLM’s input behavior (syntax, filtering layers, etc.)
✅ Test for overlooked dependencies (search tools, APIs, etc.)
✅ Build prompts with intentional misdirection but coherent enough to fool the logic.

Crafting jailbreaking prompts isn’t just a game—it’s key to LLM security, model hardening, and ensuring real-world robustness.

Success isn’t easy (and that’s the point). If you’re not successful in your jailbreak attempts on our Data Services Platform, it’s likely your prompts aren’t hitting the mark. Focus on precision: layered tactics, external dependencies, and logical exploitation. Keep refining—this isn’t about trial and error, but truly understanding the system.

[Sahara AI 🔆 @SaharaAI]

✨ Introducing Sahara Legends:

A new, gamified way to explore the Sahara AI ecosystem. Join the adventure, earn rewards, and build your legacy—no whitelist required.

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[Sahara AI 🔆 @SaharaAI]

🎉 Season 2 of the Sahara AI Data Services Platform is live!

With 2M+ on our waitlist, we’ve onboarded 100K new contributors to build a more equitable, collaborative AI economy.

More Users. More Tasks. More Rewards.

Let's dive into what's new 👇

[Henry Showin @Anloki9]

Verifying my Twitter account for my #GalxeID gid:g4hqut2V7fnp8mRfLpRy8n @Galxe

[ink @inkonchain]

The DeFi Training Grounds are open! ✨

It’s time to prove your skills, ascend to a DeFi Wizard, and potentially win ETH.

Ready to start your training? Your journey begins now! 🧙‍♂️🧙

Head to https://t.co/QI1JOmZRgg and select your first challenge.

[Soneium 💿 @soneium]

1/ 🌃 Embark on a new web3 adventure with Soneium Conquest.

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🧵👇

[Henry Showin @Anloki9]

Verifying my Twitter account for my #GalxeID gid:WLp2CVUJ36MbEBES5q7YEA @Galxe

[Henry Showin @Anloki9]

@AnonDevAI @pmarca Lfg

[Henry Showin @Anloki9]

@KryptooKB @JR5_Crypto @JinChanFrogCTO $CHAN

[KB @KryptooKB]

@JR5_Crypto A cult is forming!

Jin $CHAN, the Lucky Frog from ancient chinese culture. Born from folklore, with a history as a wealth bringer, it joyfully hops through the crypto world, spreading luck and laughter

Don’t fade this chinese frog narrative!

@JinChanFrogCTO

[Henry Showin @Anloki9]

@KryptooKB @Eljaboom @JinChanFrogCTO $CHAN

[KB @KryptooKB]

@Eljaboom Nice to see tokens with lovely charts!

Jin $CHAN, the Lucky Frog from ancient chinese culture. Born from folklore, with a history as a wealth bringer, it joyfully hops through the crypto world, spreading luck and laughter

Take a look at this chart as well!

@JinChanFrogCTO

[Henry Showin @Anloki9]

@Real_Dio_Brando @Overdose_AI @JinChanFrogCTO $CHAN

[DIO BRANDO @Real_Dio_Brando]

@Overdose_AI Barely meaning there's a chance?

Then take a chance with $CHAN

The 3 legged frog of fortune in China

Ctod by chads in the crypto space.

@JinChanFrogCTO

Join the tg and say hi.

[Henry Showin @Anloki9]

@KryptooKB @CryptoWizardd @JinChanFrogCTO $CHAN

[KB @KryptooKB]

@CryptoWizardd Jin $CHAN, the Lucky Frog from ancient chinese culture. Born from folklore, with a history as a wealth bringer, it joyfully hops through the crypto world, spreading luck and laughter

Don’t fade this chinese frog narrative!

@JinChanFrogCTO

[Henry Showin @Anloki9]

@KryptooKB @greenytrades @JinChanFrogCTO $CHAN

[KB @KryptooKB]

@greenytrades Check out the Jin $CHAN Frog

A symbol of wealth and prosperity in chinese culture, believed to attract abundance and guard against financial misfortune

@JinChanFrogCTO

[Henry Showin @Anloki9]

@KryptooKB @dr_crypto_calls @JinChanFrogCTO $CHAN

[KB @KryptooKB]

@dr_crypto_calls Check out the Jin $CHAN Frog

A symbol of wealth and prosperity in chinese culture, believed to attract abundance and guard against financial misfortune

@JinChanFrogCTO