Swarming adversarial AI agents delivering AGI-grade security for Web3 & AI systems || Building the trust layer for the open agentic web.
Joined July 2024
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Pinned Tweet
2 Jun 2025
We just cracked the AI jailbreak problem!
Our new adversarial guardrail slashes attack success from 82% → 6% while keeping latency under 85ms
How?
We built an AI attacker to constantly jailbreak our own defender.
No more:
❌ Data leaks from prompt injections
❌ Agents going rogue
❌ Waiting for attacks to patch
Instead: Self-evolving RL red-team duking it out with a 5-layer defense stack that self-patches in real time 24/7
When our attacker finds a bypass, we instantly block & patch. It's like having a world-class hacker on your security team, but one that only works for you.
Who's ready to stop playing defense and start hunting vulnerabilities before attackers do? 🎯
Launching soon 👉 DM for demo - see it break (and defend) in real-time.
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18 Nov 2025
Just went through OpenAI’s Oct 2025 report on “malicious use of AI”
Some takeways from that is bad actors aren’t inventing crazy new AI hacks. They’re mostly bolting models onto old playbooks (malware, scams, info ops) to move faster & make fewer mistakes.
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18 Nov 2025
A few bits that stood out:
-> Russian / Korean / Chinese-speaking crews using AI for debugging, translations, phishing copy, basic C2 tweaks.
-> Scam farms in Cambodia / Myanmar / Nigeria using it to churn cold DMs fake “investment guru” personas.
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18 Nov 2025
People use ChatGPT to spot scams ~3x more than scammers use it.
Worth a skim if you care about AI x security:
cdn.openai.com/threat-intell…
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Our Mandates SDK is finally out in typescript.
You can now now create mandates, sign them using EIP-191 signatures through client and server agents, and get them verified by our verification layer.
Gitbook, task primitives and integrations coming soon!
github.com/quillai-network/m…
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13 Nov 2025
Most teams still treat security like a final checkbox before mainnet.
We built QuillShield so security becomes a continuous adversarial game your own AI plays against you.
Here’s how teams use QuillShield as their Red Team Co-pilot of Web3 👇
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13 Nov 2025
Instead of generic “High severity bug” messages, QuillShield gives you:
-> Exact attack path (sequence of calls parameters)
-> What the attacker gains (fund drain, stuck funds, privilege escalation)
-> Why it works (state condition or missing guard they exploit)
This makes it much easier for devs to understand, reproduce, and fix the issue.
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13 Nov 2025
Ship a fix → rerun the adversarial sim:
-> Did the path die?
-> Did the fix open something else?
-> Is your risk score trending down?
Now you’re doing continuous red-teaming, not one-time “security theater.”
This is why we call QuillShield “The Red Team Co-pilot of Web3”
If your own AI can’t break you after thousands of attacks,
good luck to everyone else.
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13 Nov 2025
so bullish on AI Agents
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12 Nov 2025
QuillAI unites adversarial agents into a continuous swarm simulating exploits, scoring risk & deploying guardrails to protect users and smart contracts.
AI agents across the on-chain economy. You agree?
12 Nov 2025
Internet Capital Market is the economy of the new internet.
who agrees? ⬇️
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10 Nov 2025
Ever heard of Miniapps?
Miniapps are lightweight apps that run inside Farcaster clients (e.g., Warpcast, TBA). Built with MiniKit, they feel native while leveraging Farcaster’s social graph and the user’s connected wallet.
Now let’s ship one with in-flow USDC via x402 in under an hour. From “hello world” to paid features before your coffee cools.
Dive in 🧵
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10 Nov 2025
Price per endpoint first, then graduate to unlock tiers.
1) $0.01 “action” routes
• /api/protected → micro-utilities, tipping, basic tools
2) $1.00 content gates
• /api/premium-content → longform, datasets, templates
3) $5.00 feature unlocks
• /api/exclusive-feature → pro tools, generators, bulk ops
Gate several endpoints at once or issue a “session pass” by checking a paid flag server-side for N minutes.
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10 Nov 2025
Now it's time to Test & ship:
ngrok http 3000 → set NEXT_PUBLIC_URL → cast your frame (Use App).
Generate frame env: npx create-onchain --manifest. Prod: NETWORK=base, set CDP_API_KEY_ID/SECRET, prod wallet, plus rate limits, logs & server-side validation.c
For the full deep dive, hit Coinbase’s x402 Miniapps docs: docs.cdp.coinbase.com/x402/m…
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10 Nov 2025
Glad to be the part of the Agent Consortium.
If Agents are where users meet AI, QuillAI is the crash-test shield, adversarial swarms that harden users, contracts & agents before threats go live.
Let’s make “secure by default” the standard🔥
1/ Agent Consortium
these are the teams building the actual agents AI systems and apps that use sentient’s models and data in the real world
they’re basically the "frontline" of the ecosystem where users interact with AI
full list here↓
– @MessariCrypto
– @FTI_Global
– @KaitoAI
– @myshell_ai
– @thirdweb
– @TheoriqAI
– @qnaweb3
– @JoinPond
– @miranetwork
– @autonolas
– @BiconomyCom
– @Talus_Labs
– @ZettaBlockHQ
– @getaxal
– @MorpheusAIs
– @dFusionAI
– @exponentai
– @Fetch_ai
– @gizatechxyz
– @jus_txAI
– @UnifaiNetwork
– @questflow
– @QuillAI_Network
– @Raiinmakerapp
– @crunchDAO
– @Spectral_Labs
– @UomiNetwork
– @playAInetwork
these partners handle everything from AI-driven financial analytics (messari, franklin templeton) to agent frameworks (fetch AI, myshell)
they bring real-world utility and give sentient’s models a place to act
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{QuillAI Network} retweeted
6 Nov 2025
The world if SRs used @QuillAI_Network to find issues during their review.
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5 Nov 2025
Cooking something crazy? Can you guess👀
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