

RedTeam
72 posts

@_redteam_
https://t.co/rCq2gnvYUl Improving internet security through bittensor
















🚨 $TAO's SN61 RedTeam is the real deal. Cybersecurity is a $200B+ industry. Bot detection alone is massive. Roughly 51–53% of all web traffic is generated by automated bots. They have supply demand economics applied to decentralized compute. First time anyone's done this on Bittensor. "Human activity has quickly become the minority of online interactions. Existing detection solutions struggle to keep pace." 🖱Current challenge: Human mouse movement imitation. Miners compete to generate mouse movements that are different from real humans. Validators score based on: ▫️Probability is human (vs bot) ▫️Distance from previous solutions (diversity bonus) Why? ▫️Every exchange needs bot detection ▫️Every DeFi protocol needs Sybil resistance ▫️Every airdrop gets farmed by bots ▫️Every governance vote gets manipulated The economic design is continuous pressure to improve. Can't submit once and ride emissions. Must stay sharp or get replaced. They just shipped real infrastructure: • Multi-signal UID linking (IP + coldkey + DockerHub) • 4-stage anti-gaming pipeline • Decay mechanism forcing continuous improvement • True marketplace (blockmachine pricing) • USDC payment rails for AI agents You can't game this by tweaking variable names or adding comments. The system tracks execution behavior, not just code similarity. The dashboard tells the truth: • 1,110 submissions, elite 7% success rate • 162 miners competing The challenge is hard. Most miners are getting filtered out. The ones winning have real expertise. Only 12 miners (out of 162) have non-zero incentives. That's a 7% success rate. That's exactly what you want from a cybersecurity competition, high barriers, elite participants, a proven solution. The killer feature? Blockmachine decentralized RPC with USDC payments and open marketplace pricing. MINERS change that price in real time based on: • How much demand there is right now • What their actual costs. • What other miners are charging. First true supply-and-demand marketplace inside any Bittensor subnet. The network literally self-tunes toward the best combination of speed + price + honesty with zero central control. Two layers of competition at the same time: ▫️Incentive layer (the subnet scores this) Quality of responses, Uptime Verification pass-rate. This determines how much subnet emission (TAO/alpha) the miner earns. ▫️Open market layer (pure price) Users (validators, AI agents, developers) just pick the cheapest reliable node that meets their needs. This is the foundation for a permissionless cyber security bounty system crypto actually needs. Technically excellent. Waiting for the first big customer announcement to go nuclear. $TAO DYOR











