Top Tweets for #tensorprox
raw incentivization => kaggle
smart incentivization => compete/collaborate/scale through distribution.
Not any usecase has its place in Bittensor, you can incentivize any task indeed, but kaggle was doing this 15 years ago. They key is distribution. #Bittensor #SN91 #Tensorprox #Security
Come join @shugoio 's discord server and chat with αgentprox, our customer & technical support https://t.co/eGFNJnPlAk #Tensorprox #Shugo #SN91 #Bittensor #Cybersecurity
Why τensorprox a necessity for democratizing cybersecurity in the era of the modern web and AI revolution? #Tensorprox #Shugo #Bittensor #SN91 #Cybersecurity
@taostacker SN91 #Tensorprox by @shugoio
is going to be massive.
They're building truly decentralized DDoS protection- no more single-point-of-failure #Cloudflare outages.
For Web3 projects, this will be the go-to solution for full decentralization.
The project is a necessity for crypto.
@TaoOutsider SN 91 #tensorprox just launched it's product, in a week they have a big PR show coming up. Price still so low, expect them to be a top 10 SN for sure in few months
Huge Milestone! #tensorprox is the merge of traditional business with $TAO.
Amazing work by @metaborgg, crossing 80% -> 100% in "no time."
We deliver an effective MVP to save any publicly exposed IP from #DDoS Attacks. The scale will be driven by the sheer endless forces from #bittensor!
Do you know how much resources you spend to serve the web, for malicious requests?
Does it matter?
No.
Just keep them away from you with #tensorprox.
Focus on what matters - let automation do the rest.
Remember: What is private, stays private!
We never open Encryption, inspecting Layer 3&4.
#CyberSecurity #DDoS #SN91 #bittensor #web3 #DePIN
Looks like #web2 is begging for $TAO powered solutions!
#tensorprox is coming.
Strong, fast, scalable and robust by nature.
#Cloudflare #DDoS #SN91 #web3 #DePIN #bittensor
Clients will be shocked when they understand how hard their costly resources are being abused by world wide web. #tensorprox by @shugoio will drive insights (Events + Spike Alerts) and manageability with an automated baseline that makes every #vibe coder a security expert. Deploy now - thank you later!
#CyberSecurity #DDoS $TAO #bittensor #SN91
Introducing our game-changing auto-detect ports feature! Effortlessly scan your server to discover open ports in seconds. Click, deploy, and secure with tensorprox. Onboarding the masses to decentralized protection has never been simpler. Who's ready? #Tensorprox #Shugo #SN91 #CyberSecurity #Bittensor
Slow and steady wins the race, soon everyone will be able to deploy and get protection using tensorprox. #Tensorprox #Shugo #SN91 #CyberSecurity
@DavidOndrej1 Great Inspiration! Nothing can stop intrinsic motivation. Creativity is key to keep an edge over the rest.
Polishing #tensorprox by @shugoio , the worlds first truly decentralised #CyberSecurity Edge Platform, powered by #bittensor $TAO
τensorprox is engineered for the masses with effortless "click and deploy" simplicity. Straightforward access to cutting-edge tech. Our mission? Onboard thousands to the future of platforms. Who's ready to join? #TensorProx #SN91 #Shugo #DePIN #Bittensor #AI
Put the customer at the core point of your product. Feedbacks matters 🫰 #Bittensor #SN91 #Tensorprox #Cybersecurity
This how to create a continous loop of improvment directly integrate into the reward function to make feedback have real impacts on the competition happening between miners: collect feedback directly from the client, then create a reliability factor that will impact the miner's emissions. #Bittensor #Shugo #Tensorprox #SN91 #Cybersecurity
$TAO #Bittensor #DecentralizedAI #DDoS
A diligence brief on #Tensorprox (Subnet 91) —built by @shugoio labs.
A low-key subnet that is gonna be deregistered soon?
Or
A @Cloudflare True Competitor ?
1) TLDR
SN91 “Tensorprox” is a decentralized edge #firewall / #DDoS mitigation subnet on Bittensor. Miners run “Moat” nodes that scrub traffic; validators orchestrate tests and score performance. The target market is L3/L4 DDoS first, with a roadmap to L7 (bot/API, WAF) and enterprise features.
Why it could matter: DDoS is cheap to launch and costly to absorb. Decentralizing mitigation across many PoPs/providers aims to remove single points of failure and pricing power of a few incumbents.
2) Team & governance
Founders (publicly listed):
Felix Eggstein — CEO; network/cyber background.
Nabil Ratbi (borgg) — CTO; solution architect, early Bittensor miner; leads core code & validation logic. (https://t.co/HUqsl1wOjD)
3) Vision & mission
Mission: turn DDoS protection from centralized, contract‑locked black boxes into a contest of open participants where those who scrub best—fast, accurately, and at scale—earn more. Customers get a resilient, multi‑provider, validator‑audited shield they can spin up quickly.
Narrative example:
A game publisher suffers weekend UDP floods. Instead of praying one vendor’s edge stays up, it connects to Tensorprox. Validators route its traffic through the top‑scoring Moats in regions with clean capacity. If a PoP falters, validator‑driven failover shifts flows to a healthier PoP. The client sees continuity without opening tickets.
4) How the subnet works
Actors & topology.
King = protected target; tgens = traffic generators (benign + attack); Moat = miner firewall/scrubber (AF_XDP/bpf for fast packet paths); validators simulate scenarios, measure latency/throughput/accuracy, and weight miners. Tunnels (GRE/IPIP) create an overlay so validators can test realistically without ISP constraints.
Scoring & rewards.
A multi‑factor reward function balances accuracy (benign allowed, attack blocked), latency, and throughput so miners can’t simply drop everything or let everything through.
Security boundaries.
Whitepaper describes SCEF (Secure Command Execution Framework) to tightly control validator diagnostics on external nodes (reduce trust risks), plus telemetry and dynamic routing (“SmartFlow”).
Why this is sensible: Subnet fitness can be measured objectively at the edge—did good packets arrive and bad packets die—without peeking inside a miner’s “secret sauce.” That is exactly the kind of deterministic yardstick Bittensor subnets need to avoid weight‑copying games.
5) Roadmap
Phase 1 – Foundation Forge (done): core architecture, synthetic attacks, baseline competition.
Phase 2 – Maturity (underway): scale PoPs and bandwidth; improve scoring and competition; expand ingress capacity.
Phase 3 – Platform Integration (target Q1–Q2 2026): one‑click client agents, validator‑led matchmaking, usage‑based billing, dashboards/APIs, and protection for other Bittensor subnets.
Phase 4 – Expansion (Q3 2026+): multi‑tenant enterprise, policy packs, autonomous threat intel sharing.
Execution watch‑outs: shipping a robust billing + SLA stack, carrier‑grade routing, and L7 bot/API defenses are non‑trivial lifts beyond today’s L3/L4 focus.
6) Commercial model & monetization
Customer value: Reduce downtime risk from multi‑terabit attacks; avoid vendor lock‑in by spreading risk across clouds/providers; get transparent performance metrics (on‑chain‑aligned rewards).
Revenue levers: usage‑based subscriptions/APIs, enterprise plans, and (longer‑term) broader “always‑on” services beyond DDoS (e.g., WAF, VPN, bot filtering). Team also positions revenue‑backed staking benefits and “stake‑to‑discount” mechanics. Treat these as roadmap claims pending delivery.
Why the TAM is real:
DDoS/CDN/WAF is a multi‑billion market with high switching costs; centralization concentrates policy and outage risk.
A viable, cheaper alternative with verifiable performance can land SMBs and crypto‑native infrastructure first, then move up‑market.
The business becomes sustainably profitable if three things land:
(i) compelling TCO vs incumbents,
(ii) measurable uptime/latency vs best‑in‑class, and
(iii) an easy onboarding agent (GRE/bootstrap) with clear SLAs.
7) Token, emissions
TAO‑Flow (late‑2025 change): Bittensor shifted TAO distribution from price‑based to net‑flow‑based injection. Subnets receiving net TAO inflows (staking/delegation) draw more TAO emissions; outflows reduce them. For alpha investors this matters because TAO depth ≈ liquidity + runway for α markets and often correlates with attention and validator spend.
Implication for SN91:
If Tensorprox attracts client demand + community staking into its pool, TAO‑Flow can lift its share of TAO emissions, reinforcing incentives and liquidity. If not, emissions lean purely on α and the AMM can get thin. Monitor TAO/α pool depth and net flows on Taostats.
8) Market structure & competitors
Direct competitors: Cloudflare/ Akamai scrubbing centers, hyperscaler edge (CloudFront, etc.)—centralized, contract‑heavy. Tensorprox’s wedge is decentralized, verifiable performance with multi‑provider failover.
Bittensor competitors: Agentic subnets (e.g., SN62 Ridges) proved that open repos + objective scoring can create rapid iteration. Tensorprox applies that to network security, where outcomes are binary and testable.
9) Key risks
Commercial proof‑point risk. Paying customers/SLA proof not public yet; investors should demand named pilots and before/after metrics (latency impact, attack sizes mitigated).
Operational complexity. Running global PoPs with GRE/IPIP, AF_XDP, and validator telemetry at scale is hard; mis‑scored validators or weak invariants could be gamed.
Go‑to‑market lift. Security sales motion (POCs, proofs, procurement) is long; a small core team must add enterprise competencies.
Token‑market fragility. If TAO net inflow stalls, TAO‑Flow can reduce injection and liquidity; thin pools mean higher volatility.
10) SWOT
Strengths: Objective, validator‑audited outcomes; dual‑layer failover (intra‑PoP + validator‑driven); credible L3/L4 stack and kernel‑level optimizations (AF_XDP).
Weaknesses: Early go‑to‑market; limited public enterprise references.
Opportunities: First‑mover decentralized DDoS; “always‑on” service marketplace on same infrastructure (WAF/VPN/bot filtering).
Threats: Incumbent price wars/bundling; regulatory/peering frictions; validator scoring attacks if not hardened.
11) Can SN91 become a profitable business?
Yes—conditional. The path is clear:
+ Ship a delightful client agent and onboarding (tunnels + auto‑config) + one‑click attach.
+ Publish verifiable performance (Tbps handled, mean failover time, attack classes mitigated, latency delta).
+ Land 2–3 design‑partner logos (e.g., games, crypto exchanges, L2 sequencers) with measurable KPIs.
If these occur, monetization (usage‑based/SLA) is standard security‑SaaS; if not, α remains mostly research/attention beta with cyclical emissions.
12) Investment view on α (SN91)
Base stance: Constructive but KPI‑gated. Treat SN91 α as a thematic satellite in a Bittensor stack—sized small initially, then scale with proof.
Three entry gates before any size‑up:
1. Build traction: active commits; scoring scripts; tgen/King/Moat lifecycles reproducible.
2. Commercial signal: at least one public POC with metrics (attack mitigated, latency, downtime averted).
3. TAO‑Flow momentum: rising TAO/α pool depth and net TAO inflows (signals bootstrapped demand + liquidity resilience).
13) What to monitor weekly
On‑chain / liquidity: α/TAO price, pool depth, holders, 24h volume, root proportion, emissions/day.
Build velocity: commits/issues; clarity of reward function; validator runbooks; tunnel/bootstrap stability.
Performance telemetry: disclosed peak Tbps, mean failover time, latency overhead and attack classes mitigated.
Commercial: named pilots, customer quotes/refs, pricing/SLA pages going live.
TAO‑Flow signal: net TAO trends for SN91 vs peers (Subnets Emissions/Analytics views).
14) How Tensorprox can use—and strengthen—Bittensor
Secure other subnets’ endpoints: Phase 3 explicitly plans to protect other Bittensor subnets and Web3 infra, creating native demand from within the ecosystem (validator RPCs, inference gateways, etc.).
Attract TAO via real utility: If subnet usage drives TAO staking into SN91 (for rewards and revenue sharing), TAO‑Flow lifts its emissions share; that positive loop is what this regime is designed to reward.
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Following up on #AWS downtime, this week's #cloudflare outage sparked a lot of discussion among businesses about multi-cloud, multi-CDN, multi-this, multi-that. With all these multis in place, they forget that there is one thing that keeps all ambitions in check: #Decentralization ! Decentralized Infrastructure - That's #tensorprox. #web3 culture powered by #bittensor solves this. One Provider down?
As long as @21RoundTable Bunker can transfer some Kilobytes, #tensorprox validators will find a safe place for your server to hide. This is how we bring web3 values to make web2 compete again.
#CyberSecurity $TAO #Web3Security #DePIN #SN91 #OpenSource
With Kubernetes retiring the community Ingress NGINX controller in March 2026, many workloads will sit behind proxies with no new security patches. Tensorprox adds cloud agnostic L3/4 DDoS protection in front of any IP. #Layer7 will follow shortly after.
#tensorprox #kubernetes #NGINX #DDoS #CyberSecurity #DePIN #bittensor $TAO #OpenSource #web3
#Cloudflare outage today took X, ChatGPT, Spotify and more partly offline. Tensorprox is built for this reality: cloud agnostic, multi provider, decentralized routing so one vendor issue does not kill your edge.
#tensorprox #Cloudflare #DDoS #SN91 #DePIN #CyberSecurity #bittensor $TAO
DDoS used to be noise. Now it is strategy. Attackers measure your limits, force expensive scaling, and exploit every weak link.
#tensorprox turns this from a liability into a predictable, PoS-secured shield for L3/4 traffic. No lock-in. No overage traps.
#DDoS #CyberSecurity #DePIN #Web3Security #bittensor #TAO $TAO #SN91 #NetworkSecurity #Infosec #web3
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