
By: @CryptoZPunisher
“Retail prop firms win when traders lose. That’s the game.”
-Arrash
Over the last months, Subnet 8 (Taoshi) has become a focal point for validators, investors, and especially quantitative traders. What began as a simple Bitcoin price prediction subnet has evolved into a full-scale decentralized quantitative trading network, with a bold mission:
👉 Disrupt a massive industry worth $10–20B per year: proprietary trading (prop trading).
Unlike traditional prop firms, opaque, restrictive, and financially misaligned—PTN (Proprietary Trading Network) introduces a model that is:
✔ transparent ✔ decentralized ✔ performance-aligned ✔ fully open ✔ and built for global scale
This isn’t just another subnet. 👉 SN8 may be one of Bittensor’s first large-scale, revenue-generating engines.

1. Origins: From Bitcoin Prediction to a Global Trading Network
Taoshi originally launched a subnet dedicated to Bitcoin time-series prediction.
Miners submitted ML models → validators scored accuracy → the network produced a blended forecasting signal.
But the team quickly realized:
✔ 1) Building ML models for every time series is a monumental task
and the revenue horizon was too distant.
✔ 2) The trading decisions generated by these models were far more valuable
than the forecasts themselves.
This realization led directly to:
PTN — The Proprietary Trading Network
A simple but powerful idea:
➡️ Every miner becomes a trader. Every UID becomes a decentralized mini-prop-firm.
2. The Problem: The Prop Firm Industry is Broken
The retail prop firm industry, despite being huge, is structurally flawed:
❌ Prop firms profit when traders fail
❌ Their model depends on challenge fees, not performance
❌ Rules are punitive, arbitrary, and often manipulated
❌ Skilled traders are banned or restricted
❌ Everything is opaque and centralized
The game is simple: 👉 Get you to fail quickly so you’ll pay another challenge fee.
Taoshi wants to flip the script by applying the ethos of Bittensor:
✔ open-source ✔ transparent ✔ permissionless ✔ decentralized ✔ aligned with performance
In this breakdown, Taoshi’s CEO
Walks through how PTN’s decentralized model rewrites the rules with a transparent, performance-aligned prop-trading ecosystem designed for global scale. ⬇️
3. How PTN Actually Works
👉 Every miner is a trader
Miners send live trading instructions:
- Long
- Short
- Flat
- leverage
- on specific markets (crypto, FX, commodities, equities)
👉 Validators simulate real portfolios
They act like decentralized, distributed trading engines.
👉 Performance is scored using multiple metrics
Including:
- Sharpe
- Sortino
- Calmar
- Omega
- Max Drawdown
- Stability
- Risk-adjusted returns
👉 A strict challenge period
To be admitted as a “real” miner:
- 60 days of challenge mode
- 30-day evaluation window
- must rank in the top 75th percentile
- only then join the “elite” trading set
The selection process is brutal. Only a small minority make it through.
4. PTN = A Global Harvesting Engine for Quant Strategies
PTN is essentially building a constantly improving dataset of:
✔ trading signals ✔ quantitative models ✔ blended network strategies ✔ multi-asset execution logic
The network aggregates thousands of models into composite, risk-adjusted, ensemble strategies.
The result is a decentralized version of:
👉 a global multi-strategy prop firm, powered by thousands of competing ML traders.
5. Glitch Financial: The Commercial Product Built on SN8
PTN is the engine. But monetization comes from:
Glitch Financial
A complete wealth-management-as-a-service platform that allows:
- Retail users to plug into professional strategies
- Wealth managers to build “plug-and-play hedge funds”
- Institutions to execute on top of PTN outputs
- SN8 miners to be sustainably compensated
- Taoshi to generate real external revenue
Built by a 20-person Taoshi engineering team, Glitch includes:
✔ Multi-exchange execution (Binance, Bybit, dYdX) ✔ Full integration with MetaTrader 5 (a massive technical achievement) ✔ A tiered subscription model ✔ Portfolio tracking and automated execution ✔ European access first, US later (regulatory reasons)
Glitch is one of the first real, revenue-ready commercial products in the Bittensor ecosystem.

6. The Vision: Wealth Management On Bittensor
Arrash has been very explicit:
“We want to build wealth management on Bittensor.”
This means:
- multiple new subnets (already planned)
- EVM-based miner-to-contract relationships
- turning one mining UID into 1,000 traders via smart contracts
- decentralized collateral systems
- “capacitor” mechanisms where miners only receive emissions if hitting thresholds
- tokenomics designed for the DET world
Taoshi is positioning itself not only as a subnet, but as:
👉 a decentralized financial intelligence network 👉 a global quant trading layer 👉 a full asset-management stack 👉 a commercial engine for real-world revenue
7. What DET Will Change for SN8
As Arrash said:
“DET isn’t good for miners or subnet owners. It’s good for Bittensor.”
SN8 is one of the best-positioned subnets for DET because:
✔ its output is monetizable ✔ it already has a revenue model ✔ token value will correlate to the network’s real performance ✔ the subnet is competitive by nature ✔ real cashflows can flow back into the token economy
SN8 is not theoretical. It’s not a concept.
👉 It’s already operating at scale, with real-world demand.
8. Conclusion — Is SN8 the First True “Revenue Subnet” of Bittensor?
SN8 checks every box:
✔ Massive industry to disrupt ✔ Clear superiority vs trad prop firms ✔ Doxxed, experienced, 20-person team ✔ A commercial SaaS product (Glitch) ✔ Strict miner quality filtering ✔ Live real-world use cases ✔ A long-term roadmap aligned with DET ✔ A ready-made path to external revenue
Taoshi is no longer an experiment. 👉 It’s a functioning decentralized quant firm, plugged into a global blockchain.
In a DET world, this places SN8 among the most strategically important subnets in the ecosystem.
USEFUL LINKS
Official Websites
- Taoshi website — taoshi.io
- Glitch Financial — glitch.financial
- Documentation — docs.taoshi.io
- Tokenomics — tokenomics.taoshi.io
GitHub
- SN8 Repository — taoshidev/vanta-network
X Accounts
Official accounts :
- Taoshi — @taoshiio
- Vanta Trading — @VantaTrading
- Glitch Financial — @GlitchFinancial
Core Team :
- Arrash (Founder & CEO) — @0xarrash
- Luke (Marketing & Growth) — @Lukes_Trades
- JBone (Engineering) — @0xJBone
- Riley — @Raleigh_CA
- Research Director — @researchqueue
- Taoshi LinkedIn page — linkedin.com/company/taoshiio/
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