[Open Source] TAOQuant — A deterministic, zero-AI risk analysis dashboard for Bittensor Subnets
About SN44 Score
Hi everyone, I wanted to share a project I’ve been working on for the Bittensor community: TAOQuant, a lightweight, transparent, and open-source web dashboard designed to evaluate subnet risks deterministically. Why TAOQuant? Analyzing subnets usually means juggling raw numbers across different stats platforms, making it hard to compare structural stability at a glance. TAOQuant introduces a single metric called the IRA Score (Index of Risk Adjustment), which calculates a score (0–100) using client-side mathematical logic with no AI or black-box algorithms involved. The Model (IRA Score): The score is calculated based on three weighted pillars that users can adjust via interactive sliders: APY Stability: Derived from the Coefficient of Variation (CV) to penalize wild yield fluctuations. HHI Decentralization: Measures stake/miner concentration using the Herfindahl-Hirschman Index. Miner Churn Efficiency: Tracks network health and turnover stability. Key Features: Deterministic & Auditable: All math is computed client-side. The formulas and normalizations are fully visible on the dashboard. Non-Custodial & Privacy-Focused: No tracking cookies, no registration, and zero data collection. Local & Live Data Support: Toggle between local mock data and live API data. Open Source: Designed to be a public good for the TAO ecosystem. We don't use AI at TAOQuant because financial risk tools must be 100% deterministic, transparent, and auditable. I would love to get feedback from validators, miners, and long-term stakers: How do you feel about the weight distribution for the IRA pillars? Are there additional metrics you believe should be factored into subnet risk assessment? Looking forward to hearing your thoughts and suggestions! submitted by /u/Vsa32 [link] [comments]
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SN44 Score at a glance
SN44, Score (α token ף), is one of the independent markets on the Bittensor network, each with its own α token and its own price. Its α currently trades at 0.030609 τ (≈ $7.30), against 62,109 τ of pool liquidity. On-chain, the best-delegated validator on it yields about 31.73% APR (simple) and 37.34% APY (compounded), emissions add 0.004116 τ to the pool each block, epochs run every 360 blocks. It was registered at block #3,550,319.
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Taosis indexes announcements, articles, posts and releases about Bittensor subnets from their own channels and keeps a record of each. The text above is the source’s; the figures are read from the chain by Taosis.