<< INTELLIGENCE WING >>

On-chain research
on the Bittensor dTAO ecosystem.

Reproducible analyses of subnet yields, alpha staking economics, validator behavior, and market structure. Every number is sourced from public chain data and verifiable from the methodology. No marketing, no curve-fits.

⌖ PUBLICATIONS

REPORT 002 JUNE 2026 · 365-DAY DATA AUDIT · 25 VALIDATORS

The Validator Hierarchy: What Your Bittensor Validator Actually Costs You

Nominators pick validators on the advertised take rate. We pulled a full year of daily on-chain yield for the 25 largest root validators and ranked them by what nominators actually earned. The gap between best and worst is 4.41 points of yield, and take rate explains less than half of it. The rest is performance nobody publishes.

8.86% best realized root APY

4.45% worst realized root APY

4.41pp best-to-worst spread

$2,205 worst-case annual cost / $50k

READ THE REPORT DOWNLOAD PDF METHODOLOGY FAQ

REPORT 001 JUNE 2026 · 90-DAY DATA AUDIT · 128 SUBNETS

The Yield Illusion: Bittensor Alpha Staking vs Root Staking

A common pitch claims subnet alpha staking at 50%+ APY is superior to root staking at single-digit yields. We tested it against 90 days of on-chain data across 128 subnets, with validator yields measured rather than modeled and pool prices cross-verified against a self-operated mainnet node. The claim does not survive contact with the data.

54% median marketed APY

-7.2% median realized 30d return

73% of subnets lost money

24% beat root staking

READ THE REPORT DOWNLOAD PDF

⌖ PRINCIPLES

HOW WE WORK

Measured, not modeled. We use actual realized yields, prices, and supply changes from chain data rather than theoretical emission math.
Independently verified. FlowSniper operates its own Bittensor mainnet node. Every figure that can be cross-checked against live chain state is.
Reproducible. Methodology, data sources, limitations, and complete datasets are published with each report. Anyone with a Taostats API key can replicate the analysis.
Honest about what we don't know. Limitations, edge cases, outliers, and survivorship effects are named explicitly. Conservative framings are preferred to optimistic ones.
No marketing. FlowSniper is a trading product. Research is a separate function with no incentive to flatter any party in the ecosystem, including ourselves.

On-chain researchon the Bittensor dTAO ecosystem.