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Gradients

جapplicationai-trainingbaseline-augmentedbaseline-curatedidentity-reviewed
UnknownReviewed
Snapshot

Reviewed overlay for SN56 Gradients. The website describes decentralized AI training on Bittensor and exposes a public API host with machine-readable OpenAPI. Only read-only public performance endpoints are promoted; credentialed/write task and account flows are intentionally excluded. This pass removed a duplicate surface (sn-56-gradients-data-artifact and sn-56-gradients-subnet-api pointed to the identical /v1/network/status URL; kept the correctly-classified subnet-api one) and fixed 4 surfaces having no probe config at all -- the registry-wide gap tracked in #5932. Diffed the full 56-path OpenAPI schema and added one new no-auth no-param surface, /tournament/latest/details; the schema's other undiscovered no-param route, /v1/tasks/organic/completed, 404s live and was not promoted. On-chain identity re-confirmed unchanged.

Netuid
056
Native chain id
updated 14h ago
Registrations
—
0 registrants
30d window
Deregistrations
—
0 hotkeys
30d window
Activity
—
on-chain events
updated 14h ago · 7d window
Participants
256
Active UIDs
updated 14h ago · weekly window
Endpoints
69
tracked
updated 14h ago
Surfaces
69
8 kinds supported
updated 14h ago
Uptime
—
current window
updated 14h ago · 90d window
Latency p50
—
median probe latency
updated 14h ago · 90d window
Completeness
93%
maintainer-reviewed
registry profile
updated 14h ago
Evidence
4
primary sources
updated 14h ago
Top validators · by stake

Metagraph

Live neuron snapshot — stake, emission, rank, trust, consensus, and validator permits.

Neurons
256cap 256
Validators
14with permit
Top-UID stake
47%of total
Stake distribution · top 12 UIDspeak 1.30M τ
256 of 256 neurons
256 neurons · subnet 56Download CSV

Concentration

Stake, emission, and reward distribution: Gini, HHI, Nakamoto coefficient, and top-percentile shares with daily drift.

Stake Gini
0.935emission 0.650
Nakamoto
2entities to 51%
Stake HHI
0.257norm 0.247
Stake held by top %
Emission to top %
Stake holders
80
Emission holders
20
Entities
115
UIDs / entity
2.23
Concentration drift

Yield

Per-UID emission yield (emission ÷ stake return rate): distribution summary, validator/miner split, and the ranked neuron leaderboard with daily drift.

Subnet yield
0.010587%emission ÷ stake
Median yield
0%mean 0.25950%
Validators / miners
14 / 242256 UIDs
Validator / miner split
p25
0%
Median
0%
p75
0%
p90
0.0054673%
#1705GsVPe…joQPPi
Miner
32.48 τ stake2.95 τ emission9.09%above median
#1745FBmn1…62Zv84
Miner
251.70 τ stake8.12 τ emission3.23%above median
#2305Ca32L…Sqpk3R
Miner
342.63 τ stake11.05 τ emission3.22%above median
#765EeLcV…xRsa7H
Miner
337.91 τ stake10.69 τ emission3.16%above median
#1485H9AM1…QZk2NK
Miner
751.41 τ stake6.64 τ emission0.88407%above median
#1305FRdgP…jDXpF6
Miner
497.11 τ stake3.91 τ emission0.78656%above median
#385GU4Xk…1mVXFu
Validator
32.8k τ stake104.25 τ emission0.31793%above median
#2445CFmem…ktGvTD
Validator
155.4k τ stake8.82 τ emission0.0056764%above median
#365F1Wgu…kK66En
Validator
341.9k τ stake18.69 τ emission0.0054673%above median
#505G9hfk…hjwrc5
Validator
57.9k τ stake3.17 τ emission0.0054668%above median
#1075F1x7V…9nyZZi
Validator
219.4k τ stake11.99 τ emission0.0054665%above median
#1015E2LP6…TKeZ5u
Validator
279.7k τ stake15.29 τ emission0.0054654%above median
#1195FLoWC…SeRv8m
Validator
79.7k τ stake4.36 τ emission0.0054627%above median
#1465GP7c3…SWVCMi
Validator
107.0k τ stake5.84 τ emission0.0054620%above median
#75GWksn…84Ds56
Validator
48.5k τ stake2.65 τ emission0.0054592%above median
top 15 of 256 by yield · subnet 56
Yield drift

Turnover

Validator-set and registration churn: entered/exited validators, deregistered UIDs, retention, and a stability score across the window.

Stability score
83/ 100
Validator retention
87.5%16 → 14
Neuron retention
78.4%256 → 256
Validators entered
0
Validators exited
2
UIDs deregistered
31

Compared 2026-07-10 → 2026-07-27 (30d)

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