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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 20h ago
Registrations
—
0 registrants
30d window
Deregistrations
—
0 hotkeys
30d window
Activity
—
on-chain events
updated 20h ago · 7d window
Participants
256
Active UIDs
updated 20h ago · weekly window
Endpoints
69
tracked
updated 20h ago
Surfaces
69
8 kinds supported
updated 20h ago
Uptime
—
current window
updated 20h ago · 90d window
Latency p50
—
median probe latency
updated 20h ago · 90d window
Completeness
93%
maintainer-reviewed
registry profile
updated 20h ago
Evidence
4
primary sources
updated 20h 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
39%of total
Stake distribution · top 12 UIDspeak 1.09M 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
0.928emission 0.552
Nakamoto
2entities to 51%
Stake HHI
0.199norm 0.190
Stake held by top %
Emission to top %
Stake holders
83
Emission holders
19
Entities
114
UIDs / entity
2.25
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
0.010495%emission ÷ stake
Median yield
0%mean 0.31371%
Validators / miners
14 / 242256 UIDs
Validator / miner split
p25
0%
Median
0%
p75
0%
p90
0.0071671%
#1785FpdSc…Zb6i5g
Miner
136.00 τ stake22.16 τ emission16.30%above median
#1305FRdgP…jDXpF6
Miner
156.37 τ stake5.35 τ emission3.42%above median
#2305Ca32L…Sqpk3R
Miner
438.86 τ stake14.46 τ emission3.29%above median
#765EeLcV…xRsa7H
Miner
373.62 τ stake5.65 τ emission1.51%above median
#1485H9AM1…QZk2NK
Miner
774.05 τ stake8.88 τ emission1.15%above median
#385GU4Xk…1mVXFu
Validator
32.2k τ stake92.89 τ emission0.28827%above median
#1015E2LP6…TKeZ5u
Validator
279.8k τ stake20.38 τ emission0.0072830%above median
#75GWksn…84Ds56
Validator
48.6k τ stake3.49 τ emission0.0071853%above median
#365F1Wgu…kK66En
Validator
342.7k τ stake24.56 τ emission0.0071671%above median
#265HbScN…rTFZdT
Validator
10.3k τ stake0.7350 τ emission0.0071487%above median
#1225Ck3sE…Bs5668
Validator
3.4k τ stake0.2406 τ emission0.0071482%above median
#705EJVmb…2EEmkr
Validator
79.8k τ stake5.58 τ emission0.0069958%above median
#2445CFmem…ktGvTD
Validator
164.1k τ stake11.34 τ emission0.0069145%above median
#1195FLoWC…SeRv8m
Validator
110.9k τ stake6.39 τ emission0.0057630%above median
#1465GP7c3…SWVCMi
Validator
153.3k τ stake8.77 τ emission0.0057229%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
82/ 100
Validator retention
87.5%16 → 14
Neuron retention
77.2%256 → 256
Validators entered
0
Validators exited
2
UIDs deregistered
33

Compared 2026-07-10 → 2026-07-29 (30d)

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