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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 2h ago
Registrations
—
0 registrants
30d window
Deregistrations
—
0 hotkeys
30d window
Activity
—
on-chain events
updated 2h ago · 7d window
Participants
256
Active UIDs
updated 2h ago · weekly window
Endpoints
69
tracked
updated 2h ago
Surfaces
69
8 kinds supported
updated 2h ago
Uptime
—
current window
updated 2h ago · 90d window
Latency p50
—
median probe latency
updated 2h ago · 90d window
Completeness
93%
maintainer-reviewed
registry profile
updated 2h ago
Evidence
4
primary sources
updated 2h 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
0.938emission 0.764
Nakamoto
2entities to 51%
Stake HHI
0.257norm 0.248
Stake held by top %
Emission to top %
Stake holders
84
Emission holders
30
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
0.010594%emission ÷ stake
Median yield
0%mean 6.17%
Validators / miners
14 / 242256 UIDs
Validator / miner split
p25
0%
Median
0%
p75
0.0054168%
p90
6.24%
#65ELGMN…KTkFqE
Miner
0.0132 τ stake0.0132 τ emission100.00%above median
#455FjRh7…hMERoJ
Miner
0.0132 τ stake0.0132 τ emission100.00%above median
#895EEaxg…o2bPLf
Miner
0.0132 τ stake0.0132 τ emission100.00%above median
#2055EgpWg…C68KNf
Miner
0.0132 τ stake0.0132 τ emission100.00%above median
#1745FBmn1…62Zv84
Miner
32.49 τ stake8.12 τ emission25.01%above median
#2305Ca32L…Sqpk3R
Miner
44.18 τ stake11.03 τ emission24.98%above median
#765EeLcV…xRsa7H
Miner
42.56 τ stake10.62 τ emission24.96%above median
#1305FRdgP…jDXpF6
Miner
15.57 τ stake3.88 τ emission24.93%above median
#1705GsVPe…joQPPi
Miner
47.24 τ stake2.95 τ emission6.24%above median
#1165EqKHi…cgvFVc
Miner
0.2595 τ stake0.0132 τ emission5.08%above median
#2075CkiAX…Ff6EjU
Miner
0.5707 τ stake0.0132 τ emission2.31%above median
#2355FjDsF…UGepkJ
Miner
1.01 τ stake0.0132 τ emission1.31%above median
#525D2Qee…ZrAuUU
Miner
1.41 τ stake0.0132 τ emission0.93384%above median
#1785FpdSc…Zb6i5g
Miner
1.50 τ stake0.0132 τ emission0.87710%above median
#1485H9AM1…QZk2NK
Miner
784.62 τ stake6.64 τ emission0.84582%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 → 2026-07-27 (30d)

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