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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 5h ago
Registrations
0 registrants
30d window
Deregistrations
0 hotkeys
30d window
Activity
on-chain events
updated 5h ago · 7d window
Participants
256
Active UIDs
updated 5h ago · weekly window
Endpoints
69
tracked
updated 5h ago
Surfaces
69
8 kinds supported
updated 5h ago
Uptime
current window
updated 5h ago · 90d window
Latency p50
median probe latency
updated 5h ago · 90d window
Completeness
93%
maintainer-reviewed
registry profile
updated 5h ago
Evidence
4
primary sources
updated 5h 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
0.927emission 0.572
Nakamoto
2entities to 51%
Stake HHI
0.199norm 0.190
Stake held by top %
Emission to top %
Stake holders
82
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
0.010503%emission ÷ stake
Median yield
0%mean 1.88%
Validators / miners
14 / 242256 UIDs
Validator / miner split
p25
0%
Median
0%
p75
0%
p90
0.0060846%
11.30 τ stake5.65 τ emission50.00%above median
28.91 τ stake14.45 τ emission50.00%above median
43.11 τ stake21.51 τ emission49.89%above median
198.89 τ stake5.29 τ emission2.66%above median
845.07 τ stake8.88 τ emission1.05%above median
Validator
32.2k τ stake93.55 τ emission0.29040%above median
Validator
279.4k τ stake17.16 τ emission0.0061431%above median
Validator
48.6k τ stake2.96 τ emission0.0060896%above median
Validator
342.5k τ stake20.84 τ emission0.0060846%above median
Validator
10.3k τ stake0.6233 τ emission0.0060619%above median
Validator
3.4k τ stake0.2030 τ emission0.0060270%above median
Validator
79.8k τ stake4.72 τ emission0.0059193%above median
Validator
164.1k τ stake9.68 τ emission0.0059013%above median
Validator
110.9k τ stake6.08 τ emission0.0054819%above median
Validator
153.4k τ stake8.38 τ emission0.0054609%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 2026-07-102026-07-29 (30d)

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