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Subnet Dossier 2.0All subnets
Bittensor Build Intelligence · SN31

rec4ll

Recall provides decentralized retrieval-augmented generation to Bittensor. Miners serve embedding models, vector search, and LLM inference. Validators independently evaluate retrieval accuracy and answer quality. The subnet discovers the best RAG pipeline through open competition and routes user queries to the top perf

Recall provides decentralized retrieval-augmented generation to Bittensor. Miners serve embedding models, vector search, and LLM inference. Validators independently evaluate retrieval accuracy and answer quality. The sub

MaintenanceNo confirmed developmentEvidence confidence: medium
GitHub
Current evidence

At a glance

Updated 2026-07-12

A compact view of the current-owner product, code and evidence state. Historical activity is excluded whenever ownership is unresolved.

Build score42/100Current-owner evidence only
Build rank#81 of 119Eligible subnets
DevelopmentMaintenance
ProductNo confirmed development
Commits · 7d / 30d0 / 1
Latest releasev2.0.1523 Aug 2025 UTC
Utility first

Product

No confirmed development

What it is building

Recall provides decentralized retrieval-augmented generation to Bittensor. Miners serve embedding models, vector search, and LLM inference. Validators independently evaluate retrieval accuracy and answer quality. The subnet discovers the best RAG pipeline through open competition and routes user queries to the top perf

Public accessNot yet verified

How to access and use it

  1. Start with: or the project README.
  2. Purpose: Recall provides decentralized retrieval-augmented generation to Bittensor. Miners serve embedding models, vector search, and LLM inference. Validators independently evaluate retrieval accuracy and answer quality. The subnet discovers the best RAG pipeline through open competition and routes user queries to the top performers. Think of it as an always-improving, community-owned search engine with citations.
Incomplete informationManual verification required
Repository intelligence

Development

Code evidence 8/10
Commits · 7d0
Commits · 30d1
Merged PRs · 7dUnavailable
Contributors · 30d3
RepositoriesUnavailable
Technical maturityMature / active
Open current GitHub evidence

Build score attribution

Code activity0/20
Product evidence11/20
Release discipline3/15
Developer participation8/15
Documentation10/10
Miner / validator readiness10/10
Communication freshness0/10
Operational evidence

Mining and validation

Miner / validator instructions documented
Readiness

Miner / validator instructions documented

Current public evidence for starting a miner or validator.

Instructions

Miner / validator path

Miner / validator instructions documented

Repository maturity

Mature / active

Technical maturity inferred from current public repository evidence.

Product in repo

Implementation evidence

Product / API / app traceable in GitHub

Confirm current-owner documentation, hardware requirements, dependencies and incentive mechanics before allocating compute or capital.

What changed

Latest public updates

0 evidence events

No dated public changes are attached to this evidence layer.

Proof boundary

Sources and freshness

2 verified paths

A public link proves attribution, not quality. Cross-check the website, repository, X profile and official Discord whenever ownership changes.

Evidence gap

Official website

Current public website attributed to this subnet.

Not available
Evidence gap

Product / API

Usable app, playground or API access path.

Not available
Evidence gap

Documentation

Technical or product documentation.

Not available
Verified path

GitHub

Current public repository attribution.

Open source
Evidence gap

X profile

Official or cross-verified social identity.

Not available
Evidence gap

Discord

Community and ownership confirmation path.

Not available

Evidence flags

  • No critical current-owner evidence flags are attached.
Evidence-led editorial view

Nora Verdict

Public evidence remains incomplete

The current evidence does not support a stronger editorial conclusion yet.

Coming soon

Outsider Verdict

Victor final editorial assessment will follow evidence review and any required off-chain confirmation.