Docs-Insights (Tatsu)
Docs-Insights (Tatsu) — a reference card for a crypto project: what the product does and how verifiable the project’s key claims are; also — alignment with the Decentralized AI thesis (DecAI Fit).
Docs-Insights (Tatsu) — an AI/Other | Infra project on Bittensor (subnet), token (symbol: —).
Disclaimer
Important: this page is a reference overview of the project. Within DecAIHub, we separately record a verification based on open sources within the AI thesis (what is real AI/onchain/why a token, and which sources this is based on).
This is not financial advice and not a recommendation to buy/sell/hold any asset. We do not assess price, returns, or entry/exit timing.
Conclusions are based on publicly available materials found as of the verification date. The absence of confirmation does not imply the absence of the technology.
TL;DR (for readers who are not into AI)
- What it is: a Bittensor subnet (SN84) that performs “document understanding” tasks: OCR/vision/VLM/LLM pipelines for extracting information from documents and structuring the result.
- Who it’s for: operators of Bittensor miners/validators and teams that need automated data extraction from documents.
- Why onchain/token: the onchain part is the subnet mechanics on the Bittensor network (participation/incentives/weights); in the Dynamic TAO model the subnet has a subnet‑specific “alpha” token and TAO reserves (see Evidence).
How it works (very briefly)
- The user does: launches a subnet miner/validator following the repository instructions.
- The system does: the validator generates tasks (for example, synthetic images + ground truth) and sends them to miners.
- The user gets: recognition/classification/parsing results and an accuracy score that affects incentives.
- Where the blockchain is: the subnet’s parameters/participants and incentives are recorded as part of the Bittensor network (netuid 84).
- Token role (if any): an external project token (ERC‑20 etc.) is not recorded per Tier‑1; at the same time, the subnet on Bittensor has a subnet‑specific “alpha” token (Dynamic TAO) and an onchain incentive economy.
Quick links: AI thesis fit
Project passport
| Field | Value |
|---|---|
| Project name | Docs-Insights (Tatsu) |
| Also known as (aliases) | Document Understanding Subnet, SN84 |
| Logo (logo) | ../assets/438_docs-insight-tatsu_logo.svg |
| Token symbol (ticker) | — |
| Category | AI/Other | Infra |
| Primary chain (chain) | Bittensor |
| Type | Appchain |
| Network status | mainnet |
| Consensus (consensus) | — |
| Launch date (launch_date) | — |
| Project status (status) | active |
| Token (standard) | native |
| Token contract | Subnet netuid 84 (Bittensor) |
| Token model (token_type) | — |
| Max supply | — |
| Issuance | — |
| Tokenomics (tokenomics, brief) | subnet “alpha” token + TAO reserves/emissions (Dynamic TAO) |
| Governance | — |
| Admins/keys | — |
| Audit | — |
| Bug bounty | — |
| Team (team) | — |
| Funding (investors/funding) | — |
| AI component (ai_component) | document understanding pipeline |
| Use‑case (use_case) | OCR + VLM/LLM document parsing |
| DecAI Fit — AI thesis fit | 5/6 — high alignment with the Decentralized AI thesis |
| DecAI Fit component summary | 2 / 3 / 1 / 3 |
| Last verified | 2026-02-11 |
Links (links_*)
| Type | Link |
|---|---|
| Website | https://docs-insights.ai/home |
| Docs | https://docs-insights.ai/home |
| GitHub | https://github.com/TatsuProject/Document_Understanding_Subnet |
| Releases / Changelog | https://github.com/TatsuProject/Document_Understanding_Subnet/commits/main/ |
| Whitepaper | https://github.com/TatsuProject/Document_Understanding_Subnet/blob/main/docs/Technical_Guide.md |
| Roadmap | — |
| Security advisories | https://github.com/TatsuProject/Document_Understanding_Subnet/security |
| Explorer | https://taostats.io/subnets/84/chart |
| X | https://twitter.com/TatsuEcosystem |
| Discord | — |
| Telegram | https://t.me/TatsuEcosystem |
| Medium | https://medium.com/@tatsuecosystem |
| Audit report(s) | — |
| Bug bounty | — |
| CoinGecko (profile, reference) | https://www.coingecko.com/en/coins/docs-insight-tatsu |
| CoinMarketCap (profile, reference) | https://coinmarketcap.com/currencies/docs-insight-tatsu/ |
General project overview
Per Tier‑1 (README), the project describes a set of document understanding tasks (checkbox/text detection, document classification, document parsing, JSON structuring) and the architecture “validator generates task + ground truth → miner processes → validator scores”. There is a technical guide for launching a miner/validator.
Features/modules
- A multi‑modal pipeline: vision models, language models, VLM, OCR.
- Generation of synthetic tasks and ground truth on the validator side.
- Quality evaluation by coordinates/text and rewarding of the best miners (per the description in the README).
Typical scenarios
- Scenario 1: an operator launches a miner → receives tasks → returns the recognized document elements → receives a score.
- Scenario 2: an operator launches a validator → generates tasks/ground truth → evaluates miners.
Getting started (wallet/network)
- What you need: follow the Technical Guide in the repository (dependencies, tesseract for miners, the checkbox detector service).
- Network/chain: Bittensor subnet netuid 84 (per taostats and the README).
- Fees: depend on participation in the Bittensor network and infrastructure requirements.
Architecture/tech (non‑AI)
- Components: validator + miner + preprocessing/OCR/vision model services.
- Where logic runs: the models/pipeline run offchain; onchain — participation accounting and incentives of the Bittensor subnet.
Token/economics (expanded, no forecasts)
- Economics: miner rewards are described in the README as a function of accuracy and of the gap to “second place”.
- Subnet token (Dynamic TAO): the subnet has a subnet‑specific “alpha” token and TAO reserves (see Evidence); an external project token (ERC‑20 etc.) is not recorded per Tier‑1.
Governance
- Not established per Tier‑1 as of the verification date.
Security and incidents
- Audits / bug bounty / incidents: not established per Tier‑1.
- Threat model: typical risks of a distributed offchain system (manipulation of results/ground truth, attacks on the validator/evaluation) and risks of the Bittensor subnet economics (attacks on scoring/incentives).
Project status and timeline
- Current status: active; subnet on Bittensor mainnet.
- Roadmap: not recorded by Tier‑1 as of the verification date (
links_*has—).
Ecosystem/integrations
- Ecosystem: participation is observable via the subnet’s onchain metrics (taostats); other integrations/partners are not recorded per Tier‑1.
AI component of the project
- What is real AI here? Tier‑1 describes the use of CV/VLM/LLM and OCR for document understanding and extraction of structured data.
- What is truly onchain? subnet netuid 84 on the Bittensor network (the onchain part of the incentive mechanics).
- Why is a token needed? on Bittensor, subnet economics use TAO and the subnet‑specific “alpha” token (Dynamic TAO) for incentives/emission distribution.
- Red flags (based on the information found):
Technical_Guide.mdcontains an example of commands with a netuid that conflicts with the README (SN‑84) andtaostats(probably an outdated/erroneous fragment of the document); for this card we record netuid 84 per the README and onchain observability.
DecAI Fit component summary
- DecAI Fit: 5/6 — high alignment with the Decentralized AI thesis
| Component | Level | Score |
|---|---|---|
| AI reality | medium | 2 |
| Onchain necessity | high | 3 |
| Token necessity | low | 1 |
| Evidence | Tier‑1 present | 3 |
Details
AI reality
AI_0 — AI intent (Tier‑1 roadmap) (1/0)
- AI_0 (decision): 0
- Claim (one line): AI is described as a working pipeline (document understanding), not only an intent.
- Evidence: Tier‑1 — https://github.com/TatsuProject/Document_Understanding_Subnet
- Why sufficient / why not (one line): when a Tier‑1 description of the operation is available, the intent flag adds no signal.
AI_1 — what the AI does (1/0)
- AI_1 (decision): 1
- Claim (one line): recognizes/classifies/parses documents (OCR+vision+VLM+LLM) and returns a structured result.
- Evidence: Tier‑1 — https://github.com/TatsuProject/Document_Understanding_Subnet
- Why sufficient / why not (one line): the purpose and the tasks are listed in the README.
AI_2 — demos/examples (1/0)
- AI_2 (decision): 0
- Claim (one line): a public app/demo “what you can touch” is not recorded per Tier‑1.
- Evidence: Tier‑1 — —
- Why sufficient / why not (one line): there are instructions for launching nodes, but without a separate demo surface the flag is 0.
AI_3 — metrics/quality (1/0)
- AI_3 (decision): 0
- Metrics: —
- Context (version/date/how measured): —
- Evidence: Tier‑1 — —
- Why sufficient / why not (one line): reproducible quality metrics with context (version/date/dataset) were not extracted in Tier‑1.
AI_4 — tech description/architecture/versions (1/0)
- AI_4 (decision): 1
- Claim (one line): the validator/miner architecture and the set of tasks (checkbox/doc-class/doc-parse) are described, as well as the launch steps.
- Evidence: Tier‑1 — https://github.com/TatsuProject/Document_Understanding_Subnet ; https://raw.githubusercontent.com/TatsuProject/Document_Understanding_Subnet/main/docs/Technical_Guide.md
- Why sufficient / why not (one line): there is a tech description and an operational guide.
Onchain necessity
OC_1 — contracts/addresses/chain (1/0)
- OC_1 (decision): 1
- Chain: Bittensor
- Addresses/identifiers: subnet netuid 84
- Evidence: Tier‑1 — https://taostats.io/subnets/84/chart
- Why sufficient / why not (one line): taostats records the existence of the subnet on the Bittensor network.
OC_2 — onchain beyond just a token (1/0)
- OC_2 (decision): 1
- What useful logic is onchain: the onchain layer participates in the subnet mechanics (accounting/incentives/weights).
- Evidence: Tier‑1 — https://taostats.io/subnets/84/chart
- Why sufficient / why not (one line): the subnet is part of the Bittensor onchain network.
OC_3 — onchain is critical (1/0)
- OC_3 (decision): 1
- “Replace the blockchain” test: without onchain the trustless mechanics of distributing incentives/evaluation break down.
- Evidence: Tier‑1 — https://docs.learnbittensor.org/subnets/understanding-subnets ; https://taostats.io/subnets/84/chart
- Why sufficient / why not (one line): the subnet’s incentive network relies on onchain state.
Token necessity
TK_0 — no token (1/0)
- TK_0 (decision): 0
- Claim (one line): on Bittensor the subnet has a subnet‑specific “alpha” token (Dynamic TAO); an external project token (ERC‑20 etc.) is not recorded per Tier‑1.
- Evidence: Tier‑1 — https://docs.learnbittensor.org/subnets/understanding-subnets
- Why sufficient / why not (one line): “no token” is incorrect for a subnet; at the same time, a separate external project token is not established.
TK_1..TK_4 (1/0)
TK_1 — payment for the service (1/0)
- TK_1 (decision): 0
- Claim (one line): payment for the service with the project token is not established per Tier‑1.
- Evidence: Tier‑1 — —
- Why sufficient / why not (one line): there is no Tier‑1 description of pay‑per‑call on the project token.
TK_2 — incentives/collateral/penalties (1/0)
- TK_2 (decision): 1
- Claim (one line): subnet economics distribute emissions/incentives and rely on the onchain mechanics of Bittensor (Dynamic TAO).
- Evidence: Tier‑1 — https://docs.learnbittensor.org/subnets/understanding-subnets ; https://taostats.io/subnets/84/chart
- Why sufficient / why not (one line): Tier‑1 docs describe incentives/emissions in subnets; taostats confirms the specific netuid.
TK_3 — governance (1/0)
- TK_3 (decision): 0
- Claim (one line): the governance role of the project token is not established per Tier‑1.
- Evidence: Tier‑1 — —
- Why sufficient / why not (one line): there is no Tier‑1 description of governance via the project token.
TK_4 — token is replaceable (1/0)
- TK_4 (decision): 0
- Claim (one line): the replaceability of the token/subnet economics with an alternative model is not established per Tier‑1.
- Evidence: Tier‑1 — —
- Why sufficient / why not (one line): for subnets, the role of the token/TAO is built into the Bittensor economy; a conclusion about replaceability requires separate analysis.
Evidence (table)
| Tier | Source | What it proves |
|---|---|---|
| Tier‑1 | https://github.com/TatsuProject/Document_Understanding_Subnet | Tier‑1 description of the subnet’s tasks and architecture (validator/miner + model pipelines). |
| Tier‑1 | https://raw.githubusercontent.com/TatsuProject/Document_Understanding_Subnet/main/docs/Technical_Guide.md | Tier‑1 technical guide for launching a miner/validator and the dependencies. |
| Tier‑1 | https://docs.learnbittensor.org/subnets/understanding-subnets | Tier‑1 description of Bittensor subnets: onchain consensus/emissions/incentives; subnet‑specific “alpha” tokens (Dynamic TAO). |
| Tier‑1 | https://taostats.io/subnets/84/chart | Onchain fact of the existence of subnet netuid 84. |
| Tier‑2 | https://www.coingecko.com/en/coins/docs-insight-tatsu | Reference profile and link navigation. |
| Tier‑2 | https://coinmarketcap.com/currencies/docs-insight-tatsu/ | Reference profile and link navigation. |
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