Data Mining

This structure ensures that LingoAI remains a relevant, productive, and fair data infrastructure over the long term.

LingoAI Community Mining Mechanism

Total Allocation: 45,000,000,000 Tokens

LingoAI adopts a long-term, contribution-driven community mining model designed to support sustainable growth of a global AI data infrastructure.

Community mining tokens are released over 20 years, divided into three phases, each aligned with the maturity of the network.

The system prioritizes real-world data contribution, long-term participation, and gradual decentralization, rather than short-term incentives.

Phase	Duration	Focus	Allocation
Phase 1	Years 1–5	Network Scale	45% (20.25B)
Phase 2	Years 6–10	Scale × Quality	30% (13.5B)
Phase 3	Years 11–20	Quality & Sustainability	25% (11.25B)
Total	20 Years		45B

Task	Percentage of total supply
Data Contributors	40%
Data Processing	20%
Cross-lingual LLM Development	10%
Validators	30%

Phase 1: Network Scale (Years 1–5)

Allocation: 20.25B tokens (45%)

Objective

Phase 1 focuses on rapid global network expansion, encouraging large-scale participation from contributors across languages, regions, and data types.

The goal is to establish LingoAI as a global data entry layer for multilingual and multimodal AI.

Key Characteristics

• Incentives prioritize contribution volume

• Low participation barriers

• Strong early rewards to bootstrap the ecosystem

• No instant liquidity: rewards are recorded first, released gradually

Annual Emission Distribution (Phase 1)

Year	% of Phase 1	Tokens Released
Year 1	28%	5.67B
Year 2	24%	4.86B
Year 3	20%	4.05B
Year 4	16%	3.24B
Year 5	12%	2.43B
Total	100%	20.25B

Phase 2: Scale × Quality (Years 6–10)

Allocation: 13.5B tokens (30%)

Objective

Phase 2 balances continued growth with improving data quality.

As the network matures, incentives increasingly favor:

• High-quality data

• Scarce languages and domains

• Contributors with consistent participation histories

Key Characteristics

• Emissions continue to decline gradually

• Quality multipliers are introduced

• Usage-based acceleration begins (data that is used unlocks faster)

• Volume alone is no longer sufficient for optimal rewards

Annual Emission Distribution (Phase 2)

Year	% of Phase 2	Tokens Released
Year 6	28%	3.78B
Year 7	24%	3.24B
Year 8	20%	2.70B
Year 9	16%	2.16B
Year 10	12%	1.62B
Total	100%	13.5B

Phase 3: Quality & Sustainability (Years 11–20)

Allocation: 11.25B tokens (25%)

Objective

Phase 3 transforms community mining into a long-term sustainability mechanism.

Tokens become increasingly scarce, and rewards are tightly coupled to:

• Data quality

• Real-world usage

• Long-term contribution loyalty

This phase ensures that the network remains active and valuable decades after launch.

Key Characteristics

• Strong emphasis on usage-driven rewards

• High-quality and rare data prioritized

• Long-term contributors benefit from loyalty weighting

• Emissions never drop to zero, preserving ongoing incentives

Annual Emission Distribution (Phase 3 – 10 Years)

Year	% of Phase 3	Tokens Released
Year 11	15%	1.69B
Year 12	14%	1.58B
Year 13	13%	1.46B
Year 14	12%	1.35B
Year 15	11%	1.24B
Year 16	10%	1.13B
Year 17	9%	1.01B
Year 18	7%	0.79B
Year 19	5%	0.56B
Year 20	4%	0.45B
Total	100%	11.25B

---

Epoch-Based Distribution Model

All community mining rewards are distributed using an epoch-based system.

• 1 Epoch = 30 days

• Contributions are recorded continuously during the epoch

• Rewards are calculated and allocated at epoch end

• Tokens enter a delayed release schedule, not immediate circulation

This design:

• Prevents short-term exploitation

• Reduces sell pressure

• Aligns rewards with long-term participation

---

Visual Emission Curve (Conceptual)

Token Emission Intensity
│
│ Phase 1 █████████████▇▆▅
│ Phase 2        ▇▆▅▅▄
│ Phase 3              ▄▃▃▂▂▁
│
└────────────────────────────────── Time (20 Years)

Summary

The LingoAI community mining model is designed as a 20-year incentive framework that evolves alongside the network:

• Phase 1 builds global scale

• Phase 2 improves quality and utility

• Phase 3 ensures long-term sustainability