# ChainOpera AI Roadmap

## Our Thesis

We believe **Artificial General Intelligence (AGI)** will not emerge from a single giant model like today’s LLMs, but from **collaborative intelligence** — a network of many specialized models across modalities and agents orchestrated in complex workflows, contributed by distributed institutes and individuals in a decentralized ecosystem.

Because these models and agents must work together, **decentralized economics and technical architecture** are the inevitable choice. The underlying decentralized AI infrastructure for training and inference must be **self-sustaining, transparent, cost-efficient, resilient, and trustworthy**, powered by a community leveraging distributed AI assets — including GPUs, models, and data.

Achieving this requires **economic innovation** to incentivize people to build, distribute, orchestrate, and deploy specialized AI models/agents, alongside **product and technological innovation** to advance AGI through collaborative intelligence. This is where **ChainOpera is pioneering**: building **agent routers/networks** to coordinate specialized agents for complex workflows, and **federated learning and inference** to enable multi-modal models running across diverse compute and data sources.

There is growing proof: OpenAI’s GPT-5 architecture is a real-time router coordinating a few specialized models ([source](https://openai.com/index/gpt-5-system-card/)), and Anthropic’s recent statements also underscore **multi-agent workflows** as the next frontier ([source](https://www.anthropic.com/engineering/multi-agent-research-system)).

This is one side of our vision—building AI through decentralization. But we also believe decentralized AI must go further: **training dedicated LLMs and multi-modal models to power agentic applications in finance and crypto**. These models simplify access to complex tools, provide intelligent automation, and enhance the security of both funds and systems. Therefore, our goal also includes training foundational models with community power; unlike OpenAI, which develops the GPT series (GPT-3 to GPT-5) on centralized GPU clusters, **ChainOpera AI leverages federated learning and decentralized training on GPU DePINs**—creating models purpose-built for the industry.

In short, **AGI is the goal**, but instead of chasing one centralized giant model, we are pursuing **collaborative intelligence through an AI Agent Network** — co-created and co-owned by the community — with applications starting in Crypto and FinTech.

## **2021-2024: Our Efforts and Achievements Before Founding ChainOpera AI**

Before launching ChainOpera AI in Q4 2024, our team built enterprise-grade decentralized AI platforms ([TensorOpera.ai](https://tensoropera.ai/), [FedML.ai](https://fedml.ai/)), serving a large base of developers and enterprises. As agentic AI and its supporting infrastructure stack matured, we seized the moment to scale community-driven decentralized AI — what we now call the AI Agent Network (also referred to as Internet Agents, the Agent Social Network, and Multi-agent AI).

## 2025 and Beyond: Roadmap Overview

<figure><img src="https://3365519737-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FHHHNQpBzmF9AhZtgCpSL%2Fuploads%2FBrr6km6fXTRizOBCEKZU%2FFrame%205005%20(1).jpg?alt=media&#x26;token=a5a5123e-971b-4cf0-9406-994c1c576e6e" alt=""><figcaption></figcaption></figure>

#### Stage 1: From Compute to Capital

**Goal:** Decentralize AI infrastructure for training and inference, and enable GPUs, data, and models to be contributed as valuable resources.

* **Product & Tech:** Build a DePIN GPU network, federated learning framework, and distributed inference/training platform; model router for distributed model endpoint providers.
* **Economics:** GPU and model API providers can contribute resources and receive usage-based incentives, creating a foundational market for decentralized AI infrastructure.

***

#### Stage 2: From Agentic Apps to a Collaborative AI Economy

**Goal:** Connect users, developers, and compute in an AI social network where every agent functions as a service endpoint.

* **Product & Tech:** Launch the AI Terminal Super App, AI Agent Marketplace, AI Agent Social Network, and multi-agent workflows; introduce user requirement–developer matching systems.
* **Economics:** The CoAI Collaborative AI Protocol connects AI users, developers, and resource providers (GPUs, data, models, etc.). The credit system ($EC) and demand–supply matching mechanisms support high-frequency transactions and continuous ecosystem activity.

***

#### Stage 3: From Collaborative AI to Crypto-Native AI Ecosystems

**Goal:** Apply collaborative AI to high-impact crypto and fintech verticals.

* **Product & Tech:** Incentivize specialized agents in DeFi, RWA, PayFi, KOL, and e-commerce; "Crypto AGI moment" - train LLMs dedicated for FinTech/Crypto applications with federated learning and decentralized training; develop an agent-to-agent payment network and wallet system; enable personal data exchange.
* **Economics:** Usage-driven allocation mechanisms, competitive leaderboards, and agent launchpads highlight high-quality projects and sustain network growth.

***

#### Stage 4: From Ecosystems to Autonomous AI Economies

**Goal:** Build self-governing AI subnets that interconnect with external ecosystems, providing infrastructure, services, and tokenized value exchange at a global scale.

* **Product & Tech:** Operate multiple independent subprojects — Agentic Apps, Infrastructure, Compute, Models, and Data — with a fully interoperable stack enabling subnet token economies and cross-subnet collaboration; advance from Agentic AI to Physical AI.
* **Economics:** Each subnet can independently coordinate, govern, and allocate resources, creating a sustainable, community-driven ecosystem.

***

(Legend: <mark style="color:green;">Green: Already released</mark>; <mark style="color:blue;">Blue: 2025 Q3</mark>; <mark style="color:orange;">Orange: 2025 Q4</mark>; White: 2026 Q1 and Beyond)

## AI Super App Layer Roadmap

1. <mark style="color:green;">2025 Q1: Launch</mark> <mark style="color:green;"></mark>*<mark style="color:green;">**AI Terminal App**</mark>* <mark style="color:green;"></mark><mark style="color:green;">(iOS)</mark>
2. <mark style="color:green;">2025 Q2: Launch</mark> <mark style="color:green;"></mark>*<mark style="color:green;">**AI Terminal App**</mark>* <mark style="color:green;"></mark><mark style="color:green;">(Web browser version)</mark>
3. <mark style="color:green;">2025 Q2: Launch</mark> <mark style="color:green;"></mark>*<mark style="color:green;">**AI Agent Marketplace ("Discover")**</mark>*<mark style="color:green;">. Add agents in categories such as State-of-the-art Model, Trading, Trends, Market Analysis, Community, Character, Productivity, etc.</mark>
4. <mark style="color:green;">2025 Q2: Release</mark> <mark style="color:green;"></mark>*<mark style="color:green;">**Agent Router — Super Agent Coco**</mark>*<mark style="color:green;">. Routes user requests to different Agents contributed by community developers based on user intent.</mark>
5. <mark style="color:green;">2025 Q2: Launch</mark> <mark style="color:green;"></mark>*<mark style="color:green;">**AI Agent Social Network**</mark>*<mark style="color:green;">. A social network connecting users and Agents — users can add Agents as friends, and create groups to combine multiple Agents into complex workflows.</mark><br>
6. <mark style="color:blue;">2025 Q3-</mark><mark style="color:orange;">Q4</mark> and Beyond: ***Enrich Agent Ecosystem***
   1. <mark style="color:blue;">2025 Q3: Launch</mark> <mark style="color:blue;"></mark>*<mark style="color:blue;">**Agent Idea Proposal and Idea-Developer Matching Subsystem**</mark>* <mark style="color:blue;"></mark><mark style="color:blue;">— users can submit desired Agent functionalities, which are then prioritized and assigned to developers. If developed and launched, both the proposer and developer receive participation incentives.</mark>
   2. <mark style="color:blue;">2025 Q3</mark>–<mark style="color:orange;">Q4</mark> and Beyond: *<mark style="color:blue;">**Ecosystem Partnerships**</mark>* <mark style="color:blue;"></mark><mark style="color:blue;">— focus on incentivizing developer communities in</mark> <mark style="color:blue;"></mark>*<mark style="color:blue;">**RWA, On-Chain Stock Exchange, DEX, DeFi, PayFi, e-commerce**</mark>*<mark style="color:blue;">, and other highly relevant Crypto/FinTech verticals, with related Agents continuously released to end users.</mark><br>
7. <mark style="color:blue;">2025 Q3</mark> and Beyond — ***Agents for Key User Group: Retail Traders***
   1. <mark style="color:blue;">2025 Q3:</mark> <mark style="color:blue;"></mark>*<mark style="color:blue;">**Automated Trading Agent**</mark>* <mark style="color:blue;"></mark><mark style="color:blue;">— workflows and triggers to automate market monitoring and order execution, reducing manual work and errors.</mark>
   2. <mark style="color:blue;">2025 Q3:</mark> <mark style="color:blue;"></mark>*<mark style="color:blue;">**Trading Strategy Agent**</mark>* <mark style="color:blue;"></mark><mark style="color:blue;">— strategies developed by experienced traders, enabling ordinary users to access automated strategy execution tools.</mark>
   3. 2026 Q1 and Beyond: ***AI Trader Twin Agent*** — extracts a trader’s style and rules into an AI persona capable of executing and optimizing strategies while this trader is offline.<br>
8. <mark style="color:blue;">2025 Q3</mark>/<mark style="color:orange;">Q4</mark> — ***Agents for Key User Group: KOLs / Influencers***
   1. <mark style="color:blue;">2025 Q3:</mark> <mark style="color:blue;"></mark>*<mark style="color:blue;">**Virtual KOL Agents**</mark>* <mark style="color:blue;"></mark><mark style="color:blue;">— fans can interact with a KOL’s AI twin in the Agent Social Network; supports both private approval and public modes, balancing privacy and reach.</mark>
   2. <mark style="color:blue;">2025 Q3:</mark> <mark style="color:blue;"></mark>*<mark style="color:blue;">**AI-assisted Content Creation Agents**</mark>* <mark style="color:blue;"></mark><mark style="color:blue;">(Human-in-the-loop) — system auto-generates tweet drafts based on trending topics; KOLs can review/edit or set them to auto-publish, greatly reducing creation time and improving quality.</mark>
   3. <mark style="color:orange;">2025 Q4:</mark> <mark style="color:orange;"></mark>*<mark style="color:orange;">**“Proof of Second Me” Protocol**</mark>* <mark style="color:orange;"></mark><mark style="color:orange;">— on-chain identity verification via official account linking, WorldCoin, or similar methods, preventing impersonation and enhancing fan trust.</mark><br>
9. <mark style="color:blue;">2025 Q3 and Beyond —</mark> <mark style="color:blue;"></mark>*<mark style="color:blue;">**Agents for Key User Group: AI Users**</mark>*
   1. *<mark style="color:blue;">2025 Q3: Upgrade Prompt-to-Earn → Use-to-Earn — participation incentives for contributing to multi-agent workflows, scoring, annotation, and other ecosystem activities</mark>*<mark style="color:blue;">.</mark>
   2. 2026 Q1 and Beyond: ***Multi-model Output Scoring*** — rate outputs from different models and share personal preferences/prompts to provide real-time Model Router training data with incentives for contributions.
   3. 2026 Q1 and Beyond: ***Data Contribution --*** upload preferences (style, domain, language, etc.) and private data to receive personalized services with recognition incentives; finish data annotation tasks for ecosystem credit. <br>
10. 2026 Q1 and Beyond: ***Upgrade AI Agent Marketplace (“Discover”) to AI Marketplace***. In addition to AI Agents and models, support purchase of AI-generated assets (text, images, videos, audio, 3D objects) created/submitted by users or developers.<br>
11. 2026 Q1 and Beyond: ***AI Social Feed (AI Facebook Feed)***. Interactive social feed where posts (text and images) are styled and enhanced by AI to improve entertainment value and stickiness.<br>
12. 2026 Q1 and Beyond: Launch ***AI Phone***.<br>
13. 2026 Q1 and Beyond: Evolve towards ***Physical AI***, supporting future scenarios such as robotics, autonomous vehicles, and space applications.

***

## Agent Developer Platform Layer Roadmap

1. <mark style="color:green;">2025 Q2: Launch</mark> <mark style="color:green;"></mark>*<mark style="color:green;">**Agent Developer Platform**</mark>*&#x20;
   1. <mark style="color:green;">supporting four creation modes: Prompt, Zero-code Workflow, API Access, Open Source Framework Development</mark>
   2. &#x20;<mark style="color:green;">Model APIs for both open-sourced and close-sourced APIs</mark>
   3. <mark style="color:green;">MCP (model context protocol) for tooling usage</mark>
   4. <mark style="color:green;">RAG/Knowledge Base</mark>
   5. <mark style="color:green;">AgentOpera Multi-agent Framework</mark>
   6. <mark style="color:green;">Agent Deployment</mark>
   7. <mark style="color:green;">Publishing Agent to Agent Marketplace ("Discovery")</mark><br>
2. <mark style="color:blue;">2025 Q3: Launch</mark> <mark style="color:blue;"></mark>*<mark style="color:blue;">**Developer Incentive Economics**</mark>*<mark style="color:blue;">.</mark><br>
3. <mark style="color:blue;">2025 Q3: Release</mark> <mark style="color:blue;"></mark>*<mark style="color:blue;">**AgentOpera Multi-agent Framework Open Source Library**</mark>*<br>
4. <mark style="color:blue;">2025 Q3 and Beyond —</mark> <mark style="color:blue;"></mark>*<mark style="color:blue;">**Agent Template System**</mark>*
   1. <mark style="color:blue;">2025 Q3:</mark> <mark style="color:blue;"></mark>*<mark style="color:blue;">**Trading Strategy Agent Template**</mark>* <mark style="color:blue;"></mark><mark style="color:blue;">— built-in AI Coding to generate trading strategies for Agents used in trading-related automation.</mark>&#x20;
   2. <mark style="color:blue;">2025 Q3:</mark> <mark style="color:blue;"></mark>*<mark style="color:blue;">**Traders Receive Usage-Based Allocations**</mark>* <mark style="color:blue;"></mark><mark style="color:blue;">— traders can list strategies as Agents and receive participation incentives when others use them to trade.</mark>
   3. <mark style="color:blue;">2025 Q3:</mark> <mark style="color:blue;"></mark>*<mark style="color:blue;">**KOL Templates**</mark>* <mark style="color:blue;"></mark><mark style="color:blue;">— enables KOLs to quickly create content assistants and AI twins.</mark>
   4. 2026 Q1 and Beyond: Expand ***Agent Template Library*** — lower creation barriers for non-technical creators with more domain-specific and multi-modal templates (text, image, audio, video).<br>
5. <mark style="color:blue;">2025 Q3 —</mark> <mark style="color:blue;"></mark>*<mark style="color:blue;">**Honor Account**</mark>*\ <mark style="color:blue;">Benefits include:</mark>
   1. <mark style="color:blue;">User-side ad credits — boost Agent ranking and visibility for a set period.</mark>
   2. <mark style="color:blue;">Creator community promotion — priority display for wider exposure, helping creators attract followers.</mark>
   3. <mark style="color:blue;">Honorary ASN ID — 6-digit personalized handles for identity customization.</mark>
   4. <mark style="color:blue;">Free open-source model API calls — high quotas or free tier to reduce development costs.</mark>
   5. <mark style="color:blue;">Unlimited premium templates — accelerate time-to-market.</mark>
   6. <mark style="color:blue;">Custom feature requests — for specialized platform enhancements.</mark>
   7. <mark style="color:blue;">Technical support — architecture design, traffic monitoring, logging, ops, troubleshooting.</mark><br>
6. <mark style="color:orange;">2025 Q4 —</mark> <mark style="color:orange;"></mark>*<mark style="color:orange;">**Agent-to-Agent Payment Network & Wallet System**</mark>*
   1. *<mark style="color:orange;">**Upgraded Cross-agent Collaboration Protocol**</mark>* <mark style="color:orange;"></mark><mark style="color:orange;">— secure interoperability between Agents from different developers.</mark>
   2. *<mark style="color:orange;">**In-Agent Wallet**</mark>* <mark style="color:orange;"></mark><mark style="color:orange;">— each Agent has its own on-chain wallet for receiving/sending tokens.</mark>
   3. *<mark style="color:orange;">**Agent Payment**</mark>* <mark style="color:orange;"></mark><mark style="color:orange;">— stablecoin / ChainOpera token automatic fee allocation when calling third-party Agents.</mark><br>
7. 2026 Q1 and Beyond — ***Creator Community***
   1. Developer Hub & Developer Homepage — build followers, offer services, receive usage-based allocations, and share creations.&#x20;
   2. Creators can also join the Agent Social Network for direct collaboration and engagement.

***

## Decentralized Model & GPU Layer Roadmap

1. <mark style="color:green;">2025 Q1: Launch</mark> <mark style="color:green;"></mark><mark style="color:green;">**Decentralized Model & GPU Platform**</mark> <mark style="color:green;"></mark><mark style="color:green;">— supports:</mark>

   1. <mark style="color:green;">Distributed Model Deployment and Inference</mark>
   2. <mark style="color:green;">Distributed Training</mark>
   3. <mark style="color:green;">Decentralized GPUs</mark>
   4. <mark style="color:green;">AI Job Scheduler on Decentralized Compute</mark>

2. <mark style="color:green;">2025 Q1:</mark> <mark style="color:green;"></mark>*<mark style="color:green;">**Federated Learning**</mark>* <mark style="color:green;"></mark><mark style="color:green;">Open-source Library and Platforms for GPUs, Smartphones, and IoT Devices.</mark><br>

3. <mark style="color:blue;">2025 Q3</mark>/<mark style="color:orange;">Q4</mark> and Beyond — ***Decentralized AI Model Layer***
   1. <mark style="color:blue;">2025 Q3:</mark> <mark style="color:blue;"></mark>*<mark style="color:blue;">**Model Router**</mark>* <mark style="color:blue;"></mark><mark style="color:blue;">— routes based on industry, task complexity, personal preferences, balancing quality, efficiency, and cost.</mark>
   2. <mark style="color:orange;">2025 Q4:</mark> <mark style="color:orange;"></mark>*<mark style="color:orange;">**Verifiable Inference Service**</mark>* <mark style="color:orange;"></mark><mark style="color:orange;">— co-built with EigenLayer (EigenCloud).</mark>
   3. 2026 Q1 and Beyond: ***Multi-modal AI*** — covers text, image, audio, video with refined routing strategies.
   4. 2026 Q1 and Beyond: ***On-chain Model Economic Incentives*** — usage volume and ratings determine traffic and incentive allocation across contributors.<br>

4. <mark style="color:orange;">2025 Q4 and Beyond —</mark> <mark style="color:orange;"></mark>*<mark style="color:orange;">**Community-driven Decentralized Large Model Training (going beyond 100B)**</mark>*
   1. <mark style="color:orange;">2025 Q4:</mark> <mark style="color:orange;"></mark><mark style="color:orange;">**"Crypto AGI moment" - D**</mark>*<mark style="color:orange;">**ecentralized Training of LLM with 100B+ Parameters**</mark>*  <mark style="color:orange;"></mark><mark style="color:orange;">— combining centralized and federated learning with global compute resources.</mark>
   2. 2026 Q1 and Beyond: ***Enable End-users Use the Trained Models***  — models deployed immediately to AI Terminal & ASM Network.
   3. 2026 Q1 and Beyond: ***Community Compute & Data Contribution*** — contributors can provide compute or data annotation for training and receive usage-based on-chain incentives.
   4. 2026 Q1 and Beyond: ***Continuous Online Training*** — user interaction data feeds back into training for continuous model improvement.<br>

5. <mark style="color:blue;">2025 Q3</mark>/<mark style="color:orange;">Q4</mark> and Beyond — ***DePIN GPU Layer***
   1. <mark style="color:blue;">2025 Q3:</mark> <mark style="color:blue;"></mark>*<mark style="color:blue;">**GPU Layer ↔ User Chat Integration**</mark>* <mark style="color:blue;"></mark><mark style="color:blue;">—The world's first job scheduling of decentralized compute from chat for inference/training.</mark>
   2. <mark style="color:orange;">2025 Q4:</mark> <mark style="color:orange;"></mark>*<mark style="color:orange;">**Performance-based Incentives for GPU Providers**</mark>* <mark style="color:orange;"></mark><mark style="color:orange;">— incentives allocated based on compute, uptime, completion, including staking.</mark>
   3. 2026 Q1 and Beyond: ***Global Compute Pool*** — integrates personal & cloud GPUs with unified scheduling/load balancing, including incentives and utility.

***

## Blockchain Protocol Layer Roadmap

1. <mark style="color:green;">2025 Q2: Launch credit system linking users, developers, and GPU contributors into a transparent value flow for participation incentives and ecosystem utility.</mark><br>
2. <mark style="color:blue;">2025 Q3 —</mark> <mark style="color:blue;"></mark>*<mark style="color:blue;">**Agent Fair Distribution Mechanism**</mark>*<mark style="color:blue;">. Agent Leaderboard — dynamic ranking by traffic, usage, and ratings, directly tied to participation-based allocation.</mark><br>
3. <mark style="color:orange;">2025 Q4 —</mark> <mark style="color:orange;"></mark>*<mark style="color:orange;">**Algorithmic Stablecoin Credit Exchange**</mark>*<mark style="color:orange;">. Pegs platform credits to ChainOpera tokens, helping reduce volatility risk for ecosystem transactions and payments.</mark><br>
4. 2026 Q1 and Beyond — ***Subnetwork Tokenomics***
   1. ***Independent subnetworks*** — modularize ChainOpera's applications, frameworks, models, GPU layers into self-operating units serving both ChainOpera and the wider industry.
   2. ***Independent coordination & governanc*****e** — autonomous growth of subnetworks under the ChainOpera ecosystem and token framework.
   3. ***Mainnet token support*** — unified value for cross-subnet collaboration.
   4. ***Multi-subnet collaborative ecosystem*** — shared protocols & traffic entry points for network growth.

***

### Disclaimer

The roadmap described above is indicative and subject to change. Timelines, features, and mechanisms may be adjusted dynamically by the ChainOpera AI team and community based on system supply and demand (compute power, models, agents, user adoption) and broader market conditions. Nothing in this document constitutes a guarantee of delivery, financial return, or investment opportunity. Token ownership does not represent equity, profit rights, or claims on revenues. Any benefits from the ChainOpera ecosystem derive strictly from active participation and usage of services, not from passive holding of tokens.

<br>


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