adamzhao.eth

Language is protocol

[adamzhao.eth @AdamZiyuan]

The First Autonomous Smart Contracts Engineer

More shipping on the way

@OpenledgerHQ
@usemorpheus_com

[OpenLedger @OpenledgerHQ]

OpenLedger X Morpheus

The partnership of openledger with Morpheus enables @usemorpheus_com to build "The Autonomous Smart Contract Engineer" on top of OpenLedger.

What is Morpheus?

Morpheus is a Web3-native AI coding agent that turns natural language into executable smart contracts and full-stack dApps. It is powered by a specialized Solidity model built on top of OpenLedger, tailored for the unique demands of secure and efficient onchain development.

It goes beyond code generation. Using fine-tuned models, agent-based architecture, and modular plugin support, Morpheus automates the entire development pipeline-from writing and simulating contracts to deploying and maintaining them.

Its mission is to reduce the barrier to dApp creation while enabling autonomous agents and individuals to participate in decentralized economies.

Why OpenLedger?

The rise of AI agents in Web3 raises urgent questions around transparency, attribution, explainability, and contributor incentives.

OpenLedger provides the infrastructure to ensure that contributor data used in model outputs is recorded with verifiable attribution. Through Proof of Attribution, contributors-whether they provide prompts, datasets, or logic refinements-can receive credit and rewards when their work influences model behavior.

But attribution alone isn’t enough.

In critical domains like smart contract deployment, DeFi automation, and DAO governance, understanding why a model made a decision is just as important as the output itself. OpenLedger supports explainability by linking outputs back to their original data sources-allowing developers and auditors to trace logic, validate decisions, and build trust in AI-powered systems.

OpenLedger supports Morpheus by:

Recording which data was used in generating model outputs
Enabling verifiable attribution of contributed datasets
Powering reward mechanisms for contributors
Offering scalable and efficient model execution via OpenLoRA
Supporting transparency and traceability in model decision-making

This creates an open, rewardable foundation for AI-driven coding-without relying on opaque systems.

How is the system built?

The Morpheus architecture has three layers:

Datanet Layer
OpenLedger powers Morpheus with a specialized Datanet - a decentralized data layer where developers, auditors, and contributors can share smart contract patterns, audit logs, exploit reports, and logic modules. Each submission is recorded onchain with attribution using OpenLedger’s Proof of Attribution. As the model learns and evolves from this data, contributors receive rewards proportional to their impact on future outputs.

The Morpheus architecture has two layers:

Intent Layer
Users describe what they want to build. Example: "Create a token with tax logic that routes to a DAO." Morpheus parses the instruction, retrieves relevant contract types, and plans a modular execution flow.

Agent Layer
The agent generates, tests, and assembles the contract. It handles versioning, logic validation, and deployment readiness. Security checks-reentrancy protection, overflow control, gas modeling-are embedded into the generation phase. Generated outputs are mapped to their source data using OpenLedger’s Proof of Attribution, providing traceability across the pipeline.

How does the AI model work?

Morpheus is being powered by a specialized Solidity model built on top of OpenLedger. This model is purpose-built to handle the nuances of smart contract logic, security, and upgradeability. Unlike generalized coding agents, it is designed specifically for EVM environments and Web3 use cases, drawing from real protocol data and security best practices.

Morpheus is fine-tuned on a vertical stack of smart contract data:

Audited protocol code (e.g., Uniswap V4, Compound)
OpenZeppelin libraries and EIP reference implementations
Smart contract vulnerability reports and exploit reconstructions
Edge cases from fuzz testing and adversarial examples

It uses models like CodeLlama and DeepSeek-Coder, enhanced through RAG pipelines referencing standardized security patterns and emerging protocol designs.

This training stack is integrated into a continuous feedback loop, enabling real-time specialization for EVM and beyond.

Why a specialized model is needed?

Smart contract development is uniquely high-stakes. A generalized AI model is not enough.

As 'vibe coding' and natural language programming become more common, we're seeing an influx of AI-generated code in Web3 as well. But smart contracts are not frontends or prototypes-they govern real value, enforce trustless execution, and often become immutable after deployment.

Billions have been lost in Web3 due to bugs and inefficiencies:

In 2022 alone, over $3.8 billion was stolen due to smart contract exploits, many of which stemmed from avoidable issues like reentrancy, integer overflows, or access control failures.

Inefficient contract structures lead to unnecessary gas consumption. Optimizing for gas can reduce costs by up to 40%, saving projects millions over time.
Upgradeable contract patterns, like UUPS or Transparent Proxies, require strict adherence to storage layout and initialization rules. Mistakes here often go undetected by generic models and can render a contract unupgradeable or vulnerable.

A specialized Solidity model is trained on real-world exploits, EIP standards, and libraries like OpenZeppelin to:

Generate secure, gas-efficient code by default
Recognize and correctly implement complex proxy patterns
Map user intent to modular, auditable contract architectures
Incorporate battle-tested logic from audited protocols and fuzz-tested edge cases

Morpheus goes beyond syntax-it understands the nuances of decentralized infrastructure and deploys code that meets production-grade standards.
What applications will this enable
Token creation with built-in logic (tax, liquidity, governance)

DeFi automations triggered by market conditions
Payment contracts between agents and contributors
DAO tooling with dynamic NFT-based voting
Cross-chain bridging logic tied to real-world oracles
Asset issuance flows through chat-based interfaces
Natural language contract templates with reusable logic

Each of these flows is backed by OpenLedger’s Proof of Attribution-ensuring traceability, explainability, and fair rewards across the ecosystem.

This is the future of AI-native development.
Open. Attributed. Explainable. Community-powered.

Morpheus and OpenLedger are building the first system for autonomous coding agents where:

Contributor work is recorded onchain
Reuse is incentivized through attribution
Model outputs are traceable and explainable
Contracts evolve through human-agent collaboration
Anyone can contribute prompts, logic, or flows-and get rewarded

The smart contract engineer is no longer a human-only role. It is an agentic, decentralized, and transparent process-powered by OpenLedger.

[adamzhao.eth @AdamZiyuan]

@Baku_agent I've got an idea that build a CFO agent for community who can manage a community fund and the multi-sign process, so donator can have a clear balance sheet on the spending and a simple SOP to manage the money

#ideahack

[adamzhao.eth @AdamZiyuan]

upgraded internally using Claude4, very impressive

[adamzhao.eth @AdamZiyuan]

Exactly

[adamzhao.eth @AdamZiyuan]

切到足够小，一个点上打透

[Luyu Zhang @goocarlos]

把地球不断对半切，要切多少刀，才能变成一个鸡蛋那么大？

地球的体积约�� 1.083 × 10²¹ 毫升。一个鸡蛋大概是 50 毫升。
每切一刀，体积减半。

所以：
2ⁿ ≥ 1.083×10²¹ / 50 → n ≈ 85
也就是说，你需要切 85 刀，才能从整个地球，切出一个鸡蛋。

这，恰恰是我们做产品定位时的过程：

我们面对的“市场”，一开始像地球一样巨大又模糊。
要靠一次次切分——按人群、场景、需求、习惯……
直到你切到一个小而精准、别人忽略但你能主导的市场。

就像最后那颗“鸡蛋”：

不大，但它是你的。
在这上面，你可以赢，赢了再扩张。

有些产品还没切 5 刀就说“市场不够大”；
有些创始人切了 20 刀就慌了，不知道还该往哪切；
但聪明的团队会一直切到第 85 刀，切出第一个可以扎根的地方。

The 85 Cuts Theory.
切到没人和你竞争为止，切出你独有的定位。

产品战略，从这个问题开始也不错：
“我们现在，切到第几刀了？”

[adamzhao.eth @AdamZiyuan]

Deliver results not tools

[凡人小北 @frxiaobei]

这场 AI 大战，终于从谁会造刀卷到了谁能杀猪。

SaaS 的故事讲效率，AI 的下半场只讲��果。
不拼功能，不卷模型，而是看谁能跑完任务、闭上利润闭环。

这不是一轮产品升级，是一场价值重构。

红杉 AI 你们峰会的一些观点，值得经常翻出来咀嚼：

[Use Morpheus @usemorpheus_com]

🤖 Thanks to @AladdinAGI for the kind words!
We’re proud to team up on adaptive, learning-based contracts that align agent incentives in real time — bringing autonomy, accountability, and monetization to AI-native dApps.

The future of agent coordination is composable.💯

#LanguageIsProtocol #AIContracts #AgentEconomy #Web3AI #Morpheus

[adamzhao.eth @AdamZiyuan]

Well, time to build sth which will generate tons of txs

[BNB Chain @BNBCHAIN]

Paying high gas fees? Couldn’t be BSC.

Fees just dropped 10x.

See it for yourself 👇
https://t.co/j3rBfOnVjO

[OpenLedger @OpenledgerHQ]

We’re excited to announce our partnership with @usemorpheus_com as they develop a specialized AI model on OpenLedger.

Leveraging our decentralized infrastructure, Morpheus will create a fine-tuned Web3 LLM focused on secure code generation and autonomous workflows. This collaboration will push the boundaries of intelligent contract creation, enabling decentralized applications to scale smarter, faster, and more securely.

The next wave of AI-powered smart contracts is here, stay tuned for more updates!

Hear @AdamZiyuan , founder of @usemorpheus_com, break it down in the video.

[Use Morpheus @usemorpheus_com]

🧠 Morpheus co-founder @AdamZiyuan took the stage at Founders Night — hosted by @scaling_x and co-hosted by @usemorpheus_com during #Token2049 Dubai — to unveil our first AI-native Web3 dApp: Morpheus Ostraka.

🎥 In a live demo, Adam showcased how Morpheus transforms natural language prompts into smart contracts and deployable dApps —
⚙️ enabling a fully on-chain, no-code experience powered by intelligent agents.

🎲 The keynote also featured a social-style NFT lucky draw, where high-net-worth Web3 participants engaged in a gamified minting experience —
🔥 sparking one of the evening’s most dynamic moments.

🏺 Morpheus Ostraka is the first fully launched AI-native dApp from Morpheus —
an on-chain smart contract experience powered by agent networks + LLMs.

🌌 It’s not just a new way to build dApps in the AI era.
It’s the beginning of a language-based protocol ecosystem.

🧩 No code needed.
🗣️ Just express intent — to create contracts, launch DAOs, build markets, and more.

🚀 This isn’t just a product release.
It’s the opening of a new era — where Language is Protocol.

#LanguageIsProtocol #Web3AI #MorpheusOstraka #TOKEN2049 #SmartContracts

[Use Morpheus @usemorpheus_com]

🧠 We are not just launching a dApp.
We are building a Language Protocol —
where intent becomes execution, and words become code.

At today, @scaling_x Founders Night,
Morpheus unveils its first AI-native application.
An on-chain moment where language creates value, directly.

🌌 Language is Protocol.
Watch the story begin.

🔗 The dApp is now online:
https://t.co/z781LbHofq
→ Bookmark the link, get your wallet ready —
we go live today 3:00 PM (UTC).

#MorpheusOstraka #ScalingX #TOKEN2049 #Web3AI #SmartContract

[adamzhao.eth @AdamZiyuan]

Morpheus-Powered dApp first release
- Genesis Ostraka NFT

[Use Morpheus @usemorpheus_com]

On April 30 at Beyond Scaling: Founders Night Dubai @scaling_x

Morpheus will launch its first AI-native dApp🧠

A new way to build:

✍️ Create contracts with words, not code
🧩 Claim real on-chain rights through dialogue
🚀 Join the rise of AI-driven smart contracts

The future of Web3 starts with language.

See you at #FoundersNight.

RSVP now: https://t.co/JBqsOOoX2H
#LanguageIsProtocol #Web3AI #MorpheusOstraka #TOKEN2049 #Smartcontracts

[adamzhao.eth @AdamZiyuan]

RSVP now: https://t.co/rem03GrWNf

[Use Morpheus @usemorpheus_com]

🔥 We’re proud to co-host Beyond Scaling: Founders Night Dubai with@scaling_x— an electrifying evening of bold founders and cutting-edge builders during #TOKEN2049.
As the team behind Morpheus — multiple agents turning ideas into agent-friendly **products **— we’ll be on-site with a live demo, sharing how we empower developers and non-devs alike to build powerful dApps through natural language.
🔎 What to expect:
- An exclusive walkthrough of Morpheus’ AI agent workflows
- First look at our upcoming capabilities
🤫And yes — something exciting is brewing in the room…

📅 April 30th | 📍Internet City, Dubai 📝https://t.co/JBqsOOpuSf📝

[adamzhao.eth @AdamZiyuan]

✈️ to Dubai for #TOKEN2049

@usemorpheus_com
@scaling_x

Join us on the #FoundersNight
https://t.co/tAcnzfOrxI

Don’t miss the Morpheus Genesis NFT campaign- Our first dapp built using Morpheus prompt agent

[adamzhao.eth @AdamZiyuan]

Founders Night @scaling_x @token2049

RSVP now: https://t.co/tAcnzfOrxI

[ScalingX Labs @Scaling_X]

Catch @AdamZiyuan, Co-founder of @use_morpheus, live at "Beyond Scaling: Founders Night Dubai" 🇦🇪

As a visionary in decentralized AI, Adam will share how Morpheus is turning natural language into agent-friendly, on-chain applications—redefining how we build, coordinate, and create in #Web3. With the belief that Language is Protocol, Morpheus empowers anyone to turn ideas into agent-powered products—and build without limits 🧠

RSVP now: https://t.co/OZqTwKEijB

[Elon Musk @elonmusk]

🌏🌍🌎 Happy Earth Day 🌎🌍🌏

[adamzhao.eth @AdamZiyuan]

pengyu是少数在产品力强到溢出的builder，期待sdk的引入更多链上生态的表现

[Pengyu @0xpengyu]

上篇文章发出后，很多我们的长期支持者给了很多建议，并且担心我们是不是会被这些线上的争论分心。

我们完全没有，正如同我经常和团队提的：保持团结，保持专注。这也是为什么昨晚深夜才发上个帖子，因为我们团队周四下午和晚上一般是当周业务复盘的时间，会有单独的产研，市���和增长的复盘会。开完各个小会已经到接近半夜，然后花了30分钟写了之前那个帖子。

在上个帖子里面我发出个人持仓的主要原因也是因为想要让大家理解我们的本质身份是：
Builder + Founder + Holder的复合身份。

在这个背景下我们思考的更多的是Particle的业务怎么能最后赢，长期赢。因为这是让这种复合身份利益最大化的唯一选择。

我们想要的赢的方式：
真外部性收入 + K线表达引导价值发现 + 持续的产品创新带来的二次增长 + 互相筛选后的长期支持社区

这里面最困难的是如何可以规模化的做到真+正外部性收入。

Particle的本质收入来源来自两个角度：

1. 官方应用（群）例如UniversalX以及后续推出的UniversalE，UniversalP等产品的收入；

2. Particle Chain + Infra捕获的dApp交易规模的抽佣；

先梳理下商业模型：

第一个角度的收入模型很简单，按照各个应用的商业模式单独计算再加总，例如如果是链抽象 Spot 交易平台，UniversalX，就是看 UX 的交易手续费抽成。如果是链抽象余额宝 UniversalE，就是看这个里面的息差。然后加总这些官方应用收入。

第二个收入模型的实质是和任何公链收入逻辑是一样的。只是我们觉得在现在的背景下，直接做 Permissionless，面向各类型开发者，大而全的公链 PMF 不强，且增长路径看不到。因此 Particle Chain 的自身定位和通用的 L1 有些不一样：更像一个中继链，且只服务于与流动性相关的dApp。

举个例子：Universal Account SDK （Particle Chain对外API的封装接口名字）的开发者 Waiting list 上有一个是在 BNB 上的 Perp，他接入了 Particle Chain 之后用户可以直接在这个 BNB 上的 Perp 用 Sol 或者 Base 上的U下合约单，并且不用桥。本质上这个 BNB 的 Perp 已经是同时部署在 BNB Chain + Particle Chain + Any Chain。

更秒的是什么呢，所有的接入 Universal Account（Particle Chain）的dApp的用户资金，账号和流动性是打通的，也就是 UniversalX 的打狗玩家可以直接把他的 meme 交易收益在不需要重新转账、重新登录的情况下直接丢到这个原本只是部署在 BNB Chain 上的一个Perp里面去玩合约。

可能还有一个接入了 Universal Account（Particle Chain）的 dApp 是 Base 上的理财协议，那用户甚至可以把交易收入都丢到 Base 上的理财协议去。

我们实质上是在 Unify 整个 Web3，并且是通过打破所有围墙花园的方式，以及对开发者破坏性最小，���本最低的方式。

Particle 在这个里面赚取的收入就是任意 dApp 的任意跨链行为的抽成。上面的这个例子就是每一笔用 Sol 直接下的合约订单都会被 Particle take rate。

如果还没能理解第二个收入模型的话，也可以简单理解为我们用L1的技术方式提供了一个内置到各个 dApp 的全链，实时结算系统，并且打通所有资金，用户账号。

以上是关于两个收入角度的具体阐述，今天具体讲一下我们如何提高第一个角度，Particle 官方应用（群）的收入。

在目前这个阶段就是如何提高 UniversalX 的增长和收入。

在表达策略前我们先看看我们有什么牌。

1. 我们是唯二上架 App Store 应用商店的交易产品中的一个。

2. 我们是唯二坚持自托管的交易产品中的一个。

3. 我们是唯一用去中心化手段实现链抽象的。

4. 我们是少数有相关 token（相关的原因是$PARTI不等于UX）的交易产品。

5. 我们是少数具备全球化（中文和非中文）增长能���的团队

6. 有Infra产品带来的 Universal Account 生态

那策略也很直白，发挥现有优势，结���寨，打呆仗。具体来讲：

1. 猛推移动端

2. 吸收对安全性要求高的链上鲸鱼玩家

3. 抓住每一个非Sol链爆发交易需求的机会拉新流量

4. 利用代币做好空投活动（增加增长和收入）

5. 去到更多的Low hanging fruit的非中文区域例如西语区域是不是有链上交易的需求

6. 和生态dApp互相做用户增长cross selling以及打通用户的流动性使用场景（例如极致的交易性能+极致的链上理财）

我们期待在这个具体策略下，配合我们团队的重构，获取稳定持续的规模化收入。

具体来讲希望能将UniversalX的每日净收入尽快提高到自然的10万美金以上（不算farming带来的刺激）

有任何认可我们的使命，方向，战略，执行的同学请联系我们，我们可以在1小时内完成所有面试流程。

专注，谨慎，乐观

After our previous post, many of our long-time supporters offered suggestions and expressed concerns about whether we might be distracted by the online debates.

We are absolutely not. As I often remind our team: stay united, stay focused. That’s also why last post was published late last night—Thursday afternoons and evenings are typically when we do our weekly reviews, including separate review sessions for product & engineering, marketing, and growth. By the time all those meetings wrapped up, it was nearly midnight, and then I spent 30 minutes writing that post.

The reason I disclosed my personal holdings in that post was to help everyone better understand our fundamental identity:

Builder + Founder + Holder — a composite role.

From this perspective, our thinking has always been centered around how Particle can win—and win in the long term. Because that’s the only way to maximize the value of this composite identity.

The way we want to win:

• Real external revenue
• Price action that drives value discovery
• Sustained second-phase growth from continuous product innovation
• A long-term, aligned community shaped by mutual filtering

The hardest challenge in all this is achieving real, scalable external revenue.

Particle’s core revenue comes from two sources:

1. Official apps (or app families) like UniversalX and future ones like UniversalE, UniversalP, etc.
2. Commissions captured from dApp transaction volumes via Particle Chain + Infra.
Let me break down the business model.

1. Revenue from official apps

This is straightforward: we calculate revenue based on each app’s business model, then sum it up.
For example, for UniversalX (our chain abstraction spot trading platform), it’s based on trading fees.
For UniversalE (a chain abstraction version of a DeFi savings product), it’s based on interest spread.
All revenue from official apps is then added together.

2. Revenue from Particle Chain and infrastructure

This follows the same logic as any public chain’s monetization.
But we believe that in the current environment, building a permissionless, general-purpose L1 with a traditional PMF for all types of developers is weak, and there’s no visible path to growth.
So, the positioning of Particle Chain is different: it’s more like a relay chain, purpose-built to serve dApps related to liquidity.

Here’s an example:

A perp trading protocol on BNB Chain is on the Universal Account SDK waiting list.
Once it integrates with Particle Chain, users can open perp positions on that BNB-based dApp using USDC from Solana or Base—without bridging.
That BNB perp is now effectively deployed across BNB Chain + Particle Chain + Any Chain.

What’s even cooler:

All dApps integrated with Universal Account (aka Particle Chain) share liquidity, user accounts, and funds.
So, a meme trader on UniversalX can directly put their profits into that BNB Chain-based perp without needing to transfer funds or re-login.

Another example:

A DeFi yield protocol on Base integrated with Universal Account can now receive trading income from any other app in the ecosystem.

We’re essentially unifying the entire Web3, breaking down all walled gardens, and doing it in a way that is least disruptive and lowest cost for developers.

Particle earns revenue by taking a cut of any cross-chain behavior from any dApp.

In the above example, every perp order placed with SOL on BNB incurs a Particle take rate.

If that still feels abstract, think of it this way:

We’re using L1-level tech to offer a fully chain-abstracted, real-time settlement layer embedded into any dApp, unifying all funds and user accounts.

That covers our two main revenue sources.

Now let’s talk about how we’ll grow revenue from the first one—Particle’s official apps.
At this stage, the main priority is growing and monetizing UniversalX.

Before laying out our strategy, let’s look at our strengths:

1. One of only two trading apps listed in the App Store
2. One of only two that insist on self-custody
3. The only one using decentralized methods to achieve chain abstraction
4. One of the few with a token (noting that $PARTI ≠ UX)
5. One of the few teams capable of both Chinese and non-Chinese global growth
6. Universal Account ecosystem powered by our Infra stack

Our strategy is simple:

Play to our strengths, stay disciplined, and execute with focus. Specifically:

1. Double down on mobile
2. Onboard on-chain whales with high security standards
3. Capture every wave of trading demand outside of Solana to acquire new users
4. Use tokens to run effective airdrop campaigns (boost growth and revenue)
5. Explore “low-hanging fruit” in non-Chinese markets—e.g., is there trading demand in Spanish-speaking regions?
6. Cross-sell and integrate use cases between products (e.g., top-tier trading + chain-native yield strategies)

We hope this focused strategy, combined with our team restructuring, will lead to stable, scalable, and sustainable revenue.

Specifically, we aim to raise UniversalX’s daily net income to over $100,000, organically (excluding short-term farming incentives).

If you resonate with our mission, direction, strategy, or execution, reach out—we can complete the entire interview process in under one hour.

Focused. Cautious. Optimistic.

[adamzhao.eth @AdamZiyuan]

#BNBHack by @BNBChain

Morpheus is building a natural language agent framework for the programmable economy.

Create, deploy & execute smart contracts using prompts.Empowering on-chain economy.

#AIAgents #AIFramework #DeFi #AIAssetsLaunchpad #InfraAndTooling