Virtuals Protocol
Virtuals Protocol review. Multi-chain AI agent launchpad on Base, Solana, Ronin, Arbitrum and XRP Ledger. Tokenomics, buyback-and-burn, Unicorn launch system, VIRTUAL token, Freedom Score and honest assessment.
The dominant AI agent launchpad, now spanning Base, Solana, Ronin, Arbitrum, and XRP Ledger, with real revenue and a buyback-and-burn programme. Centralised inference infrastructure and pump-and-dump agent token dynamics persist, but the Unicorn launch system and deflationary mechanisms show a platform maturing beyond its pump.fun origins.
- + Strongest token utility in the AI agent space: every agent token is paired against VIRTUAL on five chains
- + $39.5M cumulative revenue with a live buyback-and-burn programme (~13M VIRTUAL burned across 25 agent tokens)
- + No VC allocation, no team vesting cliffs: 60% public circulation via IDO, one of the fairest distributions
- − GAME inference engine runs on centralised Virtuals servers. Single point of failure for every agent on the platform
- − 97% daily revenue collapse within two months of the January 2025 peak. Revenue is narrative-dependent
- − Security researcher disclosure was initially ignored and the Discord channel closed. Only patched after public pressure
Virtuals Protocol scores 42/100 (D grade), placing it in the 'largely centralised with decentralisation narrative' category. While the project has genuinely innovative on-chain governance mechanisms (veVIRTUAL, Agent SubDAOs) and strong open-source contract transparency, the core value proposition -- AI agent inference and decision-making -- runs on centralised, team-operated infrastructure with no permissionless alternative. The GAME engine, LLM hosting, agent memory, and platform integrations all constitute centralisation vectors that give the team effective control over agent functionality.
Token distribution is relatively fair (60% public via IDOs), but the 35% ecosystem treasury remains a significant team-aligned resource. The project is building towards decentralisation but is currently a centralised platform with tokenised governance and open-source contracts bolted on.
Overall returns potential is moderate at 68/100. Strongest dimension: token utility (16/20). Weakest: supply dynamics (12/20).
Not financial advice. Scores are opinions, not recommendations. Crypto is high-risk – you could lose everything you invest. Full disclaimer.
On this page
What it does
Virtuals Protocol is a multi-chain platform for creating, tokenising, and deploying AI agents across Base (Ethereum L2L2Layer 2. A blockchain that runs on top of an L1 to provide cheaper or faster transactions while inheriting the L1's security. L2s batch many transactions and post compressed proofs back to the L1.Like an express lane built on top of a busy motorway. The express lane handles its own traffic at high speed, but it still feeds back into the main motorway and uses the motorway's bridges and tolls for security.Read more →), Solana, and Ronin. The original model: deposit 100 VIRTUAL tokens, the platform mints an NFTNFTNon-Fungible Token. A unique blockchain-tracked asset where each token is distinguishable from every other. Where regular tokens are interchangeable, NFTs represent unique items like art, collectibles, in-game assets, or domain names.Like the difference between a $20 note and a signed first-edition novel. The notes are interchangeable, any $20 buys the same thing as any other. The book is one of a kind, and its value depends entirely on which specific book it is.Read more → representing the agent, creates a dedicated tokenTokenA digital unit of value or access rights tracked on a blockchain. Tokens can represent ownership in a project, a right to use a service, a share of future revenue, or simply a tradable asset with no underlying claim.Like a physical poker chip a casino issues. The chip itself has no value. What makes it worth something is what it lets you do at the casino, what the casino has promised, and how much other people will pay you for it.Read more → paired against VIRTUAL, and launches it on a bonding curve. When the bonding curve accumulates 42,000 VIRTUAL, the agent token graduates to a DEXDEXDecentralised Exchange. A trading venue where token swaps happen entirely through smart contracts, with no central operator holding user funds. The largest DEXes are Uniswap, Aerodrome, Raydium, PancakeSwap, and Curve.Like a self-service vending machine that lets you swap one type of coin for another. The machine sets the exchange rate based on its current stock, anyone can deposit coins to refill it, and there's no clerk behind the counter.Read more → liquidity poolAMMAutomated Market Maker. A type of decentralised exchange that uses liquidity pools and a pricing formula to enable token trading without an order book. Anyone can deposit tokens into the pool and earn fees from trades.Like a vending machine that sets its own prices based on how much stock is left. As one type of token gets bought and depleted, the machine raises its price for that token automatically. As the other type accumulates, its price drops. No human operator needed.Read more → with a 10-year LP lock. The Solana expansion (January 2025) added a Meteora Pool and a Strategic SOL Reserve funded by 1% of trading fees. The Ronin expansion (January 2025) targeted the gaming space through a partnership with Animoca Brands.
In late 2025, Virtuals replaced the original points-based Genesis launch model with Unicorn, a conviction-based launch system. Unicorn uses a dynamic anti-sniper tax starting at 99% and decreasing by 1% per minute over 98 minutes to the 1% baseline. Capital formation is tied to valuation milestones from $2M to $160M FDVFDVFully Diluted Valuation. The market cap a token would have if every token that will ever exist were already in circulation. FDV is what the project would be worth if all locked, vesting, or unminted tokens were trading today.Like valuing a startup based on what every share would be worth if all the unvested employee options had already been exercised. The number is bigger and uglier than the official market cap, but it tells you the true ceiling.Read more →. In January 2026, this was refined into three tiers: Pegasus for lightweight launches with lower barriers, Unicorn for anti-sniper conviction-based launches, and Titan for established teams requiring a minimum $50M valuation. The shift was designed to reward conviction rather than point farming, with each tier targeting a different stage of project maturity.
Under the hood is GAME (Generative Autonomous Multimodal Entities), a hierarchical decision-making framework. A High-Level Planner generates tasks, Low-Level Planners execute them, and the whole thing runs on hosted LLMs: Llama 3.1 405B, DeepSeek R1/V3, and Qwen 2.5 72B. The critical detail: GAME runs on Virtuals’ own servers. On-chain components handle token creation, trading, governance, and settlement. The AI inferenceInferenceRunning a trained AI model to produce an answer. Inference is what happens when you type a prompt into ChatGPT and get a response. The model takes your input, computes a best guess, and returns it.Like asking an expert for their opinion. The training was the decades they spent becoming an expert. The inference is the 30 seconds it takes them to answer your specific question.Read more →, the part that actually makes agents intelligent, is entirely centralised.
The newer Agent Commerce Protocol (ACP) enables agent-to-agent transactions through smart contractSmart ContractA program stored on a blockchain that runs automatically when its conditions are met. Smart contracts are how blockchains do anything beyond just transferring tokens — DeFi, NFTs, DAOs, and DeAI infrastructure all run on smart contracts.Like a vending machine. You put in the right input and it produces the expected output, no human operator required. The rules are fixed in the machine itself, anyone can use it, and nobody can stop a transaction in the middle.Read more → escrow. One agent requests a service, another negotiates and delivers, payment settles on-chain. ACP is now live on Arbitrum (launched March 24, 2026) and XRP Ledger (via a t54 partnership, March 21, 2026), with BNB Chain and XLayer planned for Q2 2026. Most agent platforms treat agents as standalone entities; ACP creates infrastructure for autonomous economic activity between agents across a growing number of chains.
Virtuals grew out of PathDAO, a gaming guild co-founded in 2021 by Jansen Teng and Wee Kee Tiew. Both are Imperial College London graduates and former BCG consultants, based in Kuala Lumpur. PathDAO pivoted to AI agents in late 2023 and rebranded as Virtuals Protocol, migrating the PATH token to VIRTUAL. Team size is approximately 15. Funding totals $16.61 million, raised entirely through public IDOs (Fjord Foundry LBP, Enjinstarter, and PAID Network) in December 2021. No traditional VCVCVenture Capital. Private investors who fund projects at an early stage in exchange for equity or token allocations. VC rounds are typically pre-launch, at steep discounts to any future public price, with multi-year vesting.Like angel investors in a startup who buy shares before the company goes public. They take more risk because the company might fail, so they get a better price. Once the company IPOs they can sell, and the public market pays whatever price it thinks is fair.Read more → equity round.
In January 2025, the protocol launched a buyback-and-burn programme, allocating approximately 13 million VIRTUAL tokens to purchase and permanently burnBurnPermanently removing tokens from circulation by sending them to an address that no one controls. Burns reduce total supply, which (all else equal) makes each remaining token worth more of the network's value.Like a company buying back its own shares and shredding them. The company's total value stays the same, but each remaining share now represents a slightly bigger slice of that value.Read more → 25 agent tokens. The largest burns targeted GAME (1.6M tokens), CONVO (1.1M tokens), and AIXBT (880K tokens), acquired over a 30-day time-weighted average price. This was the first deflationary mechanism on the platform. In March 2026, Virtuals launched a community rewards programme distributing up to $1M per month to active users and revenue-generating agents.
The Virtuals Revenue Network, announced at Consensus Hong Kong on February 12, 2026, formalises this further. It distributes up to $1M per month specifically to revenue-generating agents, creating a direct incentive for building agents that earn rather than just trade. Separately, Virtuals launched Eastworld Labs, a robotics acceleratorGPUGraphics Processing Unit. Originally designed to render video game graphics, GPUs turned out to be exceptionally good at the massively parallel math that AI models need. Modern AI training and inference runs almost entirely on GPUs.Like a factory with 10,000 workers doing the same simple task in parallel, versus a CPU which is more like 10 workers each doing different complex tasks. AI training involves doing simple math a million times per second on a million numbers, which is exactly what the GPU factory is designed for.Read more → focused on humanoid robots. SAM became the first on-chain AI agent controlling real-world robots, opening an entirely new vertical beyond the digital agent launchpad.
Value proposition
Multi-chain launchpad
18K+ agents across Base, Solana, Ronin, Arbitrum and XRP Ledger. Every agent token paired against VIRTUAL.
Real fee capture
$39.5M cumulative revenue. 1% trading fees, agent creation fees. ~13M VIRTUAL burned via buyback-and-burn.
Centralised GAME engine
AI inference runs on Virtuals-hosted servers. If the engine goes down, every agent stops working.
The pitch was “pump.fun for AI agents.” That comparison, used critically by analysts, was the most honest framing of the original model. Virtuals made it trivially easy to launch a tokenised AI agent: 100 VIRTUAL tokens, no coding required, bonding curve to DEX graduation. The result is 18,000-plus agents created across Base, Solana, and Ronin. Virtuals claims over $8 billion in cumulative DEX volume and an “Agentic GDP” figure it reports as surpassing $470M in 2025.
Some of those agents became genuinely notable. AIXBT reached a $500 million peak market cap and accumulated 458,000 X followers, providing autonomous crypto market analysis. Luna hit $130 million-plus market cap with 500,000 TikTok followers, streaming content autonomously. These are not trivial numbers. Whether the underlying AI is sophisticated enough to justify these valuations is a different question.
VIRTUAL has a structural demand driver that most utility tokens lack. Every agent token is paired against VIRTUAL in its Uniswap V2 pool. Every new agent launch, every trade, every graduation from bonding curve to DEX routes through VIRTUAL. More agents means more demand for the base pair token.
Revenue is real. The protocol has generated over $39.5 million in cumulative revenue from trading fees (1% on agent tokens, split between protocol and agent SubDAOs), agent creation fees, and inference payments. At peak in January 2025, the protocol was generating over $1 million per day.
The counter-narrative is equally real. Daily revenue collapsed by 97% within two months in early 2025. Of those 18,000-plus agents, the vast majority are inactive, zero-revenue tokens launched during the hype cycle. Multiple analysts have noted that agent token dynamics closely mirror memecoin pump-and-dump patterns, with over 60% of participants losing money. The January 2025 buyback-and-burn programme and the Unicorn launch system represent attempts to address these dynamics, but whether they shift the equilibrium from speculation to productive agent activity is unproven.
GAME, while functional, runs on open-source LLMs (Llama, DeepSeek, Qwen) that are freely available. Free alternatives like LangChain (118,000-plus GitHub stars), CrewAI, and AutoGPT offer comparable agent capabilities without token overhead. Virtuals’ competitive advantage isn’t the AI. It’s the tokenisation and liquidityLiquidityHow easily a token can be bought or sold without moving the price. High liquidity means you can enter or exit large positions quickly at the quoted price. Low liquidity means even small trades can swing the market.Like the difference between selling a house and selling a share of Apple stock. The house might be worth more on paper, but finding a buyer at that price takes weeks. The Apple share converts to cash in one click.Read more → infrastructure.
Tokenomics
VIRTUAL operates across Base, Ethereum, Solana, and Ronin. Total supply: 1 billion. All tokens are fully unlocked.
Distribution:
- Public Circulation: 60% (600 million tokens, originally distributed via PathDAO IDOs in December 2021, migrated to VIRTUAL in late 2023/early 2024)
- Ecosystem Treasury: 35% (350 million tokens in a DAO-controlled multi-sig, capped at 10% annual emission for three years, subject to governance approval)
- Liquidity Pool: 5% (50 million tokens for initial liquidity)
This is a notably clean distribution by crypto standards. No VC allocation, no team allocation, no vestingVestingA schedule that locks up tokens allocated to insiders, investors, and team members, releasing them gradually over months or years. Vesting prevents insiders from dumping on public buyers immediately after launch.Like a new employee's stock options at a startup. You don't get all the shares on day one. They unlock over four years so you stick around and do the work rather than cashing out and leaving.Read more → schedules to worry about. The 60% public circulation via LBP and IDOs is one of the more genuinely public distributions in the AI agent space. The $16.61 million raised through public sales, not private rounds, aligns with the project’s community-origin story.
The 35% ecosystem treasury is the main concentration concern. While it is DAO-controlled with emission caps, governance is still maturing and the team retains significant influence over treasury deployment. The fully unlocked status of all tokens means there are no future cliffCliffA waiting period at the start of a token vesting schedule during which no tokens unlock at all. After the cliff ends, tokens begin releasing according to the vesting schedule.Like a probationary period at a new job. You don't get your stock options on day one. You wait 12 months to prove you'll stick around, then everything starts unlocking normally.Read more → events to worry about, but it also means there’s no enforced alignment for early participants.
The token derives demand from being the mandatory base pair for all agent liquidity pools. Every agent token trade routes through VIRTUAL, creating transaction-driven demand that scales with platform activity. Agent creation requires 100 VIRTUAL as a fee. This is a well-designed demand sink, provided the protocol continues generating activity.
VIRTUAL is approximately 86% below the all-time high set on 2 January 2025. The all-time low was in July 2024, before the AI agent narrative cycle drove a dramatic rally. Listed on Binance, Coinbase, OKX, Bybit, Kraken, and most major exchanges. Multi-chain deployment across Base, Solana, and Ronin has reduced on-chain access friction. Liquidity is not an issue here, unlike many smaller AI tokens. Live price data is displayed above.
How to participate
Trade or create agents. The lowest barrier entry. Connect a walletWalletSoftware that stores the private keys needed to control tokens on a blockchain. A wallet does not actually hold any tokens. The tokens live on the chain. The wallet holds the keys that prove you own them.Like the key to a safe deposit box. The key doesn't contain your valuables. The valuables sit in the bank's vault. The key is what proves you're allowed to open the box and take them.Read more → on Base, Solana, or Ronin, browse existing agents, or create your own for 100 VIRTUAL tokens. Agent creation requires no coding. New agents launch through the Unicorn conviction-based system, which uses a dynamic anti-sniper tax (starting at 99%, decreasing to 1% over 98 minutes) and ties capital formation to valuation milestones.
Lock for veVIRTUAL. Lock VIRTUAL tokens for up to two years to receive veVIRTUAL, which grants governance voting power, daily Virgen points, and eligibility for Genesis airdrops (tokens from newly launched agents). veVIRTUAL decays linearly over time. No fixed APY; returns depend entirely on the value of airdropped Genesis tokens.
Build with GAME SDKSDKSoftware Development Kit. A collection of code libraries, documentation, and tools that lets developers integrate a service into their applications without writing everything from scratch. SDKs are how projects become easy to build with.Like a plug-and-play kit for building furniture. You don't have to mill your own wood, forge your own screws, or design the joinery from scratch. The kit gives you pre-cut parts and instructions so you can assemble the thing in an afternoon.Read more →. The developer-oriented path. The GAME SDK (Python and TypeScript) provides a modular framework for building agents with custom behaviours, platform integrations, and ACP participation. Documentation is solid. The SDK is open source.
Contribute to agents. Submit model improvements, voice models, visual assets, or personality datasets through the Agent SubDAO governance system. Contributions are validated by delegates using an Elo Rating System. Approved contributions earn rewards from the agent SubDAO treasury.
Governance. Hold veVIRTUAL to vote on protocol proposals. Any wallet with 0.10% of total veVIRTUAL supply can create proposals. 72-hour comment window, 72-hour voting period, 25% quorum, simple majority. The governance portal is at gov.virtuals.io.
Honest assessment
What works
The tokenisation infrastructure is genuinely innovative and now multi-chain. The bonding curve to DEX graduation with 10-year LP locks is a well-engineered liquidity mechanism. The VIRTUAL base pair creates real network effects across Base, Solana, and Ronin. The Agent Commerce Protocol is a novel contribution to the space; autonomous agent-to-agent commerce via smart contract escrow has few equivalents. The Unicorn conviction-based launch system is a meaningful upgrade over the original points-based Genesis model, replacing point farming with market-based price discovery and anti-sniper mechanics.
Revenue is real and substantial. $39.5 million cumulative as of early 2025, with clear on-chain verification through trading fees and agent creation fees. The protocol is one of the few AI/crypto projects generating meaningful revenue, not just token emissionsEmissionsNew tokens created and distributed by a blockchain protocol over time as rewards to validators, stakers, or miners. Emissions fund network security and participation at the cost of diluting existing holders.Like a company that pays employees partly in newly printed shares. Every year the total number of shares goes up, which means existing shareholders own a slightly smaller slice of the same company unless the company grows faster than the printing.Read more →. The January 2025 buyback-and-burn programme (approximately 13M VIRTUAL allocated to burn 25 agent tokens) introduced a deflationary mechanism that was conspicuously absent before. The March 2026 community rewards programme (up to $1M/month) shows willingness to reinvest in platform growth. Four security audits (two PeckShield, Cantina, Code4rena) show investment in contract security.
The no-VC, all-public-IDO funding model is refreshing. No insider token allocations, no team vesting cliffs, no VC lockup expiries to fear. The token distribution is among the fairest in the AI agent space.
What doesn’t work
The centralisation problem is fundamental. The GAME inference engine, the component that makes agents actually function, runs on Virtuals’ hosted servers. If Virtuals goes down, every agent on the platform stops working instantly. There’s no permissionless way to run GAME infrastructure. No distributed hosting. No failover. For a project trading on the decentralisation narrative, this isn’t a minor gap. It’s the entire value proposition.
Agent quality remains weak across the platform. The low creation barrier produced 18,000-plus agents, but the vast majority are low-effort tokens with minimal AI utility. The Unicorn launch system attempts to address this by replacing point farming with conviction-based participation, and the buyback-and-burn of 25 agent tokens signals a willingness to curate. But the fundamental dynamic persists: most agent tokens follow memecoin patterns of launch hype, brief pump, rapid decline, and abandonment.
The revenue collapse tells a story about sustainability. A 97% decline in under two months as hype faded. When narrative dries up, so does the revenue. This isn’t a stable business model; it’s a narrative-dependent fee extraction mechanism.
The handling of the January 2025 smart contract vulnerability raises governance concerns. A security researcher identified a critical vulnerability with predictable contract addresses. Virtuals initially didn’t respond and closed the Discord vulnerability reporting channel. Only after the researcher went public on X did the team patch the issue and reinstate the bug bounty programme. This isn’t how credible protocols handle security disclosures.
The risk
Infrastructure centralisation is the defining risk. The GAME engine is a single point of failure for the entire platform. Agents without inference are just tokens with no utility. The team controls which LLMs are available, can modify agent deployments, and operates all the AI infrastructure. This creates regulatory risk (platform liability for agent actions), operational risk (downtime disables everything), and censorship risk (the team can effectively disable any agent).
Smart contracts on Base are upgradeable (noted in the Cantina audit), meaning the team can modify contract behaviour. Base itself runs on a centralised sequencer operated by Coinbase, adding another layer of centralisation beneath the protocol.
The competitive landscape is challenging. Free, open-source frameworks (LangChain, CrewAI, AutoGPT) offer comparable agent capabilities. Olas provides a more decentralised agent protocol. ElizaOS competes for developer mindshare on Solana, the same chain Virtuals now operates on. The multi-chain expansion broadens the addressable market but also multiplies the competitive surface.
The approximately 86% decline from ATHATHAll-Time High. The highest price a token has ever reached. ATH is usually quoted as a reference point for how far the current price has fallen (or risen) since the peak.Like the record lap time on a racetrack. It tells you what the car has been capable of at its absolute best, not what it will do today. Whether that record gets broken again depends on conditions that may or may not come back.Read more → reflects market scepticism about the sustainability of the agent launchpad model. The buyback-and-burn and Unicorn launch system are structural improvements, but they don’t change the underlying dependency on narrative-driven speculation. If agent utility doesn’t improve beyond speculative token trading, these mechanisms defer the problem rather than solve it.
My position
I hold VIRTUAL. The multi-chain expansion, buyback-and-burn programme, and Unicorn launch system show a team actively iterating on the platform’s weaknesses. These are meaningful improvements from a year ago. The centralised inference engine remains the fundamental problem, and the revenue model is still narrative-dependent. Both are real risks I’m holding with open eyes. I would reassess if the GAME engine were open-sourced or made permissionless, and if revenue collapsed for a second consecutive cycle without recovery.
Freedom Score: 42/100
Virtuals Protocol scores 42/100 (D grade). Full methodology at Freedom Score Methodology.
Infrastructure decentralisation (5/20): The GAME inference engine runs on centralised hosted servers operated by Virtuals Protocol, constituting a significant single point of failure. AI agents depend entirely on Virtuals-hosted LLMs (Llama, DeepSeek, Qwen) with no permissionless node operation for inference. On-chain components (token contracts, governance, ACP settlement) inherit Base L2 decentralisation, which itself depends on a centralised sequencer operated by Coinbase. Agent data (personality, memory, voice, visuals) is stored on Virtuals-hosted infrastructure, not decentralised storage. The SDK offers local development but production deployment requires Virtuals-hosted endpoints.
Governance decentralisation (9/20): Functional veVIRTUAL governance exists with permissionless participation. Any veVIRTUAL holder can vote, and wallets with 0.10% of supply can create proposals. The 72-hour comment window and 72-hour voting period with 25% quorum are well-structured. Agent SubDAO governance with DPoS model adds a second governance layer. However, the team retains significant influence: the 0.10% proposal threshold is high, the 35% ecosystem treasury provides substantial team-aligned resources, and the founding team controls core infrastructure decisions.
Token distribution fairness (7/15): 60% of tokens went to public circulation via IDOs (Fjord Foundry LBP, Enjinstarter, PAID Network) in December 2021, a relatively fair public distribution. 5% to liquidity pools. The 35% ecosystem treasury controlled by DAODAODecentralised Autonomous Organisation. A way to coordinate decisions and manage a treasury using token-weighted voting instead of a traditional company structure. Token holders propose and vote on changes directly.Like a shareholder-run company where every shareholder can vote on every decision, the votes are public, and the company can't do anything the shareholders don't approve. The coordination is messier than a normal company but nobody has unilateral control.Read more → represents a large pool of team-aligned tokens, even with the 10% annual emission cap. The original PathDAO IDOIDOInitial DEX Offering. A token launch mechanism where the initial sale happens directly on a decentralised exchange, with built-in liquidity pool funding. IDOs replaced ICOs as the standard launch model for many projects after 2018.Like opening a new shop directly inside an existing market hall instead of running a separate sale event. The shop is open, the market provides foot traffic, and customers can walk in and trade from day one.Read more → at $0.015 gave early investors a 338x ATH return. All tokens are fully unlocked. No VC allocation.
Censorship resistance (5/15): The platform can effectively censor agents. GAME Cloud is a hosted service with terms of service. The team controls which LLMs are available, can modify agent deployments, and controls the Agent Runner infrastructure. Agent tokens trade on Uniswap V2 (censorship-resistant), but the AI inference layer is fully centralised. An agent without GAME inference is just a token with no utility. Smart contracts on Base are upgradeable, allowing the team to modify contract behaviour.
Data sovereignty (5/15): Agent personality data, voice models, visual assets, and long-term memory are stored on Virtuals-hosted infrastructure. Users do not have self-custody of their agent data. Token holdings are self-custodied on-chain, but the intellectual property and functional components of agents are platform-hosted. The Immutable Contribution Vault stores approved contributions on-chain as ERC-1155 tokens, providing some data sovereignty for contribution records. Actual AI modelModelA trained neural network that takes inputs (text, images, audio) and produces outputs (more text, classifications, generated content). In DeAI the model is the thing that actually does the work.Like a very experienced apprentice who has spent years watching thousands of masters make furniture. They can't explain how they know when a joint is right, but they can make a chair that looks and functions like a Chippendale. The training is invisible. The output is what matters.Read more → weightsParametersThe internal numbers (weights and biases) inside a neural network that get adjusted during training. A 70-billion-parameter model has 70 billion adjustable internal numbers encoding everything it has learned.Like the synapses in a human brain. Each parameter is a tiny dial that gets nudged a little during training. With enough dials, the network can represent surprisingly complex patterns. The total parameter count is roughly how much "brain" the model has.Read more → and inference data remain on Virtuals servers.
Open source and transparency (11/15): Strong open-source presence with 32 public GitHub repositories including protocol-contracts, virtuals-python SDK, openclaw-acp, and acp-node. Smart contracts verified on Basescan. Four security audits completed with reports published. GAME SDK is open source. Governance operates transparently via on-chain voting. However, the GAME Cloud engine (core inference infrastructure) is proprietary and hosted. HuggingFace presence is minimal (one model). Key operational components remain opaque.
Path to improvement
Three changes would materially increase Virtuals’ score:
- Open-source or decentralise the GAME engine. The centralised inference layer is the single biggest freedom deficit. Either open-sourcing the GAME Cloud so anyone can run inference nodes, or implementing a permissionless provider network for agent inference, would address infrastructure, censorship, and data sovereignty scores simultaneously. This is the highest-impact change available.
- Implement agent quality curation without censorship. The 18,000-plus agent count is meaningless if the majority are inactive or spam. The Unicorn launch system and buyback-and-burn programme are steps in the right direction, but a broader reputation system, community curation layer, or minimum activity threshold for visibility (not existence) would improve platform quality without compromising permissionless creation.
- Decentralise agent data storage. Moving agent personality data, memory, and assets from Virtuals-hosted infrastructure to decentralised storage (IPFS, Arweave, or similar) would give agent creators genuine ownership of their agents’ intellectual property. Currently, “owning” an agent means owning a token; the actual agent lives on Virtuals’ servers.
Returns Score: 68/100
VIRTUAL scores 68/100 (C grade). Full methodology at Returns Score Methodology.
Token utility (16/20): VIRTUAL has the strongest utility mechanics in the AI agent space. Every agent token is paired against VIRTUAL in its DEX pools, creating mandatory demand that scales with trading activity across Base, Solana, and Ronin. Agent creation costs 100 VIRTUAL. The veVIRTUAL locking mechanism (up to two years) grants governance voting, daily Virgen points, and airdropAirdropDistributing tokens for free to eligible wallets, usually to reward early users, bootstrap a community, or decentralise token ownership away from a small group of insiders at launch.Like a supermarket handing out free samples to people who already shop there. The samples cost the supermarket nothing to print. The goal is to convert casual shoppers into loyal customers by giving them something tangible to talk about.Read more → eligibility. The Unicorn conviction-based launch system replaced the original points-based Genesis model, introducing anti-sniper mechanics and valuation milestones. These are live, functioning mechanisms processing real volume across multiple chains. The deduction reflects utility still being heavily tied to speculative agent launches rather than productive AI output.
Value accrual (14/20): The protocol captures real revenue: $39.5M cumulative as of early 2025, from 1% trading fees on agent tokens (split between protocol and agent SubDAOs), agent creation fees, and inference payments. At peak, over $1M per day was flowing through the protocol. The January 2025 buyback-and-burn programme allocated approximately 13M VIRTUAL to purchase and permanently burn 25 agent tokens, creating a direct value accrual loop that was previously absent. The VIRTUAL base pair mechanism means every dollar of agent trading volume generates proportional demand for VIRTUAL across four chains. The multi-chain expansion broadens the fee capture area. The deduction reflects agent tokens still overwhelmingly behaving like memecoins; the revenue, while real, remains speculative in nature.
Supply dynamics (12/20): The fixed 1B supply with all tokens fully unlocked is clean: no cliff events, no vesting schedules, no surprise dilution. The no-VC, all-public-IDO distribution (60% public circulation, 35% ecosystem treasury, 5% liquidity) is notably fair by industry standards. No team allocation exists. The January 2025 buyback-and-burn programme introduced genuine deflationary pressure, directly addressing a key weakness in the previous review. The largest burns targeted GAME (1.6M tokens), CONVO (1.1M tokens), and AIXBT (880K tokens). However, the 35% ecosystem treasury remains a concentration concern, and the launchpad dynamics still fragment liquidity across thousands of agent token pools.
Revenue sustainability (16/25): The protocol generated real, on-chain-verifiable revenue, not token emissions disguised as yield. The multi-chain launchpad position across Base, Solana, and Ronin with 18,000+ agents and $8B+ cumulative DEX volume (per Virtuals’ own reporting) demonstrates market fit for the tokenisation infrastructure. The ACP adds a second revenue stream from agent-to-agent transactions. The community rewards programme (up to $1M/month from March 2026) shows reinvestment in network growth. The devastating counterpoint remains: the 97% revenue collapse within two months in early 2025 demonstrated that revenue depends on narrative-driven hype cycles. Multi-chain expansion broadens the base but doesn’t fundamentally resolve cycle dependency.
Liquidity and access (10/15): VIRTUAL is listed on Binance, Coinbase, OKX, Bybit, Kraken, and most major exchanges. The multi-chain deployment across Base, Solana, and Ronin materially reduces the bridging friction that was a weakness when the protocol was Base-only. The approximately 86% decline from ATH means strong liquidity coexists with substantial realised losses for most holders. The Unicorn anti-sniper tax system (99% decreasing to 1% over 98 minutes) adds launch-specific liquidity protection that the original bonding curve lacked.
Path to improvement
Three changes would materially increase Virtuals’ returns score:
- Demonstrate cycle-independent revenue. The buyback-and-burn and community rewards programmes are positive steps, but the 97% revenue collapse from early 2025 remains the defining data point. Revenue that persists through a market downturn (from productive agent activity, ACP transaction fees, or enterprise use cases) would fundamentally change the investment thesis. The multi-chain infrastructure is in place; the revenue model needs to prove resilience.
- Publish transparent agent quality metrics. The 18,000+ agent count is a vanity metric when the vast majority are inactive. Publishing daily active agents, inference calls, ACP transactions, and revenue per agent would let the market distinguish between quantity and quality. The Unicorn launch system is a start, but the market needs data to price conviction accurately.
- Decentralise or open-source the GAME inference engine. The centralised inference layer is both a freedom deficit and a returns risk. If Virtuals’ servers go down, every agent stops functioning and the token’s utility evaporates. A permissionless inference provider network would reduce single-point-of-failure risk, which is ultimately a returns consideration as much as a decentralisation one.
Score change log
| Date | Score | Change | Reason |
|---|---|---|---|
| 2026-04-06 | Data | N/A | Chain expansion (Arbitrum, XRP Ledger). Revenue Network, Eastworld Labs, three-tier launch system detail added. Agent GDP updated. |
| 2026-03-12 | Returns | 64 → 68 | Multi-chain expansion (Solana, Ronin), buyback-and-burn programme (~13M VIRTUAL), Unicorn launch system, community rewards. Revenue Sustainability and Supply Dynamics improved. |
| 2025-03-03 | Both | N/A | Initial publish. Freedom 42/100, Returns 64/100. |
Team overview
Imperial College London graduate (Biotechnology with Business Management). Former consultant at Boston Consulting Group (August 2018 - November 2021), where he developed deep learning models and assisted organisations in obtaining digital banking licenses. Co-founded DIAM Digital Marketing (2019), Aidaro (2020, home search), ThinAir Water (sustainable water harvesting), and CIPTA. Early Ethereum miner (2016). Previously co-founded PathDAO (2021), the gaming guild that pivoted to become Virtuals Protocol.
https://www.linkedin.com/in/jansenteng/Imperial College London and London Business School graduate. Background in private equity, consulting, and AI-driven ventures. Worked at Creador (PE), AnaCap Financial Partners, and Boston Consulting Group. Co-founded DIAM Digital Marketing (2019) and Aidaro (2020) before co-founding PathDAO/Virtuals Protocol.
| Round | Amount | Date | Lead |
|---|---|---|---|
| seed | -- | 2021-12-01 | DeFiance Capital, Merit Circle |
| IDO (Fjord Foundry LBP) | $16.2M | 2021-12-04 | Public LBP |
| IDO (Enjinstarter) | $125K | 2021-12-03 | Public IDO |
| IDO (PAID Network) | $250K | 2021-12-01 | Public IDO |
Source: OYM Research · Last updated 2026-04-27
Technical snapshot
Virtuals Protocol is built on Base (Ethereum L2) and operates as a platform for creating, tokenising, and deploying AI agents. The core architecture comprises four pillars: (1) Agent Tokenisation Platform -- enables agent creation via bonding curves, minting agent-specific ERC-20 tokens paired with VIRTUAL in Uniswap V2 liquidity pools; (2) GAME Framework (Generative Autonomous Multimodal Entities) -- a hierarchical decision-making engine with a High-Level Planner (task generator) and Low-Level Planners (workers) powered by hosted LLMs (Llama 3.1 405B, DeepSeek R1/V3, Qwen 2.5 72B); (3) Agent Commerce Protocol (ACP) -- enables autonomous agent-to-agent commerce through smart contract escrow with request, negotiation, transaction, and evaluation phases; (4) Butler -- a user-facing interface translating human intent into coordinated agent execution. Each agent is represented by an on-chain NFT, an ERC-20 token (1B supply), and an Immutable Contribution Vault (ICV) as an ERC-1155 token-bound address. The GAME framework runs off-chain (AI inference) with on-chain settlement for token transactions and governance.
Commit Activity
Community
Audits
Scope: Smart contract security audit -- coding bugs, semantic consistency, DeFi security
Initial security audit completed. Detailed findings not publicly available from parsed sources.
View reportScope: Smart contract security audit -- coding bugs, semantic consistency, advanced DeFi security for all protocol smart contracts
Follow-up security audit completed covering expanded contract suite. Detailed findings not publicly available from parsed sources.
View reportScope: Security assessment of protocol-contracts repository -- cross-chain agent architecture, smart contract best practices
5 findings total: 0 critical, 0 high, 0 medium, 0 low, 3 informational (NatSpec docs, custom errors, upgradeable patterns), 2 gas optimisations. No security vulnerabilities identified.
View reportScope: Competitive audit of Virtuals Protocol smart contracts
Competitive audit completed. Detailed findings referenced but not fully available from search results.
View reportSource: OYM Research · Last updated 2026-04-27
Tokenomics deep dive
Token utility
- Agent creation fee -- 100 VIRTUAL tokens required to launch a new AI agent
- Base liquidity pair -- all agent tokens are paired against VIRTUAL in Uniswap V2 pools
- Transaction routing -- all agent token trades route through VIRTUAL
- Inference payments -- users pay for AI agent services in VIRTUAL
- Governance -- lock VIRTUAL to receive veVIRTUAL for protocol governance voting
- Staking -- lock VIRTUAL for up to 2 years for veVIRTUAL, earning Virgen points and Genesis airdrops
- Agent SubDAO participation -- stake to validators for model quality governance
Supply
| Max supply | Total supply | Circulating | Circ. % |
|---|---|---|---|
| 1,000,000,000 | 1,000,000,000 | 656,300,000 | 65.63% |
Allocation
Method: IDO via Fjord Foundry LBP, Enjinstarter, and PAID Network (December 2021 as PathDAO). Token migration from PATH to VIRTUAL in late 2023/early 2024.
| Category | % | Vesting | Cliff |
|---|---|---|---|
| Public Circulation | 60% | Fully unlocked | None |
| Ecosystem Treasury | 35% | Maximum 10% annual emission for 3 years, subject to DAO governance approval | None |
| Liquidity Pool | 5% | Fully unlocked | None |
Emissions
Staking
The VIRTUAL token derives its value primarily from being the mandatory base pair for all agent token liquidity pools, creating a network effect where every new agent launched increases demand. Agent creation requires 100 VIRTUAL tokens as a creation fee. The 1% trading fee on agent tokens is split between protocol and agent SubDAOs. All tokens are fully unlocked and vested. The token migrated from PATH (PathDAO) in late 2023/early 2024. Circulating supply discrepancy exists between CoinMarketCap (656.3M) and project documentation (600M public + ecosystem emissions).
Source: OYM Research · Last updated 2026-04-27
VIRTUAL Supply Simulator
Scenario Parameters
Circulating Supply Projection
Supply projections only. Token price held constant at $0.7096 (snapshot 27 Apr 2026). Agent tokens have buyback-burn from revenue. VIRTUAL itself has no burn mechanism. This is not financial advice.
How to participate
Create AI agents on the Virtuals platform. Connect a wallet, fill in agent details (name, ticker, image, description), deposit 100 VIRTUAL tokens, and launch on the bonding curve. Agent graduates to Uniswap V2 when 42,000 VIRTUAL accumulates on the bonding curve.
Lock VIRTUAL tokens to receive veVIRTUAL, which grants governance voting power, Virgen points (daily), and eligibility for Genesis airdrops. Lock period up to 2 years. veVIRTUAL decays linearly over time.
Build AI agents and applications using the GAME SDK (Python or TypeScript). The SDK provides a modular framework with High-Level Planner (task generator) and Low-Level Planners (workers). Supports custom plugins, platform integrations, and the Agent Commerce Protocol (ACP) for agent-to-agent transactions.
Contribute to AI agent improvement through the Agent SubDAO governance system. Submit model improvements, voice models, visual assets, or personality datasets. Contributions are validated by validators using an Elo Rating System. Approved contributions earn rewards from the agent SubDAO treasury.
Participate in protocol governance by holding veVIRTUAL. Any wallet holding at least 0.10% of total veVIRTUAL supply can create proposals. Proposals have a 72-hour comment window followed by 72-hour voting. Requires 25% quorum of total veVIRTUAL supply and simple majority (50% + 1) to pass.
Developer resources
Source: OYM Research · Last updated 2026-04-27
Usage and traction
Data from: VentureBurn analysis, DeFiLlama (fees page), CryptoRank, whitepaper documentation (2026-03-03)
Over 17,000 AI agents created total. Platform tracks 'Agentic GDP' (aGDP) rather than traditional TVL -- aGDP exceeded $466M. Nearly 1 million agent jobs completed. Over $8 billion cumulative DEX volume for agent tokens. Base accounts for over 90% of daily active wallets and $28.4M daily volume. Revenue showed sharp decline from $1.02M daily in January 2025 to $34.8K by late February 2025, though activity rebounded with ACP and Genesis launches. Notable agents include AIXBT ($500M peak market cap, 458K X followers), Luna ($130M+ market cap, 500K+ TikTok followers), and Game.
Source: OYM Research · Last updated 2026-04-27
Community
Governance
Dual-layer governance: (1) Protocol-level governance via veVIRTUAL -- permissionless proposal submission (0.10% threshold), 72-hour comment window, 72-hour voting, 25% quorum, simple majority. (2) Agent SubDAO governance via DPoS -- LPs delegate to validators who evaluate AI model quality. Ecosystem treasury controlled by DAO multi-sig with governance voting on fund deployment. View →
Sentiment
Strong enthusiasm during the AI agent narrative cycle in late 2024/early 2025, with VIRTUAL experiencing a 16,000% rally. Community has cooled significantly with the 80%+ price correction from ATH. Criticism around pump-and-dump dynamics in agent tokens, with comparisons to Pump.fun memecoin launchpad. The protocol's pivot to ACP and Genesis mechanisms has renewed some developer interest. Notable backlash around the handling of the January 2025 smart contract vulnerability (initially closing the Discord reporting channel). Agent creators and holders benefit from a revenue-sharing model, but most agent tokens have lost significant value post-hype.
Source: OYM Research · Last updated 2026-04-27