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6 posts tagged with "tokenomics"

Token economics and design

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The Altcoin Winter Within a Bear Market: Why Mid-Cap Tokens Structurally Failed in 2025

· 9 min read
Dora Noda
Software Engineer

While Bitcoin briefly kissed $60,000 this week and over $2.7 billion in crypto positions evaporated in 24 hours, something darker has been unfolding in the shadows of mainstream headlines: the complete structural collapse of mid-cap altcoins. The OTHERS index—tracking total altcoin market cap excluding top coins—has plummeted 44% from its late-2024 peak. But this isn't just another bear market dip. This is an extinction event revealing fundamental design flaws that have haunted crypto since the 2021 bull run.

The Numbers Behind the Carnage

The scale of destruction in 2025 defies comprehension. More than 11.6 million tokens failed in a single year—representing 86.3% of all cryptocurrency failures recorded since 2021. Overall, 53.2% of approximately 20.2 million tokens that entered circulation between mid-2021 and the end of 2025 are no longer trading. During the final quarter of 2025 alone, 7.7 million tokens vanished from trading platforms.

The total market capitalization of all coins excluding Bitcoin and Ethereum collapsed from $1.19 trillion in October to $825 billion. Solana, despite being considered a "survivor," still declined 34%, while the broader altcoin market (excluding Bitcoin, Ethereum, and Solana) fell nearly 60%. The median token performance? A catastrophic 79% decline.

Bitcoin's market dominance has surged to 59% in early 2026, while the CMC Altcoin Season Index crashed to just 17—meaning 83% of altcoins are now underperforming Bitcoin. This concentration of capital represents a complete reversal of the "altcoin season" narrative that dominated 2021 and early 2024.

Why Mid-Cap Tokens Structurally Failed

The failure wasn't random—it was engineered by design. Most launches in 2025 didn't fail because the market was bad; they failed because the launch design was structurally short-volatility and short-trust.

The Distribution Problem

Large exchange distribution programs, broad airdrops, and direct-sale platforms did exactly what they were designed to do: maximize reach and liquidity. But they also flooded the market with holders who had little connection to the underlying product. When these tokens inevitably faced pressure, there was no core community to absorb selling—only mercenary capital racing for exits.

Correlated Collapse

Many failing projects were highly correlated, relying on similar liquidity pools and automated market maker (AMM) designs. When prices fell, liquidity evaporated, causing token values to plummet toward zero. Projects without strong community support, development activity, or independent revenue streams could not recover. The October 10, 2025 liquidation cascade—which wiped out approximately $19 billion in leveraged positions—exposed this interconnected fragility catastrophically.

The Barrier-to-Entry Trap

The low barrier to entry for creating new tokens facilitated a massive influx of projects. Many lacked viable use cases, robust technology, or sustainable economic models. They served as vehicles for short-term speculation rather than long-term utility. While Bitcoin matured into a "digital reserve asset," the altcoin market struggled under its own weight. Narratives were abundant, but capital was finite. Innovation did not translate into performance because liquidity could not support thousands of simultaneous altcoins competing for the same market share.

Portfolios with meaningful exposure to mid- and small-cap tokens structurally struggled. It wasn't about picking the wrong projects—the entire design space was fundamentally flawed.

The RSI 32 Signal: Bottom or Dead Cat Bounce?

Technical analysts are fixating on one metric: Bitcoin's relative strength index (RSI) hitting 32 in November 2025. Historically, RSI levels below 30 signal oversold conditions and have preceded significant rebounds. During the 2018-2019 bear market, Bitcoin's RSI hit similar levels before launching a 300% rally in 2019.

As of early February 2026, Bitcoin's RSI has fallen below 30, signaling oversold conditions as the cryptocurrency trades near a key $73,000 to $75,000 support zone. Oversold RSI readings often precede price bounces because many traders and algorithms treat them as buy signals, turning expectations into a self-fulfilling move.

Multi-indicator confluence strengthens the case. Prices approaching lower Bollinger Bands with RSI below 30, paired with bullish MACD signals, indicate oversold environments offering potential buying opportunities. These signals, coupled with the RSI's proximity to historic lows, create a technical foundation for a near-term rebound.

But here's the critical question: will this bounce extend to altcoins?

The ALT/BTC ratio tells a sobering story. It has been in a nearly four-year downtrend that appears to have bottomed in Q4 2025. The RSI for altcoins relative to Bitcoin sits at a record oversold level, and the MACD is turning green after 21 months—signaling a potential bullish crossover. However, the sheer magnitude of 2025's structural failures means many mid-caps will never recover. The bounce, if it comes, will be violently selective.

Where Capital is Rotating in 2026

As the altcoin winter deepens, a handful of narratives are capturing what remains of institutional and sophisticated retail capital. These aren't speculative moonshots—they're infrastructure plays with measurable adoption.

AI Agent Infrastructure

Crypto-native AI is fueling autonomous finance and decentralized infrastructure. Projects like Bittensor (TAO), Fetch.ai (FET), SingularityNET (AGIX), Autonolas, and Render (RNDR) are building decentralized AI agents that collaborate, monetize knowledge, and automate on-chain decision-making. These tokens benefit from rising demand for decentralized compute, autonomous agents, and distributed AI models.

The convergence of AI and crypto represents more than hype—it's operational necessity. AI agents need decentralized coordination layers. Blockchains need AI to process complex data and automate execution. This symbiosis is attracting serious capital.

DeFi Evolution: From Speculation to Utility

The total value locked (TVL) in DeFi surged 41% year-over-year to over $160 billion by Q3 2025, fueled by Ethereum's ZK-rollup scaling and Solana's infrastructure growth. With regulatory clarity improving—especially in the U.S., where SEC Chair Atkins has signaled a DeFi "innovation exemption"—blue-chip protocols like Aave, Uniswap, and Compound are gaining fresh momentum.

The rise of restaking, real-world assets (RWAs), and modular DeFi primitives adds genuine use cases beyond yield farming. The decline in Bitcoin dominance has catalyzed rotation into altcoins with strong fundamentals, institutional adoption, and real-world utility. The 2026 altcoin rotation is narrative-driven, with capital flowing into sectors that address institutional-grade use cases.

Real-World Assets (RWAs)

RWAs sit at the intersection of traditional finance and DeFi, addressing the institutional demand for on-chain securities, tokenized debt, and yield-bearing instruments. As adoption increases, analysts expect broader inflows—amplified by crypto ETF approvals and tokenized debt markets—to elevate RWA tokens into a core segment for long-term investors.

BlackRock's BUIDL fund, Ondo Finance's regulatory progress, and the proliferation of tokenized treasuries demonstrate that RWAs are no longer theoretical. They're operational—and capturing meaningful capital.

What Comes Next: Selection, Not Rotation

The harsh reality is that "altcoin season"—as it existed in 2021—may never return. The 2025 collapse wasn't a market cycle dip; it was a Darwinian purge. The survivors won't be meme coins or hype-driven narratives. They'll be projects with:

  • Real revenue and sustainable tokenomics: Not reliant on perpetual fundraising or token inflation.
  • Institutional-grade infrastructure: Built for compliance, scalability, and interoperability.
  • Defensible moats: Network effects, technical innovation, or regulatory advantages that prevent commoditization.

The capital rotation underway in 2026 is not broad-based. It's laser-focused on fundamentals. Bitcoin remains the reserve asset. Ethereum dominates smart contract infrastructure. Solana captures high-throughput applications. Everything else must justify its existence with utility, not promises.

For investors, the lesson is brutal: the era of indiscriminate altcoin accumulation is over. The RSI 32 signal might mark a technical bottom, but it won't resurrect the 11.6 million tokens that died in 2025. The altcoin winter within a bear market is not ending—it's refining the industry down to its essential elements.

The question isn't when altcoin season returns. It's which altcoins will still be alive to see it.

BlockEden.xyz provides enterprise-grade blockchain infrastructure for developers building on Ethereum, Solana, Sui, Aptos, and other leading chains. Explore our API services designed for projects that demand reliability at scale.

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OpenSea's SEA Token Launch: How the NFT Giant is Betting $2.6 Billion on Tokenomics

· 8 min read
Dora Noda
Software Engineer

In 2023, OpenSea was bleeding. Blur had captured over 50% of NFT trading volume with zero fees and aggressive token incentives. The once-dominant marketplace seemed destined to become a cautionary tale of Web3's boom-and-bust cycle. Then something unexpected happened: OpenSea didn't just survive—it reinvented itself entirely.

Now, with the SEA token launching in Q1 2026, OpenSea is making its boldest move yet. The platform will allocate 50% of tokens to its community and commit 50% of revenue to buybacks—a tokenomics model that could either revolutionize marketplace economics or repeat the mistakes of its competitors.

From $39.5 Billion to Near-Death and Back

OpenSea's journey reads like a crypto survival story. Founded in 2017 by Devin Finzer and Alex Atallah, the platform rode the NFT wave to over $39.5 billion in all-time trading volume. At its peak in January 2022, OpenSea processed $5 billion monthly. By early 2024, monthly volume had collapsed to under $200 million.

The culprit wasn't just market conditions. Blur launched in October 2022 with zero marketplace fees and a token rewards program that weaponized trader incentives. Within months, Blur captured 50%+ market share. Professional traders abandoned OpenSea for platforms offering better economics.

OpenSea's response? A complete rebuild. In October 2025, the platform launched OS2—described internally as "the most significant evolution in OpenSea's history." The results were immediate:

  • Trading volume surged to $2.6 billion in October 2025—the highest in over three years
  • Market share recovered to 71.5% on Ethereum NFTs
  • 615,000 wallets traded in a single month, with 70% using OpenSea

The platform now supports 22 blockchains and, critically, has expanded beyond NFTs to fungible token trading—a $2.41 billion DEX volume month in October proved the pivot was working.

The SEA Token: 50% Community, 50% Buybacks

On October 17, 2025, Finzer confirmed what users had long demanded: SEA would launch in Q1 2026. But the tokenomics structure signals a departure from typical marketplace token launches:

Community Allocation (50% of total supply):

  • Over half delivered via initial claim
  • Two priority groups: longtime "OG" users (2021-2022 traders) and rewards program participants
  • Seaport protocol users qualify separately
  • XP and treasure chest levels determine allocation size

Revenue Commitment:

  • 50% of platform revenue directed to SEA buybacks at launch
  • Direct tie between protocol usage and token demand
  • No timeline disclosed for how long buybacks continue

Utility Model:

  • Stake SEA to support favorite collections
  • Earn rewards from staking activity
  • Deep integration across the platform experience

What remains unknown: total supply, vesting schedules, and buyback verification mechanisms. These gaps matter—they'll determine whether SEA creates sustainable value or follows the BLUR token's trajectory from $4 to under $0.20.

Learning from Blur's Token Experiment

Blur's token launch in February 2023 offered a masterclass in what works—and what doesn't—in marketplace tokenomics.

What worked initially:

  • Massive airdrop created immediate user acquisition
  • Zero fees plus token rewards attracted professional traders
  • Volume exceeded OpenSea within months

What failed long-term:

  • Mercenary capital farming rewards then leaving
  • Token price collapsed 95% from peak
  • Platform dependence on emissions meant unsustainable economics

The core problem: Blur's tokens were primarily emissions-based rewards without fundamental demand drivers. Users earned BLUR through trading activity, but there was limited reason to hold beyond speculation.

OpenSea's buyback model attempts to solve this. If 50% of revenue continuously purchases SEA from the market, the token gains a price floor mechanism tied to actual business performance. Whether this creates lasting demand depends on:

  1. Revenue sustainability (fees dropped to 0.5% on OS2)
  2. Competitive pressure from zero-fee platforms
  3. User willingness to stake rather than immediately sell

The Multi-Chain Pivot: NFTs Are Just the Beginning

Perhaps more significant than the token itself is OpenSea's strategic repositioning. The platform has transformed from an NFT-only marketplace into what Finzer calls a "trade-any-crypto" platform.

Current Capabilities:

  • 22 supported blockchains including Flow, ApeChain, Soneium (Sony), and Berachain
  • Integrated DEX functionality via liquidity aggregators
  • Cross-chain purchasing without manual bridging
  • Aggregated marketplace listings for best price discovery

Upcoming Features:

  • Mobile app (Rally acquisition in closed alpha)
  • Perpetual futures trading
  • AI-powered trading optimization (OS Mobile)

The October 2025 data tells the story: of $2.6 billion in monthly volume, over 90% came from token trading rather than NFTs. OpenSea isn't abandoning its NFT roots—it's acknowledging that marketplace survival requires broader utility.

This positions SEA differently than a pure NFT marketplace token. Staking on "favorite collections" could extend to token projects, DeFi protocols, or even memecoins trading on the platform.

Market Context: Why Now?

OpenSea's timing isn't arbitrary. Several factors converge to make Q1 2026 strategic:

Regulatory Clarity: The SEC closed its investigation into OpenSea in February 2025, removing existential legal risk that had hung over the platform since August 2024. The investigation examined whether OpenSea operated as an unregistered securities marketplace.

NFT Market Stabilization: After a brutal 2024, the NFT market shows signs of recovery. The global market reached $48.7 billion in 2025, up from $36.2 billion in 2024. Daily active wallets climbed to 410,000—a 9% year-over-year increase.

Competitive Exhaustion: Blur's token-incentivized model has shown cracks. Magic Eden, despite expanding to Bitcoin Ordinals and multiple chains, holds only 7.67% market share. The competitive intensity that threatened OpenSea has subsided.

Token Market Appetite: Major platform tokens have performed well in late 2025. Jupiter's JUP, despite airdrop-driven volatility, demonstrated that marketplace tokens can maintain relevance. The market has appetite for well-structured tokenomics.

Airdrop Eligibility: Who Benefits?

OpenSea has outlined a blended eligibility model designed to reward loyalty while incentivizing ongoing engagement:

Historical Users:

  • Wallets active in 2021-2022 qualify for initial claim
  • Seaport protocol users receive separate consideration
  • No activity required since—dormant OG wallets still eligible

Active Participants:

  • XP earned through trading, listing, bidding, and minting
  • Treasure chest levels influence allocation
  • Voyages (platform challenges) contribute to eligibility

Accessibility:

  • US users included (significant given regulatory environment)
  • No KYC verification required
  • Free claim process (beware of scams asking for payment)

The two-track system—OGs plus active users—attempts to balance fairness with ongoing incentivization. Users who only started in 2024 can still earn SEA through continued participation and future staking.

What Could Go Wrong

For all its promise, SEA faces real risks:

Sell Pressure at Launch: Airdrops historically create immediate selling. Over half the community allocation arriving at once could overwhelm buyback capacity.

Tokenomics Opacity: Without knowing total supply or vesting schedules, users can't accurately model dilution. Insider allocations and unlock schedules have tanked similar tokens.

Revenue Sustainability: The 50% buyback commitment requires sustainable revenue. If fee compression continues (OpenSea already dropped to 0.5%), buyback volume could disappoint.

Competitive Response: Magic Eden or new entrants could launch competing token programs. The marketplace fee war may reignite.

Market Timing: Q1 2026 could coincide with broader crypto volatility. Macro factors beyond OpenSea's control affect token launches.

The Bigger Picture: Marketplace Tokenomics 2.0

OpenSea's SEA launch represents a test of evolved marketplace tokenomics. First-generation models (Blur, LooksRare) relied heavily on emissions to drive usage. When emissions slowed, users left.

SEA attempts a different model:

  • Buybacks create demand tied to fundamentals
  • Staking provides holding incentive beyond speculation
  • Multi-chain utility expands addressable market
  • Community majority ownership aligns long-term interests

If successful, this structure could influence how future marketplaces—not just for NFTs—design their tokens. The DeFi, gaming, and social platforms watching OpenSea may adopt similar frameworks.

If it fails, the lesson is equally valuable: even sophisticated tokenomics can't overcome fundamental marketplace economics.

Looking Ahead

OpenSea's SEA token launch will be one of 2026's most watched crypto events. The platform has survived competitors, market crashes, and regulatory scrutiny. Now it bets its future on a token model that promises to align platform success with community value.

The 50% community allocation and 50% revenue buyback structure is ambitious. Whether it creates a sustainable flywheel or another case study in token failure depends on execution, market conditions, and whether the lessons from Blur's rise and fall have truly been learned.

For NFT traders who've used OpenSea since the early days, the airdrop offers a chance to participate in the platform's next chapter. For everyone else, it's a test case for whether marketplace tokens can evolve beyond pure speculation.

The NFT marketplace wars aren't over—they're entering a new phase where tokenomics may matter more than fees.


BlockEden.xyz supports multi-chain infrastructure for the NFT and DeFi ecosystem, including Ethereum and Solana. As marketplace platforms like OpenSea expand their blockchain support, developers need reliable RPC services that scale with demand. Explore our API marketplace to build applications that connect to the evolving Web3 landscape.

Plume Network's $23M Token Unlock: A Stress Test for RWA's Biggest Bet

· 9 min read
Dora Noda
Software Engineer

In two days, 1.37 billion PLUME tokens worth $23 million will flood the market—representing 40% of the current circulating supply. For most crypto projects, this would spell disaster. But for Plume Network, the RWA-focused Layer 1 that controls half of all real-world asset holders in crypto, it's shaping up to be the defining moment for whether tokenized finance can withstand institutional-grade volatility.

The unlock scheduled for January 21, 2026, isn't just another vesting event. It's a referendum on whether the $35 billion RWA sector has matured enough to separate speculation from substance—and whether Plume's 280,000 holders represent genuine utility or paper hands waiting for an exit.

The Numbers That Make This Unlock Different

Most token unlocks follow a predictable pattern: insiders dump, price crashes, retail gets burned. Plume's situation defies this narrative in several ways.

The January 21 release splits almost evenly between Core Contributors (667 million tokens, $11.24 million) and Investors (700 million tokens, $11.8 million). This dual unlock structure matters because it creates competing incentives. While investors might seek immediate liquidity, core contributors betting on Plume's 2026 roadmap have reasons to hold.

Here's the context that makes Plume unusual: the network already commands 279,692 RWA holders—roughly 50% of all RWA holders across every blockchain combined. When CEO Chris Yin points to "$200 million in RWAs held across 280,000 users," he's describing something the crypto industry rarely sees: measurable utility rather than speculative positioning.

The token has already dropped 65% from its 60-day high, suggesting much of the unlock pressure may already be priced in. Historical patterns show that large unlocks typically trigger pre-event selling as markets front-run dilution. The question now becomes whether the selloff was oversized relative to Plume's actual fundamentals.

Why Plume Commands the RWA Market

Plume Network launched its Genesis mainnet in June 2025 with $150 million in deployed real-world assets and integrations with institutional heavyweights including Blackstone, Invesco, Curve, and Morpho. In six months, total value locked swelled past $578 million.

The network's architecture differs fundamentally from general-purpose Layer 1s. Plume built specifically for RWAfi (real-world asset finance), creating native infrastructure for tokenizing everything from private credit and U.S. Treasuries to art, commodities, and even uranium. The ecosystem now includes over 200 projects, with blue-chip DeFi protocols like Morpho, Curve, and Orderly providing lending, trading, and yield opportunities for tokenized assets.

Three developments in late 2025 positioned Plume for institutional adoption:

SEC Transfer Agent Approval: Plume secured regulatory approval to handle tokenized securities on-chain and integrate with U.S. traditional finance infrastructure including DTCC's settlement network.

Dinero Protocol Acquisition: By acquiring Dinero in October 2025, Plume expanded its product suite to include institutional-grade yield products for ETH, SOL, and BTC—diversifying beyond pure RWA tokenization.

Abu Dhabi Global Market License: The December 2025 ADGM license opens Middle Eastern markets for tokenization services targeting real estate and commodities, with a physical office in Abu Dhabi planned for 2026.

The Securitize Alliance: BlackRock's Backing by Proxy

Perhaps the most significant signal for Plume's trajectory is its strategic partnership with Securitize, the tokenization platform that powers BlackRock's $2.5 billion BUIDL fund.

Securitize isn't just any partner—it's the dominant force in institutional tokenization, controlling 20% of the RWA market with over $4 billion in tokenized assets. The platform has SEC-registered entities across transfer agent, broker-dealer, alternative trading system, investment advisor, and fund administration functions. In October 2025, Securitize filed to go public at a $1.25 billion valuation through a SPAC merger, signaling mainstream finance's embrace of tokenization infrastructure.

The Plume-Securitize collaboration deploys institutional-grade assets on Plume's Nest staking protocol. The first pilots—Hamilton Lane private funds—launched in early 2026, with a target of $100 million in capital deployment. Hamilton Lane manages over $800 billion in assets, and its tokenized funds on Plume provide exposure to direct equities, private credit, and secondary transactions.

This partnership effectively connects BlackRock's tokenization infrastructure (via Securitize) to Plume's 280,000-strong holder base—the largest RWA community in crypto. When institutional capital meets retail distribution at this scale, the traditional playbook for token unlock dynamics may not apply.

What RWA's 3-5x Growth Projection Means for Token Economics

CEO Chris Yin projects the RWA market will grow 3-5x in 2026, expanding beyond crypto-native use cases to institutional adoption. If correct, this growth could fundamentally alter how the market interprets Plume's unlock.

The current on-chain RWA market sits at approximately $35 billion, with private credit ($18.4 billion) and tokenized U.S. Treasuries ($8.6 billion) dominating the landscape. McKinsey projects the broader tokenization market could reach $2 trillion by 2030, while more conservative estimates suggest $500 billion to $3 trillion for public tokenized assets.

For Plume specifically, this growth thesis translates to concrete metrics:

  • Holder Expansion: If RWA holders triple from the current 514,000 across all chains, and Plume maintains its 50% market share, the network could see 700,000+ holders by year-end.
  • TVL Growth: From $578 million currently, a 3x sector expansion could push Plume's TVL toward $1.5-2 billion—assuming proportional capital flows.
  • Fee Revenue: Higher TVL and transaction volume directly translate to protocol revenue, creating a fundamental value case independent of token speculation.

The unlock's impact must be measured against this growth trajectory. A 40% supply increase matters less if the demand side is expanding 3-5x simultaneously.

Historical Precedents: When Unlocks Don't Destroy Value

Data from token unlock analysis reveals a counterintuitive pattern: unlocks releasing more than 1% of circulating supply typically trigger notable price movements, while the direction depends on broader market conditions and project fundamentals.

Consider Arbitrum's billion-dollar cliff unlock in March 2024—1.11 billion ARB tokens representing an 87% increase in circulating supply. While the event created significant volatility, ARB didn't collapse. The lesson: liquid markets with genuine utility can absorb supply shocks that would destroy speculative tokens.

Plume's situation offers several mitigating factors:

  1. Pre-priced Dilution: The 65% drawdown from recent highs suggests aggressive positioning against the unlock already occurred.

  2. Linear Vesting Structure: Unlike cliff unlocks that dump everything at once, Plume's allocation includes linear vesting components that spread supply increases over time.

  3. Institutional Holder Base: With Securitize-connected institutional capital and Hamilton Lane funds on the platform, a significant portion of holders likely have longer investment horizons than typical crypto speculators.

  4. Exchange Supply Dynamics: Reports indicate large investors have been reducing exchange supply, suggesting confidence in Plume's ecosystem rather than preparation for mass selling.

The RWA Competitive Landscape

Plume doesn't operate in a vacuum. The RWA sector has attracted serious competition:

Ondo Finance has positioned itself as the primary on-ramp for bringing institutional yield on-chain, with USDY backed by short-term U.S. Treasuries and bank deposits. Its Ondo Global Markets platform recently launched for non-U.S. investors.

BlackRock's BUIDL remains the largest tokenized Treasury product at $2.5+ billion AUM, now accessible across nine blockchain networks including Ethereum, Solana, and Arbitrum.

Centrifuge, Maple, and Goldfinch continue capturing private credit market share, though with smaller holder bases than Plume.

What distinguishes Plume is its full-stack approach: rather than focusing on a single asset class, the network provides infrastructure for the entire RWA lifecycle—from tokenization through trading, lending, and yield generation. The Arc tokenization engine, SkyLink cross-chain distribution, and Nexus on-chain data highway create an integrated ecosystem that competitors would need years to replicate.

What to Watch on January 21

The unlock itself is mechanical—tokens will release regardless of market conditions. The meaningful signals will come from:

Immediate Price Action: A sharp drop followed by quick recovery would suggest the market views the unlock as a temporary supply shock rather than fundamental weakness. Continued decline might indicate institutional sellers executing pre-planned distributions.

Exchange Flows: On-chain watchers will track whether unlocked tokens move to exchanges (selling pressure) or remain in non-custodial wallets (holding).

Nest Staking Activity: If unlocked tokens flow into Plume's Nest protocol rather than exchanges, it signals holder conviction in staking yields over immediate liquidity.

Securitize Deployment Updates: Any announcements about Hamilton Lane fund expansion or new institutional partnerships would provide fundamental counterweight to supply concerns.

The Bigger Picture: RWA's Institutional Moment

Beyond Plume's specific unlock dynamics, January 2026 represents an inflection point for tokenized real-world assets. The convergence of clearer regulatory frameworks (SEC approvals, MiCA in Europe, ADGM licenses), increasing enterprise-grade deployment (BlackRock, Hamilton Lane, Apollo), and improving interoperability is pushing blockchain from experimental applications to financial market infrastructure.

When traditional financial institutions with $800+ billion under management tokenize funds on a network with 280,000 retail holders, the old dichotomy between "institutional finance" and "crypto" starts breaking down. The question isn't whether RWAs will become a major crypto narrative—that's already happened. The question is whether native RWA chains like Plume will capture this growth or lose ground to multi-purpose L1s and L2s adding RWA features.

Plume's unlock will provide the first major stress test for this thesis. If the network's holder base, institutional partnerships, and utility metrics prove resilient against 40% supply dilution, it validates the argument that tokenized finance has matured beyond speculation.

If not, the RWA sector will need to reckon with whether its fundamentals-driven narrative was always just another crypto story waiting for the right unlock to unravel.


For developers building in the RWA and tokenization space, reliable blockchain infrastructure is essential. BlockEden.xyz provides enterprise-grade RPC nodes and API services across multiple chains, enabling seamless integration with tokenization protocols and DeFi applications.

The Great Crypto Extinction: How 11.6 Million Tokens Died in 2025 and What It Means for 2026

· 8 min read
Dora Noda
Software Engineer

In just 365 days, more cryptocurrency projects collapsed than in the entire previous four years combined. According to CoinGecko's data, 11.6 million tokens failed in 2025 alone—representing 86.3% of all project failures since 2021. The fourth quarter was particularly brutal: 7.7 million tokens went dark, a pace of roughly 83,700 failures per day.

This wasn't a gradual decline. It was an extinction event. And it fundamentally reshapes how we should think about crypto investing, token launches, and the industry's future.

The Numbers Behind the Carnage

To understand the scale of 2025's collapse, consider the progression:

  • 2021: 2,584 token failures
  • 2022: 213,075 token failures
  • 2023: 245,049 token failures
  • 2024: 1,382,010 token failures
  • 2025: 11,564,909 token failures

The math is staggering. 2025 saw more than 8 times the failures of 2024, which itself was already a record-breaking year. Project failures between 2021 and 2023 made up just 3.4% of all cryptocurrency failures over the past five years—the remaining 96.6% occurred in the last two years alone.

As of December 31, 2025, 53.2% of all tokens tracked on GeckoTerminal since July 2021 are now inactive, representing roughly 13.4 million failures out of 25.2 million listed. More than half of every crypto project ever created no longer exists.

The October 10 Liquidation Cascade

The single most destructive event of 2025 occurred on October 10, when $19 billion in leveraged positions was wiped out in 24 hours—the largest single-day deleveraging in crypto history. Token failures immediately surged from roughly 15,000 to over 83,000 per day in the aftermath.

The cascade demonstrated how quickly systemic shocks can propagate through thinly traded assets. Tokens lacking deep liquidity or committed user bases were disproportionately affected, with meme coins suffering the worst losses. The event accelerated an ongoing sorting mechanism: tokens that lacked distribution, liquidity depth, or ongoing incentive alignment got filtered out.

Pump.fun and the Meme Coin Factory

At the center of the 2025 token collapse sits Pump.fun, the Solana-based launchpad that democratized—and arguably weaponized—token creation. By mid-2025, the platform had spawned more than 11 million tokens and captured roughly 70-80% of all new token launches on Solana.

The statistics are damning:

  • 98.6% of tokens launched on Pump.fun showed rug-pull behavior, according to Solidus Labs data
  • 98% of launched tokens collapsed within 24 hours, per federal lawsuit allegations
  • Only 1.13% of tokens (about 284 per day out of 24,000 launched) "graduate" to listing on Raydium, Solana's main DEX
  • 75% of all launched tokens show zero activity after just one day
  • 93% show no activity after seven days

Even the "successful" tokens tell a grim story. The graduation threshold requires a $69,000 market cap, but the average market cap of graduated tokens now stands at $29,500—a 57% decline from the minimum. Nearly 40% of tokens that do graduate achieve it in under 5 minutes, suggesting coordinated launches rather than organic growth.

Of all tokens launched on Pump.fun, exactly one—FARTCOIN—ranks in the top 200 cryptocurrencies. Only seven rank in the top 500.

The 85% Launch Failure Rate

Beyond Pump.fun, the broader 2025 token launch landscape was equally devastating. Data from Memento Research tracked 118 major token generation events (TGEs) in 2025 and found that 100 of them—84.7%—are trading below their opening fully diluted valuations. The median token in that cohort is down 71% from its launch price.

Gaming tokens fared even worse. More than 90% of gaming-related token generation events struggled to maintain value after launch, contributing to a wave of Web3 gaming studio closures including ChronoForge, Aether Games, Ember Sword, Metalcore, and Nyan Heroes.

Why Did So Many Tokens Fail?

1. Frictionless Creation Meets Limited Demand

Token creation has become trivially easy. Pump.fun allows anyone to launch a token within minutes with no technical knowledge required. But while supply exploded—from 428,383 projects in 2021 to nearly 20.2 million by the end of 2025—the market's capacity to absorb new projects hasn't kept pace.

The bottleneck isn't launching; it's sustaining liquidity and attention long enough for a token to matter.

2. Hype-Dependent Models

The memecoin boom was powered by social media momentum, influencer narratives, and rapid speculative rotations rather than fundamentals. When traders shifted focus or liquidity dried up, these attention-dependent tokens collapsed immediately.

3. Liquidity Wars

DWF Labs managing partner Andrei Grachev warned that the current environment is structurally hostile to new projects, describing ongoing "liquidity wars" across crypto markets. Retail capital is fragmenting across an ever-expanding universe of assets, leaving less for each individual token.

4. Structural Fragility

The October 10 cascade revealed how interconnected and fragile the system had become. Leveraged positions, thin order books, and cross-protocol dependencies meant that stress in one area rapidly propagated throughout the ecosystem.

What 2025's Collapse Means for 2026

Three scenarios for 2026 project token failures ranging from 3 million (optimistic) to 15 million (pessimistic), compared to 2025's 11.6 million. Several factors will determine which scenario materializes:

Signs of a Potential Improvement

  • Shift to fundamentals: Industry leaders report that "fundamentals started mattering more and more" in late 2025, with protocol revenue becoming a key metric rather than token speculation.
  • Account abstraction adoption: ERC-4337 smart accounts exceeded 40 million deployments across Ethereum and Layer 2 networks, with the standard enabling invisible blockchain experiences that could drive sustainable adoption.
  • Institutional infrastructure: Regulatory clarity and ETF expansions are expected to drive institutional inflows, potentially creating more stable demand.

Reasons for Continued Concern

  • Launchpad proliferation: Token creation remains frictionless, and new launch platforms continue to emerge.
  • Retail liquidity erosion: As millions of tokens vanish, retail confidence continues to erode, reducing available liquidity and raising the bar for future launches.
  • Concentrated attention: Market attention continues to concentrate around Bitcoin, blue-chip assets, and short-term speculative trades, leaving less room for new entrants.

Lessons from the Graveyard

For Investors

  1. Survival is scarce: With 98%+ failure rates on platforms like Pump.fun, the expected value of random meme coin investments is essentially zero. The 2025 data doesn't suggest caution—it suggests avoidance.

  2. Graduation means nothing: Even tokens that "succeed" by platform metrics typically decline 57%+ from their graduation market cap. Platform success is not market success.

  3. Liquidity depth matters: Tokens that survived 2025 generally had genuine liquidity, not just paper market caps. Before investing, assess how much you could actually sell without moving the price.

For Builders

  1. Launch is the easy part: 2025 proved that anyone can launch a token; almost no one can sustain one. Focus on the 364 days after launch, not day one.

  2. Distribution beats features: Tokens that survived had genuine holder bases, not just whale concentrations. The product doesn't matter if no one cares.

  3. Revenue sustainability: The industry is shifting toward revenue-generating protocols. Tokens without clear revenue paths face increasingly hostile market conditions.

For the Industry

  1. Curation is essential: With 20+ million projects listed and half already dead, discovery and curation mechanisms become critical infrastructure. The current system of raw listings is failing users.

  2. Launchpad responsibility: Platforms that enable frictionless token creation without any friction for rug pulls bear some responsibility for the 98% failure rate. The regulatory scrutiny Pump.fun faces suggests markets agree.

  3. Quality over quantity: The 2025 data suggests the market can't absorb infinite projects. Either issuance slows, or failure rates remain catastrophic.

The Bottom Line

2025 will be remembered as the year crypto learned that easy issuance and mass survival are incompatible. The 11.6 million tokens that failed weren't victims of a bear market—they were victims of structural oversupply, liquidity fragmentation, and hype-dependent business models.

For 2026, the lesson is clear: the era of launching tokens and hoping for moonshots is over. What remains is a more mature market where fundamentals, liquidity depth, and sustainable demand determine survival. The projects that understand this will build differently. The projects that don't will join the 53% of all crypto tokens that are already dead.


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Decentralized AI: Bittensor vs. Sahara AI in the Race for Open Intelligence

· 9 min read
Dora Noda
Software Engineer

What if the future of artificial intelligence isn't controlled by a handful of trillion-dollar corporations, but by millions of contributors earning tokens for training models and sharing data? Two projects are racing to make this vision real—and they couldn't be more different in their approach.

Bittensor, with its Bitcoin-inspired tokenomics and proof-of-intelligence mining, has built a $2.9 billion ecosystem where AI models compete for rewards. Sahara AI, backed by $49 million from Pantera and Binance Labs, is constructing a full-stack blockchain where data ownership and copyright protection come first. One rewards raw intelligence output; the other protects the humans behind the data.

As centralized AI giants like OpenAI and Google race toward artificial general intelligence, these decentralized alternatives are betting that the future belongs to open, permissionless systems. But which vision will prevail?

The Centralization Problem in AI

The AI industry faces a stark concentration of power. Training frontier models requires billions of dollars in compute infrastructure, with clusters of thousands of GPUs running for months. Only a handful of companies—OpenAI, Google, Anthropic, Meta—can afford this scale. DeepMind CEO Demis Hassabis recently described it as "the most intense competitive environment" veteran technologists have ever seen.

This concentration creates cascading problems. Data contributors—the artists, writers, and programmers whose work trains these models—receive no compensation or attribution. Small developers can't compete against proprietary moats. And users have no choice but to trust that centralized providers will behave responsibly with their data and outputs.

Decentralized AI protocols offer an alternative architecture. By distributing computation, data, and rewards across global networks, they aim to democratize access while ensuring fair compensation. But the design space is vast, and two leading projects have chosen radically different paths.

Bittensor: The Proof-of-Intelligence Mining Network

Bittensor operates like "Bitcoin for AI"—a permissionless network where participants earn TAO tokens by contributing valuable machine learning outputs. Instead of solving arbitrary cryptographic puzzles, miners run AI models and answer queries. The better their responses, the more they earn.

How It Works

The network consists of specialized subnets, each focused on a particular AI task: text generation, image synthesis, trading signals, protein folding, code completion. As of early 2026, Bittensor hosts over 129 active subnets, up from 32 in its early stages.

Within each subnet, three roles interact:

  • Miners run AI models and respond to queries, earning TAO based on output quality
  • Validators evaluate miner responses and assign scores using the Yuma Consensus algorithm
  • Subnet Owners curate the task specifications and receive a portion of emissions

The emission split is 41% to miners, 41% to validators, and 18% to subnet owners. This creates a market-driven system where the best AI contributions earn the most rewards—a meritocracy enforced by cryptographic consensus rather than corporate hierarchy.

The TAO Token Economy

TAO mirrors Bitcoin's tokenomics: a hard cap of 21 million tokens, regular halving events, and no pre-mine or ICO. On December 12, 2025, Bittensor completed its first halving, reducing daily emissions from 7,200 to 3,600 TAO.

The February 2025 dynamic TAO (dTAO) upgrade introduced market-driven subnet pricing. When stakers buy into a subnet's alpha token, they're voting with their TAO for that subnet's value. Higher demand means higher emissions—a price discovery mechanism for AI capabilities.

Currently, around 73% of TAO supply is staked, signaling strong long-term conviction. Grayscale's GTAO trust filed for NYSE conversion in December 2025, potentially opening the door to a TAO ETF and broader institutional access.

Network Scale and Adoption

The numbers tell a story of rapid growth:

  • 121,567 unique wallets across all subnets
  • 106,839 miners and 37,642 validators
  • Market cap of approximately $2.9 billion
  • EVM compatibility enabling smart contracts on subnets

Bittensor's thesis is simple: if you create the right incentives, intelligence will emerge from the network. No central coordinator needed.

Sahara AI: The Full-Stack Data Sovereignty Platform

While Bittensor focuses on incentivizing AI output, Sahara AI tackles the input problem: who owns the data that trains these models, and how do contributors get paid?

Founded by researchers from MIT and USC, Sahara has raised $49 million across funding rounds led by Pantera Capital, Binance Labs, and Polychain Capital. Its 2025 IDO on Buidlpad attracted 103,000 participants from 118 countries, raising over $74 million—with 79% paid in World Liberty Financial's USD1 stablecoin.

The Three Pillars

Sahara AI is built on three foundational principles:

1. Sovereignty and Provenance: Every data contribution is recorded on-chain with immutable attribution. Even after data is ingested into AI models during training, contributors retain verifiable ownership. The platform is SOC2 certified for security and compliance.

2. AI Utility: The Sahara Marketplace (launched in open beta June 2025) allows users to buy, sell, and license AI models, datasets, and compute resources. Every transaction is recorded on the blockchain with transparent revenue sharing.

3. Collaborative Economy: High-quality contributors receive soulbound tokens (non-transferable reputation markers) that unlock premium roles and governance rights. Token holders vote on platform upgrades and fund allocation.

Data Services Platform

Sahara's Data Services Platform, launched December 2024, lets anyone earn money by creating datasets for AI training. Over 200,000 global AI trainers and 35 enterprise clients use the platform, with more than 3 million data annotations processed.

This addresses a fundamental asymmetry in AI development: companies like OpenAI scrape the internet for training data, but the original creators see nothing. Sahara ensures that data contributors—whether labeling images, writing code, or annotating text—receive direct compensation through SAHARA token payments.

Technical Architecture

Sahara Chain uses CometBFT (a fork of Tendermint Core) for Byzantine fault-tolerant consensus. The design prioritizes privacy, provenance, and performance for AI applications requiring secure data handling.

The token economy features:

  • Per-inference payments priced in SAHARA
  • Proof-of-Stake validation with staking rewards
  • Decentralized governance for protocol decisions
  • 10 billion maximum supply with June 2025 TGE

The mainnet launched in Q3 2025, with the team reporting 1.4 million daily active accounts on the testnet and partnerships with Microsoft, AWS, and Google Cloud.

Head-to-Head: Comparing the Visions

DimensionBittensorSahara AI
Primary FocusAI output qualityData input sovereignty
ConsensusProof of Intelligence (Yuma)Proof of Stake (CometBFT)
Token Supply21M hard cap10B maximum
Mining ModelCompetitive (best outputs win)Collaborative (all contributors paid)
Key MetricIntelligence per tokenData provenance per transaction
Market Cap (Jan 2026)~$2.9B~$71M
Institutional SignalGrayscale ETF filingBinance/Pantera backing
Main DifferentiatorSubnet diversityCopyright protection

Different Problems, Different Solutions

Bittensor asks: How do we incentivize the production of the best AI outputs? Its answer is market competition—let miners battle for rewards, and quality will emerge.

Sahara AI asks: How do we fairly compensate everyone who contributes to AI? Its answer is provenance—track every contribution on-chain, and ensure creators get paid.

These aren't contradictory visions; they're complementary layers of a potential decentralized AI stack. Bittensor optimizes for model quality through competition. Sahara optimizes for data quality through fair compensation.

One of AI's most contentious issues is training data rights. Major lawsuits from artists, authors, and publishers argue that scraping copyrighted content for training constitutes infringement.

Sahara addresses this directly with on-chain provenance. When a dataset enters the system, the contributor's ownership is cryptographically recorded. If that data is used to train a model, the attribution persists—and royalty payments can flow automatically.

Bittensor, by contrast, is agnostic about where miners get their training data. The network rewards output quality, not input provenance. This makes it more flexible but also more vulnerable to the same copyright challenges facing centralized AI.

Scale and Adoption Trajectories

Bittensor's $2.9 billion market cap dwarfs Sahara's $71 million, reflecting a multi-year head start and the TAO halving narrative. With 129 subnets and Grayscale's ETF filing, Bittensor has achieved meaningful institutional validation.

Sahara is earlier in its lifecycle but growing fast. The $74 million IDO demonstrates retail demand, and enterprise partnerships with AWS and Google Cloud suggest real-world adoption potential. The Q3 2025 mainnet launch puts it on track for full production operations in 2026.

The 2026 Outlook: Show Me the ROI

As Menlo Ventures partner Venky Ganesan observed, "2026 is the 'show me the money' year for AI." Enterprises demand real ROI, and countries need productivity gains to justify infrastructure spending.

Decentralized AI must prove it can compete with centralized alternatives—not just philosophically, but practically. Can Bittensor subnets produce models that rival GPT-5? Can Sahara's data marketplace attract enough contributors to build premium training sets?

The total AI crypto market cap sits at $24-27 billion, small compared to OpenAI's rumored $150 billion valuation. But decentralized projects offer something centralized giants cannot: permissionless participation, transparent economics, and resistance to single points of failure.

What to Watch

For Bittensor:

  • Post-halving supply dynamics and price discovery
  • Subnet quality metrics vs. centralized model benchmarks
  • Grayscale ETF approval timeline

For Sahara AI:

  • Mainnet stability and transaction volume
  • Enterprise adoption beyond pilot programs
  • Regulatory reception of on-chain copyright provenance

The Convergence Thesis

The most likely outcome isn't that one project wins while the other loses. AI infrastructure is vast enough for multiple winners addressing different problems.

Bittensor excels at coordinating distributed intelligence production. Sahara excels at coordinating fair data compensation. A mature decentralized AI ecosystem might use both: Sahara for sourcing high-quality, ethically-sourced training data, and Bittensor for competitively improving models trained on that data.

The real competition isn't between Bittensor and Sahara—it's between decentralized AI as a category and the centralized giants that currently dominate. If decentralized networks can achieve even a fraction of frontier model capabilities while offering superior economics for contributors, they'll capture enormous value as AI spending accelerates.

Two visions. Two architectures. One question: can decentralized AI deliver intelligence without centralized control?


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Talus Nexus: Evaluating an Agentic Workflow Layer for the On-Chain AI Economy

· 8 min read
Dora Noda
Software Engineer

TL;DR

  • Talus is shipping Nexus, a Move-based framework that composes on-chain and off-chain tools into verifiable Directed Acyclic Graph (DAG) workflows, mediated by a trusted "Leader" service today and aiming for secure enclaves and decentralization over time.
  • The stack targets an emerging agent economy by integrating tool registries, payment rails, gas budgeting, and marketplaces so tool builders and agent operators can monetize usage with auditability.
  • A roadmap toward a dedicated Protochain (Cosmos SDK + Move VM) is public, but Sui remains the live coordination layer; the Sui + Walrus storage integration provides the current production substrate.
  • Token plans are evolving: materials reference historical TAIconceptsanda2025LitepaperthatintroducesaTAI concepts and a 2025 Litepaper that introduces a US ecosystem token for payments, staking, and prioritization mechanics.
  • Execution risk centers on decentralizing the Leader, finalizing token economics, and demonstrating Protochain performance while maintaining developer UX across Sui, Walrus, and off-chain services.

What Talus Is Building—and What It Is Not

Talus positions itself as a coordination and monetization layer for autonomous AI agents rather than a raw AI inference market. The core product, Nexus, allows developers to package tool invocations, external API calls, and on-chain logic into workflow DAGs expressed in Sui Move. The design emphasizes verifiability, capability-based access, and schema-governed data flow so that each tool invocation can be audited on-chain. Talus pairs this with marketplaces—Tool Marketplace, Agent Marketplace, and Agent-as-a-Service—to help operators discover and monetize agent functionality.

By contrast, Talus is not operating its own large-language models or GPU network. Instead, it expects tool builders to wrap existing APIs or services (OpenAI, vector search, trading systems, data providers) and register them with Nexus. This makes Talus complementary to compute networks such as Ritual or Bittensor, which could appear as tools inside Nexus workflows.

Architecture: On-Chain Control Plane, Off-Chain Execution

On-Chain (Sui Move)

The on-chain components live on Sui and deliver the coordination plane:

  • Workflow engine – DAG semantics include entry groups, branching variants, and concurrency checks. Static validation attempts to prevent race conditions before execution.
  • PrimitivesProofOfUID enables authenticated cross-package messaging without tight coupling; OwnerCap/CloneableOwnerCap expose capability-based permissions; ProvenValue and NexusData structures define how data is passed inline or via remote storage references.
  • Default TAP (Talus Agent Package) – A reference agent that demonstrates how to create worksheets (proof objects), trigger workflow evaluation, and confirm tool outcomes while conforming to the Nexus Interface v1.
  • Tool registry & anti-spam – Tool creators must deposit time-locked collateral to publish a tool definition, discouraging spam while keeping registration permissionless.
  • Gas service – Shared objects store per-tool pricing, user gas budgets, and gas tickets with expiry or usage caps. Events record every claim so operators can audit settlement for tool owners and the Leader.

Off-Chain Leader

A Talus-operated Leader service listens to Sui events, fetches tool schemas, orchestrates off-chain execution (LLMs, APIs, compute jobs), validates input/output against declared schemas, and writes results back on-chain. Leader capabilities are represented as Sui objects; a failed Sui transaction can "damage" a capability, preventing immediate reuse until the epoch rolls over. Talus plans to harden the Leader path via Trusted Execution Environments (TEEs), multiple operators, and eventual permissionless participation.

Storage & Verifiability

Walrus, Mysten Labs' decentralized storage layer, is integrated for agent memory, model artifacts, and large datasets. Nexus keeps Sui for the deterministic control plane while pushing heavier payloads to Walrus. Public materials indicate support for multiple verification modes—optimistic, zero-knowledge, or trusted execution—selectable per workflow requirements.

Developer Experience and Early Products

Talus maintains a Rust-based SDK, CLI tooling, and documentation with walkthroughs (building DAGs, integrating LLMs, securing tools). A catalog of standard tools—OpenAI chat completions, X (Twitter) operations, Walrus storage adapters, math utilities—reduces the friction for prototyping. On the consumer side, flagship experiences such as IDOL.fun (agent-versus-agent prediction markets) and AI Bae (gamified AI companions) serve as proof points and distribution channels for agent-native workflows. Talus Vision, a no-code builder, is positioned as an upcoming marketplace interface that abstracts workflow design for non-developers.

Economic Design, Token Plans, and Gas Handling

In the live Sui deployment, users fund workflows in SUI. The Gas Service converts those budgets into tool-specific tickets, enforces expiry or scope limits, and logs claims that can be reconciled on-chain. Tool owners define pricing, while the Leader is paid through the same settlement flow. Because the Leader can currently claim budgets once execution succeeds, users must trust the operator—but emitted events provide auditability.

Token design remains in flux. Third-party explainers reference an earlier TAIconcept,whereasTaluss2025LitepaperproposesanecosystemtokendubbedTAI** concept, whereas Talus's 2025 Litepaper proposes an ecosystem token dubbed **US with a 10 billion supply. The stated roles include serving as the medium for tool and Leader payments, staking for service guarantees, and conferring prioritization privileges. Materials suggest that excess SUI paid at execution could be converted to $US via market swaps. Investors should treat these details as provisional until tokenomics are finalized.

Funding, Team, and Partnerships

Talus announced a $6 million strategic round (total $9 million raised) led by Polychain at a reported $150 million valuation in late 2024. Proceeds are earmarked for advancing Nexus, incubating consumer applications, and building Protochain, the proposed dedicated L1 for agents. Public sources list Mike Hanono (CEO) and Ben Frigon (COO) as key executives. Integration announcements highlight collaboration with the Sui and Walrus ecosystems, reinforcing Mysten Labs' infrastructure as the current execution environment.

Competitive Lens

  • Ritual focuses on decentralized AI compute (Infernet) and EVM integrations, emphasizing verifiable inference rather than workflow orchestration.
  • Autonolas (Olas) coordinates off-chain agent services with on-chain incentives; it shares the agent-economy thesis but lacks Nexus's Move-based DAG execution layer.
  • Fetch.ai offers Agentverse and uAgents to connect autonomous services; Talus differentiates with on-chain verification of each workflow step and embedded gas accounting.
  • Bittensor rewards ML model contribution via TAO subnets—a compute marketplace that could slot into Nexus as a tool provider but does not provide the monetization rails Talus is targeting.

Overall, Talus is staking out the coordination and settlement plane for agent workflows, leaving raw compute and inference to specialized networks that can plug in as tools.

Key Risks and Open Questions

  1. Leader trust – Until TEEs and multi-operator support ship, developers must trust Talus's Leader to execute faithfully and return accurate results.
  2. Token uncertainty – Branding and mechanics have shifted from TAItoTAI to US; supply schedules, distribution, and staking economics remain unfinalized.
  3. Protochain execution – Public materials describe a Cosmos SDK chain with Move VM support, but code repositories, benchmarks, and security audits are not yet available.
  4. Tool quality and spam – Collateral requirements deter spam, yet long-term success depends on schema validation, uptime guarantees, and dispute resolution around off-chain outputs.
  5. UX complexity – Coordinating Sui, Walrus, and diverse off-chain APIs introduces operational overhead; the SDK and no-code tooling must abstract this to maintain developer adoption.

Milestones to Watch Through 2025–2026

  • Shipping a Leader roadmap with TEE hardening, slashing rules, and public onboarding for additional operators.
  • Expansion of the Tool Marketplace: number of registered tools, pricing models, and quality metrics (uptime, SLA transparency).
  • Adoption metrics for IDOL.fun, AI Bae, and Talus Vision as indicators of user demand for agent-native experiences.
  • Performance data from running sizable workflows on Sui + Walrus: latency, throughput, and gas consumption.
  • Publication of final tokenomics, including supply release schedule, staking rewards, and the SUI→$US conversion path.
  • Release of Protochain repositories, testnets, and interoperability plans (e.g., IBC support) to validate the dedicated chain thesis.

How Builders and Operators Can Engage

  • Prototype quickly – Combine the Default TAP with standard tools (OpenAI, X, Walrus) in a three-node DAG to automate data ingestion, summarization, and on-chain actions.
  • Monetize specialized tools – Wrap proprietary APIs (financial data, compliance checks, bespoke LLMs) as Nexus tools, define pricing, and issue gas tickets with expiry or usage caps to manage demand.
  • Prepare for Leader participation – Monitor documentation for staking requirements, slashing logic, and failure-handling mechanics so infrastructure providers can step in as additional Leaders when the network opens.
  • Evaluate consumer flywheels – Analyze retention and spend in IDOL.fun and AI Bae to assess whether agent-first consumer products can bootstrap broader tool demand.

Bottom Line

Talus delivers a credible blueprint for an on-chain agent economy by combining verifiable Move-based workflows, capability-controlled tool composition, and explicit monetization rails. Success now hinges on proving that the model scales beyond a trusted Leader, finalizing sustainable token incentives, and demonstrating that Protochain can extend Sui-era lessons into a dedicated execution environment. Builders who need transparent settlement and composable agent workflows should keep Nexus on their diligence shortlist while tracking how quickly Talus can de-risk these open questions.