Launching methodologies

Token TerminalPubblicato 2025-10-22Pubblicato ultima volta 2025-11-06

Understanding how onchain metrics are calculated shouldn’t require guesswork.

Today, we’re launching Methodologies, a new feature on Token Terminal that documents every calculation step between raw blockchain data and standardized financial and usage metrics.


The Problem

There are multiple processing layers between raw onchain data and standardized metrics. Translating raw blockchain data into standardized financial and alternative metrics requires a deep understanding of each protocol’s business model and how its smart contracts record the relevant business activity onchain.

To accurately interpret financial metrics from onchain protocols, we must carefully examine which contracts, events, function calls, smart contract states, and raw blockchain entries are included in each metric’s calculation.

Traditional “one-sentence” methodologies gloss over this technical and economic complexity, limiting their value for serious analysis. Without transparency into these steps, investors cannot fully audit or benchmark the resulting metrics.


The solution

Our new AI-powered methodologies capture every step of the calculation process – from parsing raw blockchain data to aggregating metrics across chains, business lines, product versions, and more. They’re comprehensive, continuously updated, and verified by Token Terminal’s research team to ensure accuracy.

Each methodology is structured into three clear sections:

  1. Overview: what the metric measures.
  2. Data sources: which blockchain events, function calls, smart contracts’ state, or transactions are used.
  3. Step-by-step calculation: how the raw data becomes the final output.

Why now

Maintaining accurate methodologies at scale is only possible with the right infrastructure. Token Terminal’s end-to-end data pipeline – combined with our proprietary Methodology agent – allows us to continuously update and regenerate methodologies without manual overhead. This blend of data engineering and AI makes it possible to document thousands of metrics across hundreds of projects with precision and consistency.

The need for verifiable, auditable onchain data is growing quickly. Institutional players like CF Benchmarks rely on standardized methodologies to power regulated financial products. Project founders increasingly want to serve the same level of reporting transparency to their stakeholders.


Looking ahead

Methodologies are a major step toward our long-term goal: to make onchain data more auditable, standardized, and trusted than traditional offchain financial data – a transparent system anyone can verify.

The best part? Methodologies are available for all users, free of charge.

The authors of this content, or members, affiliates, or stakeholders of Token Terminal may be participating or are invested in protocols or tokens mentioned herein. The foregoing statement acts as a disclosure of potential conflicts of interest and is not a recommendation to purchase or invest in any token or participate in any protocol. Token Terminal does not recommend any particular course of action in relation to any token or protocol. The content herein is meant purely for educational and informational purposes only, and should not be relied upon as financial, investment, legal, tax or any other professional or other advice. None of the content and information herein is presented to induce or to attempt to induce any reader or other person to buy, sell or hold any token or participate in any protocol or enter into, or offer to enter into, any agreement for or with a view to buying or selling any token or participating in any protocol. Statements made herein (including statements of opinion, if any) are wholly generic and not tailored to take into account the personal needs and unique circumstances of any reader or any other person. Readers are strongly urged to exercise caution and have regard to their own personal needs and circumstances before making any decision to buy or sell any token or participate in any protocol. Observations and views expressed herein may be changed by Token Terminal at any time without notice. Token Terminal accepts no liability whatsoever for any losses or liabilities arising from the use of or reliance on any of this content.

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Bitroot Public Chain Invited to Attend Tencent Cloud Singapore AI Conference, Discussing the Future Alongside Solana

On May 19, Bitroot, an emerging Layer 1 blockchain, participated in the Tencent Cloud AI Summit in Singapore alongside key industry players like Solana Foundation. The event explored the intersection of AI infrastructure, enterprise applications, AI Agents, and Web3. Bitroot's invitation, despite being pre-mainnet, highlights industry interest in its focus on high-performance, AI-native architecture tailored for future AI Agent execution and verifiable on-chain automation. Bitroot CEO Juan Jose emphasized that AI competition is shifting from model performance to data, real-world application scenarios, and trust infrastructure. He argued that for AI Agents to evolve from assistants to autonomous executors managing transactions and assets, they require low-latency, low-cost, and high-throughput blockchain environments. Bitroot aims to address this through its EVM-compatible design, optimistic parallel execution, and a consensus mechanism targeting high scalability. Currently in its Testnet 5.0 phase, Bitroot reports metrics like over 50,000 peak TPS and sub-0.3 second average block time. Its narrative positions it within a growing landscape where next-generation Layer 1s like Monad and Aptos also compete on performance, while Bitroot differentiates by integrating AI computational capabilities natively across its stack. The summit underscored that the fusion of AI and Web3 is moving from concept to infrastructure competition, where networks balancing performance, security, and verifiability will be crucial for enabling scalable AI-driven applications.

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Bitroot Public Chain Invited to Attend Tencent Cloud Singapore AI Conference, Discussing the Future Alongside Solana

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Hedge Fund Q1 Interpretation: Everyone Is Selling Software, Buying Chips

Hedge Funds and Mutual Funds Aligned in Q1: Dumping Software, Buying Chips A clear consensus emerged among major U.S. hedge funds and mutual funds in Q1: they were simultaneously selling software stocks and pouring capital into the semiconductor sector. This aggressive rotation pushed semiconductor exposure in hedge fund long portfolios to a record high. Hedge funds delivered a 7% return year-to-date, while only 30% of large-cap active mutual funds outperformed their benchmarks. The average short interest for S&P 500 constituents rose to 3% of market cap, the highest since 2011. Within technology, the structural shift was stark. Hedge funds' semiconductor weighting hit an all-time high, while software fell to its lowest since 2019. Excluding Microsoft, mutual funds' relative overexposure to semis vs. software was the largest since 2012. Microsoft was among the most net-sold stocks by both groups. Hedge funds net purchased semiconductor names like LRCX and AMAT. Strategies diverged on leverage and cash. Hedge funds increased their net exposure to near a one-year high after an initial cut. Mutual funds raised their cash allocation, though it remains historically low at 1.4%. Sector alignment was high in Industrials (both overweight) but divergent in Tech: hedge funds increased their Tech net tilt by a record 853 basis points, while mutual funds reduced theirs. Clear splits also appeared in Financials and Consumer Discretionary. Four stocks appeared on both Goldman's hedge fund VIP and mutual fund overweight lists: BA, MA, MRVL, and V. This "shared favorites" basket has returned 10% YTD, outperforming the equal-weight S&P 500. Notably, all "Magnificent Seven" stocks are on the hedge fund VIP list but are uniformly underweighted by mutual funds.

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Hedge Fund Q1 Interpretation: Everyone Is Selling Software, Buying Chips

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The Evolution Path of Physical Bitcoin

The Evolution of Physical Bitcoin Bitcoin's digital nature is its core strength, enabling self-custody and rapid global transfers. However, its intangibility also hinders mainstream adoption. For over a decade, creators have attempted to materialize Bitcoin while preserving its cash-like properties, yielding notable results. Casascius Coins, launched in 2011, were the first and most iconic physical Bitcoin. Creator Mike Caldwell generated private keys offline, printed them on coins, and sealed them with tamper-evident holograms. This model relied on user trust in the centralized issuer. Production ceased in 2013 due to regulatory pressure from FinCEN. RavenBit Coins emerged in 2014 aiming to decentralize minting by letting users generate and apply their own keys. However, this led to trust issues with numerous untrusted minters and insecure key generation methods. In 2016, Coinkite introduced Opendimes—a breakthrough in bearer asset technology. These USB-shaped devices generate and store keys internally. Funds can be received by checking the public key, but spending requires physically breaking the device to extract the private key. While innovative and open-source, its cost (~$20) and form factor limit its use for small, everyday transactions. Satochip's Satodime, a card-shaped device using similar secure chip technology, followed. It supports NFC interaction and comes in various forms. While potentially cheaper in bulk (~13€), it remains a high-security hardware wallet, not a low-cost cash substitute. A fundamental cost barrier exists. For physical Bitcoin to achieve widespread commercial use, hardware costs must drop below $1 to match the production cost of fiat banknotes. Current secure chips capable of running Bitcoin's cryptographic algorithms (like secp256k1) are too expensive. Chips like NXP's NTAG X DNA (~$3) show cost-reduction potential but lack native Bitcoin curve support. Projects like OfflineCash embed chips in banknote-like paper, but face challenges with durability, the need for custom Bitcoin-enabled chips, and the inherent requirement for users to verify balances online—which conflicts with Bitcoin's trustless ideal. Coinkite's Tapsigner, a ~$20 card with a proprietary Bitcoin NFC chip, is seen as a more practical step forward. It functions as a reloadable hardware wallet for contactless payments, solving the "change" problem and focusing on real-world retail integration, a direction also pursued by companies like Cash App and Square. In summary, the journey to physical Bitcoin has progressed from trusted centralized mints (Casascius) to user-generated keys (RavenBit) and finally to self-contained secure hardware (Opendimes, Satodime, Tapsigner). The core challenge remains developing a sufficiently low-cost, durable, and truly trustless physical bearer asset that can function like cash in daily transactions. Current solutions are either too expensive or introduce new trust assumptions, keeping the ideal of ubiquitous physical Bitcoin just out of reach for now.

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The Evolution Path of Physical Bitcoin

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