Independent research you can trust. Built for beginners, built for experts, and built for the decisions that actually matter.
We are a DeFi research desk applying a stated methodology. Professional analysis of any DeFi protocol, on your schedule. Commissioned work follows a transparent process and does not guarantee a favorable conclusion.
A structurally distinct DeFi design category. Protocols where pricing logic is primarily shaped by smart-contract rules rather than conventional order-book price discovery. White & TT was among the earliest research desks to analyze this mechanism as a dedicated category.
Seven free interactive tools for DeFi users. Fee calculator, risk scorer, impermanent loss calculator, yield reality check, and more.
A structured system for evaluating any DeFi protocol before committing capital. 21 questions, six weighted categories, methodology guide, and quick reference card.
106 terms across five categories, from basic concepts to advanced protocol mechanics. The reference layer behind everything we publish.
Four interactive tools for your first steps. Wallet setup checklist, protocol red flags checker, position planner, and transaction tracker.
Beginner setup guide, 106-term glossary, deep-dive article series, and five structured explainers from your first wallet to advanced DeFi strategies. Free and always accessible.
Structured DeFi education from first principles to professional-grade protocol analysis. Three levels, each building on the last. For beginners, advanced users, and hands-on practitioners.
Professional DeFi research on any protocol, on your timeline. Transparent methodology. No pay-to-praise. Commissioning parties disclosed where applicable.
Select your report type and complete payment via Stripe. You will then be asked to provide the project name and contract address in a short follow-up form.
Full protocol analysis: tokenomics, mechanics, risks, market structure, team, and roadmap.
Structured PDF report delivered within the agreed timeframe. Standard: within 5 business days. Comprehensive: within 10 business days.
Commissioned work follows White & TT's stated methodology, disclosure standards, and conflict-management process. Payment does not guarantee a favorable conclusion.
Disclosure
White & TT may invest in projects it considers worthwhile. Any such position is disclosed in the relevant research. We never accept payment from projects for editorial coverage.
Auto-Ascending Liquidity Mechanism: a DeFi design category in which protocol-defined pricing logic is primarily shaped by smart-contract rules rather than conventional order-book price discovery. White & TT was among the earliest research desks to cover this as a dedicated category.
Price is determined by market sentiment, speculation, liquidity depth, and external macro factors. Supply and demand in open markets creates volatility. Price can move in any direction at any time, based on collective behavior of market participants.
Pricing logic is encoded in the smart contract. According to the documented protocol formula, qualifying on-chain transactions may increase the protocol-defined reference price. This is a technical description of the mechanism, not a guarantee of profit, liquidity, or any economic result.
In traditional DeFi, selling typically creates downward pressure. Under the documented ALM mechanism, qualifying sell transactions are described as increasing the protocol-defined reference price for remaining supply. This structural property is analyzed in detail in White & TT's technical analysis. It should not be understood as a guarantee of realized gains.
UpOnly (UP/USDC) is the first and currently only token of this new asset class. The UpOnly team developed and named the ALM category. White & TT was among the earliest research desks to formally analyze ALM and to recognize its structural significance within DeFi.
The Core Difference
In traditional DeFi, selling typically creates downward pressure. Under the documented ALM mechanism, qualifying sell transactions are described as increasing the protocol-defined reference price for remaining supply. This structural property is analyzed in detail in White & TT's technical analysis. It should not be understood as a guarantee of realized gains.
Mathematical Proof
White & TT has published a technical analysis examining the UpOnly UP/USDC pricing formula. Under the documented protocol parameters, qualifying transactions are described as increasing the protocol-defined reference price. This is a property of the contract logic, not a guarantee of realized outcome.
Independent Smart Contract Analysis
White & TT has conducted a detailed review of the UpOnly smart contract source code (pro.rs, 1,856 lines). Our review did not identify critical issues beyond those discussed in the referenced materials and was broadly consistent with the published CertiK findings from January 2026. The analysis additionally identified one medium-severity observation regarding the Mainnet deployment configuration that was outside the scope of the CertiK code audit. This review is not a warranty, certification, or guarantee of security.
Comprehensive Research Report · March 21, 2026 · 12 Pages · PDF
Three courses. One for where you are starting, one for where you want to go, and one for those ready to master the protocols hands-on. All built with the same analytical rigor we apply to our research.
If you are new to DeFi, or crypto in general, this course gives you a clear, honest foundation. No hype. No empty promises. Just the knowledge you need to navigate this space with confidence.
For experienced traders and investors who want a systematic, analytical edge. The frameworks, the mechanics, and the decision-making process that separates serious participants from noise.
For those ready to move from understanding to execution. Hands-on protocol workflows, real transaction strategies, and risk management across the protocols that matter.
Independent perspective on what is happening in DeFi and what it actually means. Free to read, always.
Severity levels, resolution status, common vulnerabilities, red flags, and the limits of audits. A practical guide for DeFi due diligence.
Two architectures, two philosophies. Speed vs. security, fees vs. decentralization, single-layer vs. L2 scaling. White & TT compares what matters.
Linear, exponential, constant product: how bonding curves determine token prices, where they are used in DeFi, and where they fail.
Total Value Locked is DeFi's most cited metric and its most misunderstood. Double-counting, price sensitivity, mercenary capital.
ALM stands for two structurally different concepts: Automated Liquidity Management and the Auto-Ascending Liquidity Mechanism.
TVL resilience during the February sell-off, Aave governance controversy, RWA momentum, US bipartisan developer protections, and ALM Assets update.
TVL stability at $120B, CLARITY Act negotiations, Aave governance origins, Morpho growth, Vitalik's Walkaway Test debate, and EU DAC8.
DeFi explained from the ground up. What it is, where it came from, and why it is structurally different from everything before. Part 1 of 5.
What self-custody actually means, how private keys work, and what stablecoins are, and which risks each type carries. Part 2 of 5.
Where DeFi yield actually comes from. Trading fees, lending interest, staking, yield farming: what is real and what is borrowed time. Part 3 of 5.
Smart contract exploits, oracle manipulation, rug pulls, MEV, bridge hacks: how DeFi actually fails, and how to evaluate a protocol. Part 4 of 5.
Derivatives, RWA, new asset categories, institutional DeFi, and the research methodology that separates informed participants from noise. Part 5 of 5.
A distinct DeFi design category where pricing logic is primarily shaped by smart-contract rules. 11 common misconceptions addressed.
Two levels: a simple intuitive explanation anyone can follow, and the full formal mathematical derivation. The price increase is proven.
When a whale exits UpOnly, every remaining holder gets richer. The structural mechanism behind this counterintuitive property.
The standard DeFi risk warning assumes a price that can fall. UpOnly UP/USDC uses a mechanism where the protocol-defined reference price is described as not decreasing on qualifying transactions. Other risks remain.
Two tokens share a name. One is structurally distinct with a documented price mechanism analyzed by White & TT. UP/USDC vs. AMMs, bonding curves, and UPO.
Our independent review of the Five Pillars Token project and its mechanics.
What WeFi is building, and how it fits within the broader DeFi ecosystem.
White & TT LLC is a DeFi research desk registered in New Mexico, USA. We apply a stated research methodology and disclose relevant conflicts where applicable.
To become one of the most respected and globally recognized analysts in the Crypto and DeFi space, trusted by beginners, advanced traders, and institutional investors alike.
We measure that trust not by follower counts, but by the quality of every analysis we publish and the independence we protect in every decision we make.
White & TT covers the full spectrum of DeFi, from foundational education to institutional-grade research. We were also among the earliest research desks to formally analyze ALM Assets as a dedicated category.
Research inquiries, partnership proposals, or general questions: reach us directly.
✓ Message received. We'll be in touch.
White & TT is active on X/Twitter, YouTube, and Twitch. Follow us for the latest DeFi analysis and weekly briefings.
Research inquiries
For Research On Demand commissions, you can also order directly via our Research page. Pay in USDC/USDT (Solana, Ethereum, Tron) or by card via Stripe.