CyberDozCrypto

▫️ The market is falling, but liquidity pools aren't On October 29, the crypto industry faced one of the largest hacks in its history. Binance reported a hacker attack that resulted in the theft of digital assets worth approximately $6.3 billion. The news triggered a serious market reaction. Bitcoin dropped below $77,000, Ethereum lost more than 5%, and BNB fell by roughly 7%. Amid the sharp price movement, liquidated trading positions topped $1.5 billion. While traders watched the red charts and tried to assess the fallout, Spreadefi users were asking a different question: how do events like this affect the operation of Exchange Pools? ▫️ Why a Market Drop Doesn't Mean Liquidity Pools Stop Working Spreadefi is built on a digital liquidity provision model that's fundamentally different from ordinary crypto trading. When a trader buys Bitcoin or Ethereum, their financial result largely depends on where the price goes next. If the market drops sharply, the value of the position declines. Exchange Pools work on a different principle. Users supply digital assets to liquidity pools, and the pooled liquidity is used across Spreadefi's infrastructure, including Swap and partner services. For this model to work, the market doesn't need to be constantly rising. Even during a crypto downturn, users keep making exchange transactions, selling assets, moving into stablecoins, and reallocating their funds. Every such transaction creates demand for liquidity. That's exactly why a sharp decline in prices doesn't in itself mean the Exchange Pools infrastructure stops performing its function. ▫️ While the Market Changes, the System Adapts At Spreadefi, we're developing automated liquidity management mechanisms that let asset allocation adapt to current demand. For example, during a severe market correction, the number of requests to exchange cryptocurrencies for USDT can spike sharply. Our system analyzes which assets are most in demand at any given moment and assesses whether available liquidity can be reallocated between pools. If one pool is under increased load while another has an available reserve, the infrastructure can move a portion of the liquidity, with conversion into the required asset. On top of that, we're developing a demand forecasting system that analyzes historical activity and current requests, helping us assess possible shifts in load in advance. This architecture is designed to keep the infrastructure running under different market conditions, including periods of heightened volatility. ▫️ What This Means for Spreadefi Users The key difference between Exchange Pools and speculative trading is that participating in pools doesn't require users to open trading positions themselves or constantly watch charts. Instead, the user provides liquidity through the platform and can earn rewards according to its terms. That's why a sharp drop in Bitcoin or Ethereum doesn't necessarily mean a corresponding decline in accrued rewards. To state that Spreadefi users experienced no negative consequences from a specific market event, we'd need verified data on the state of the pools, accrued earnings, and the value of user positions for the relevant period. ▫️ We Continue to Develop the Infrastructure Recent events in the crypto market have once again shown how quickly sentiment among industry participants can shift. That's exactly why we focus on automating Exchange Pools, dynamic asset allocation, load monitoring, and refining demand forecasting mechanisms. Our goal is to build infrastructure capable of serving the need for digital liquidity regardless of whether the market is in a growth phase or a correction. As the crypto market goes through another period of turbulence, Spreadefi keeps building a model based on real demand for liquidity, not on the expectation of constantly rising prices.

▫️ We hosted an internal security & infrastructure day Spreadefi held an internal Security & Infrastructure Day, a working meeting for employees focused on security, the stability of our technical infrastructure, and getting ready for the further development of our services.

▫️ Spreadefi launches a liquidity demand forecasting system We keep building out Spreadefi's technical infrastructure and rolling out new tools for more efficient liquidity management. The next stage of that work is the launch of a demand forecasting system for digital assets within Exchange Pools. The new mechanism is designed to analyze current activity and historical data to figure out in advance which assets may be in highest demand in the coming period. This is an important addition to the recently updated dynamic asset allocation system. Our infrastructure can now not just react to changes in demand, but factor projected liquidity needs into its allocation planning. ▫️ How demand forecasting works A variety of digital assets are used simultaneously inside Spreadefi. Demand for them shifts constantly based on transaction activity, requests from connected services, and the current state of liquidity pools. The new system analyzes several groups of data: the usage history of individual assets, the frequency of incoming requests, changes in pool load, and the volume of available liquidity. Based on those metrics, the algorithm generates a short-term demand forecast for each supported direction. For example, if the system detects a sustained increase in the number of requests for USDT, it can determine the likelihood of further growth in demand for that asset. That factors in not just current activity, but also how similar changes have played out in the past. Importantly, a forecast isn't a guarantee of future demand. It's used as an additional technical signal that helps the system make more informed decisions. ▫️ From reaction to advance preparation We recently updated the mechanism for dynamically allocating assets between Exchange Pools. Its job is to identify the most in-demand assets at any given moment and, when necessary, reallocate available liquidity from less loaded areas. The new forecasting system extends that model. The algorithm can now detect signs of rising demand in advance and pass the relevant data to the allocation system. If the forecast points to a possible shortage of a particular asset, the infrastructure can assess whether it needs to prepare an additional reserve. For example, if increased demand for a certain currency is expected in one of the pools, the system can consider in advance whether to reallocate a portion of idle liquidity from other areas, with subsequent conversion into the required asset. At the same time, a forecast on its own doesn't mean funds get moved automatically. Before any reallocation, available reserves, the state of other pools, and the system's internal constraints are all taken into account. ▫️ What the new mechanism addresses The main goal of the update is to reduce the infrastructure's reliance on reacting only to changes that have already happened. When demand for an asset spikes, the system needs time to analyze the situation and prepare the necessary liquidity. Advance forecasting makes it possible to catch potential changes earlier and factor them into reserve management. As a result, forecasting and dynamic allocation work as interconnected components: one analyzes possible shifts in demand, while the other determines whether the current liquidity allocation needs adjusting. ▫️ Monitoring forecast accuracy The dev team is paying particular attention to evaluating forecast quality. To do that, projected demand is compared against actual activity inside Exchange Pools. The developers analyze how accurately the algorithm identifies changes in load, how often false signals occur, and in which scenarios the model needs further tuning. That kind of feedback is essential for gradually optimizing the algorithms. As new data accumulates, the system will be able to refine its analysis parameters and better account for the usage patterns of different assets. At the same time, we stay in control of the reallocation process: forecast data must not lead to unjustified conversions or create liquidity shortages in other pools.

▫️ We're expanding the Spreadefi marketing & partnerships team Spreadefi keeps growing, and alongside the platform's development, we're expanding our team. We're now hiring new team members for the Marketing and Partnerships departments, and we're inviting specialists who want to grow with us and work in the digital asset industry. Over the past few months, we've kept developing Exchange Pools, Spreadefi Swap, the mobile app, and our partner infrastructure. At the same time, the volume of work tied to international promotion, communications, and sourcing new business partners has gone up. That's why we're now looking for new people to help us deliver the next stages of Spreadefi's development. ▫️ Who we're looking for in marketing We're interested in specialists with experience in digital marketing, promoting technology products, social media, and content creation. New members of the marketing team will help build Spreadefi's international presence, take part in preparing ad campaigns, work with the community, and create new formats for communicating with users. Experience in crypto or fintech is a plus, but initiative, an understanding of modern digital tools, and a desire to grow matter just as much to us. ▫️ Expanding the partnerships department In parallel, we're hiring specialists for the Partnerships area. Our partner team is focused on finding new opportunities for collaboration, developing business contacts, and engaging with companies interested in digital liquidity and technology integrations. We're looking for people with experience in business development, partner marketing, B2B communications, and building international business relationships. Candidates who can independently build communication, identify promising areas for collaboration, and support partner projects are of particular interest. ▫️ Why we're expanding the team Spreadefi is getting ready for its next stage of development. Our plans include further expanding the international community, developing partner integrations, participating in industry events, and promoting the platform's new capabilities. To hit those goals, we need additional specialists who can bring their own experience, ideas, and fresh approaches. We're interested in long-term collaboration with people who are ready to take on responsibility, work as part of a team, and contribute to an international technology project. ▫️ How to join Spreadefi If you'd like to become part of the Spreadefi team, send your CV to: [email protected] In your email, indicate which area interests you — Marketing or Partnerships — briefly describe your experience, and, if available, attach a portfolio or examples of projects you've delivered. Our team will review the applications we receive and get in touch with candidates whose experience matches the company's current needs. We're open to new talent and would be glad to meet specialists who want to grow Spreadefi together with us.