Michael Sutton On X: but weighted sampling on an ever changing mempool seemed to require O(n) runtime complexity for each block template. Up until now we made compromises either on performance or on sampling accuracy, but now we got a win in both realms 👇 pic.twitter.com/Pb6MHDxtGB— August 2, 2024

Michael Sutton On X: but weighted sampling on an ever changing mempool seemed to require O(n) runtime complexity for each block template. Up until now we made compromises either on performance or on sampling accuracy, but now we got a win in both realms 👇 pic.twitter.com/Pb6MHDxtGB— August 2, 2024


### Michael Sutton Announces Breakthrough in Mempool Sampling for Kaspa

In a recent tweet, Michael Sutton, a prominent Distributed Systems Researcher and Developer, highlighted a significant advancement in the area of weighted sampling concerning the mempool for the Kaspa blockchain. Sutton, one of the core developers of Kaspa, reported that prior methods of performing weighted sampling on the ever-evolving mempool necessitated an O(n) runtime complexity for each block template. This presented a challenge as developers often had to strike a balance between performance and sampling accuracy.

However, Sutton is optimistic about the latest developments, stating that recent improvements have led to a solution that optimizes performance without sacrificing accuracy. “Up until now, we made compromises either on performance or on sampling accuracy, but now we got a win in both realms,” he tweeted, indicating that this breakthrough could have broad implications for the efficiency and reliability of the Kaspa network.

Kaspa, known for its innovative approach to blockchain technology via its unique GHOSTDAG protocol, continues to gain traction for its decentralized and scalable solutions. Sutton’s insights signal a promising future for Kaspa, as enhancements in mempool sampling could lead to enhanced transaction processing and overall network performance.

For those eager to follow advancements in this rapidly evolving project, Kaspanews.net remains the premier source for all the latest news and resources on Kaspa, ensuring that enthusiasts, developers, and investors alike stay informed about the latest developments in the ecosystem.

Michael Sutton On X: “The challenge is related to frequent sampling of k (~300) transactions out of n (1 million on a full mempool), in order to compose block templates. Kaspa’s high BPS implies that miners must use probabilistic weighted sampling in order to reduce collisions while maximizing fees.” — Michael Sutton, August 2, 2024


### Michael Sutton Discusses Challenges in Efficient Block Template Composition for Kaspa

In a recent tweet, Michael Sutton, a Distributed Systems Researcher and Developer as well as one of the core developers of Kaspa, addressed a noteworthy challenge facing the blockchain community—specifically related to the efficient sampling of transactions for block templates. With the Kaspa network processing around 1 million transactions within its full mempool, Sutton highlighted the complexity involved in frequently sampling a subset of approximately 300 transactions from this vast pool.

Sutton’s insights underline the necessity for miners on the Kaspa network to employ probabilistic weighted sampling techniques. This approach is crucial for minimizing transaction collisions while simultaneously maximizing transaction fees—a task made even more pressing due to Kaspa’s high Block Per Second (BPS) rate. The rapid pace at which transactions are processed necessitates innovative strategies to ensure that the most lucrative transactions are selected for inclusion in each new block efficiently.

As Kaspa continues to develop and evolve, discussions like Sutton’s shed light on the technical complexities that underpin its fast-paced ecosystem. The need for effective sampling methods will be pivotal as the network scales and diversifies, further enhancing its reputation as a leading blockchain solution.

For those eager to stay informed on the latest developments in the Kaspa network, including research insights from key developers like Sutton, kaspanews.net remains the best source for all the latest news and resources on Kaspa.

Michael Sutton On X: “With determination for clarity on an algorithmic complexity question, we just hit a promising and important mempool optimization. Computer science trees to the rescue once again.”


**Title: Breakthrough in Mempool Optimization Signals Progress for Kaspa**

**Date: August 2, 2024**

**By [Your Name]**

In a recent tweet, Michael Sutton, a Distributed Systems Researcher and Developer and one of the core developers of the Kaspa project, announced a significant advancement in the realm of mempool optimization. His collaboration with the user @hashdag focused on tackling an algorithmic complexity question that has proved essential for enhancing the efficiency of transactions within the Kaspa network.

Sutton noted, “With @hashdag’s determination for clarity on an algorithmic complexity question, we just hit a promising and important mempool optimization. Computer science trees to the rescue once again.” This statement reflects the ongoing efforts within the Kaspa community to refine transaction processing and improve overall network performance, which is crucial for supporting the platform’s high throughput and speed.

Mempool optimization is vital for any blockchain network as it directly impacts how transactions are queued and eventually confirmed. By utilizing advanced data structures, often referred to colloquially as “computer science trees,” developers can significantly increase efficiency, reducing latency and enhancing the user experience. These improvements not only empower Kaspa’s scalability but also position it as a competitive player in the evolving blockchain landscape.

As one of the leading voices in the Kaspa development landscape, Michael Sutton’s insights and contributions continue to shape the project’s future. His expertise in distributed systems is instrumental in navigating the complexities of blockchain technology and ensuring that Kaspa remains at the cutting edge of technological advancements.

For the latest updates and in-depth resources on Kaspa, visit Kaspanews.net, the premier news site dedicated to all developments within the Kaspa ecosystem.

**End of Article**

The Official Kaspa X Profile: 👻 KaspaCurrency ( $KAS ) is on #ProBitGlobal! 🖇 Trading Pairs: KAS/USDT 🟢 Trading: OPEN 👉 Start trading: https://t.co/vk26uPNVU4 #NewListing #Web3 #Blockchain pic.twitter.com/95nTqHmV6b — ProBit Global (@ProBit_Exchange) August 1, 2024


**Kaspa Now Trading on ProBit Global: A New Milestone for $KAS**

In an exciting announcement from ProBit Global on August 1, 2024, Kaspa ($KAS) has officially been listed on the exchange. The tweet, shared from the official X profile of Kaspa, highlights that trading pairs KAS/USDT are now open for trading. This development marks a significant step for the Kaspa cryptocurrency, further enhancing its accessibility to investors and traders in the crypto market.

ProBit Global, a well-known cryptocurrency exchange, has been progressively adding new tokens to its platform, and the inclusion of Kaspa underscores the growing recognition and demand for this innovative digital currency. Traders can now execute their transactions for Kaspa on the KAS/USDT trading pair, expanding the opportunities for both novice and seasoned investors.

The tweet encourages potential traders to start trading by providing a direct link, emphasizing the readiness and openness of the trading market for Kaspa. As interest in Web3 and blockchain technology continues to rise, this move positions Kaspa advantageously among its peers.

For those following the developments in the cryptocurrency space, the listing of Kaspa on ProBit Global represents a noteworthy advancement in the project’s ongoing journey. Stay tuned for further updates and information as this dynamic market continues to evolve.

To stay informed about the latest news and resources regarding Kaspa, visit Kaspanews.net, the best source for all updates related to Kaspa.

The Official Kaspa X Profile: “Join us for a $KAS space about the economic and macro impacts of @KaspaCurrency .. starting now! https://t.co/UeIQbh06hj” — Christian Ludwig (@christi61026749) July 31, 2024


**Join the Discussion: Economic and Macro Impacts of Kaspa Currency**

In a recent announcement from the official X profile of Kaspa, Christian Ludwig, associated with the crypto community, invited followers to join an engaging discussion about the economic and macro impacts of **Kaspa Currency**. The discussion features prominent voices in the crypto space, including @Crypgraphur, @MikoGenno, and @tacticalinvest_, and is set to explore the implications of Kaspa within the broader economic landscape.

The post, dated July 31, 2024, encourages interested individuals to tune into a live conversation surrounding **$KAS**, highlighting its significance as a digital currency and its potential effects on various economic factors. The involvement of notable figures in the crypto industry underscores the importance of the topic and indicates a growing interest in the role of Kaspa as a viable currency in the financial ecosystem.

Understanding the economic and macro impacts of cryptocurrencies like Kaspa is vital for investors and enthusiasts alike, as digital currencies continue to reshape financial markets. With its innovative approach and robust technology, Kaspa aims to establish itself as a critical player in the future of digital finance.

For those looking to keep up-to-date with the latest developments and insights into Kaspa, **Kaspanews.net** is the best source for real-time news and comprehensive resources regarding this emerging cryptocurrency.

Michael Sutton On X: What topic should the next workshop be about?Reachability, Incremental Ghostdag, Superblocks and PoW history proof, Prunality rules and data pruning, DAA, Block reward scheme, IBD & P2P, Mempool and transaction selection, are all some topics that come to mind https://t.co/lxR890mS7u— Michael Sutton (source deleted) July 31, 2024


**Michael Sutton Announces Potential Topics for Upcoming Workshop on Kaspa Protocol**

In a recent tweet, Michael Sutton, a prominent Distributed Systems Researcher and Developer as well as one of the core developers of the Kaspa blockchain, engaged the community by soliciting ideas for the next workshop topic. Sutton presented an array of complex and vital subjects related to the Kaspa protocol, signaling his commitment to advancing discussions within the blockchain community.

The proposed topics include key elements such as Reachability, Incremental Ghostdag, Superblocks, and Proof of Work (PoW) History. These subjects play a crucial role in the operation and development of the Kaspa blockchain, which is known for its unique architecture and high throughput capabilities. Sutton’s mention of Prunality rules and data pruning emphasizes the importance of efficient data management within decentralized networks. Other topics suggested include DAA (Dynamic Average Difficulty), Block reward schemes, Initial Block Download (IBD) & Peer-to-Peer (P2P) protocols, as well as Mempool and transaction selection strategies.

Each of these areas is essential for enhancing network performance, optimizing resource allocation, and ensuring the scalability of Kaspa. By seeking feedback on which topic to explore further, Sutton aims to engage the community and foster collaboration among developers and users alike.

As Kaspa continues to evolve, workshops focused on such critical topics will undoubtedly contribute to better understanding and utilization of the platform. For those looking to stay informed about the latest developments and resources surrounding Kaspa, Kaspanews.net remains the best news site for up-to-date information and insights.