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Highlight

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At Highlight, we face a unique challenge when it comes to adapting to a load of our customers. Because we record our customers' web apps, we need to be able to handle bursts of traffic as they come from their users. When we first started, our data ingested was simple: we would stream data from our recording client to our backend and perform updates as it came in. Our data handlers would perform metadata updates and write session recordings to PostgreSQL via SQL queries, and they would be consumed and removed from the database tables for permanent storage. The initial approach worked fine for a while. But as our customer base grew, we ran into key issues with this implementation. We had to run some database migrations that ran an ALTER command with an aggressive table lock. Immediately, we saw a wave of blocked commands, all waiting for the migration to complete. For the ~30 minutes that this took, we were dead in the water with incoming session requests and could not store any of our customers' recordings. All of the backend traffic would time out since we didn't have a place to put the data in the meantime. Maintaining all of our customers' recordings is always our top priority, so we knew we had to find a way to improve our ingest. Possible Solutions Since we needed a way to buffer data, we considered various techniques that could accomplish the task. One idea was to abstract each backend payload into a 'message' to be put into a buffer and consumed by a worker. We had a few considerations that were driven by details about our data: Our task data can range from ~10KB to ~100MB Tasks must be processed in order and serially for a given recording. Tasks across different recordings can be processed in parallel. We can't lose any messages for a recording as that would invalidate the entire recording. / / / Other NoSQL Databases Apache Cassandra MongoDB DynamoDB Has row size limits that vary but generally do not support our ~100MB messages. Would require much more application-level logic to write and consume data. Redis Data may expire, so messages may be lost. Message ordering is harder to maintain without performance constraints. RabbitMQ Fully ordered so scalability without application-level re-architecture may be a challenge. Brokers are replicated but do not scale well horizontally. Apache Kafka Messages can be as large as ~500MB. Messages are ordered within a partition. One consumer per partition allows for consistent ordering with linear parallel scaling. Messages only expire after a time-based or space-based retention policy. Building a Scalable Task Queue As we evaluated our options, we settled on a producer-consumer message strategy. Our architecture would have our backend HTTP request handlers produce 'task' messages that would block until the data was sent to our chosen broker. The messages would arrive at the broker quickly and reside until a worker machine could consume them and process their data. This effectively decouples our incoming data stream from the processing, allowing us to buffer data for as long as we want (space permitting based on the configuration of our broker). Focusing on the specifics of Apache Kafka, we had to define partitions that would store the sets of messages. As part of the process, we needed to think of a key that would ensure decide which messages fall into the same partition and are ordered relative to each other. Since one of our requirements is ensuring that tasks for a given recording are processed serially, we chose the session ID as the partition key. On both the producing and consuming ends, we could arbitrarily scale up the number of concurrent processes. Since messages of the same recording are processed in order, consumer scaling is limited. This is based on the number of partitions since, to maintain this property, each partition only has one consumer. For example, to be able to scale up to 128 consumers, we would need to have at least 128 partitions. Note that increasing the number of partitions increases overhead on the Kafka broker nodes and will require a more powerful machine (primarily more memory). For reference, we easily consume/produce ~5k messages per second (each ~100KB on average) across 768 partitions on a 3-node AWS kafka.m5.2xlarge cluster. Our 5 Key Learnings on Apache Kafka Managing our Apache Kafka cluster has been fairly straightforward, but we learned a lot of lessons along the way. To manage the cluster, we set server-side configuration via AWS MSK and monitor/edit topics via an ECS container running . Certain actions normally require the use of the running within the cluster's VPC, but we've found this UI to accomplish most of those tasks well. provectuslabs/kafka-ui Kafka CLI Message Ordering Producers must send messages with the Kafka SDK configuration of acks=all to guarantee message ordering. means that each producer will send the message to ALL brokers and wait for them to all receive the message before continuing. Messages are delivered to all replicas of a particular partition in the same sequence, ensuring that consumers of that partition observe the data in identical order. This setting Log Compaction As we learned the hard way, enabling log compaction for a message broker. Log compaction will replace old messages of a given key with future messages of the same key. This may be useful if messages represent a state which is updated by a superset state, but this approach will cause data loss if each message represents a unique piece of data. is a bad idea Replication Factor / Minimum In-Sync Replica One important feature of Apache Kafka is the ability to replicate data across multiple brokers to ensure high availability. Each partition can be replicated across N brokers to allow for reliable read/writes when a broker is down for maintenance or due to issues. For example, if you have a Kafka cluster with three nodes and a replication factor of three, then all brokers will have copies of all the data. You could lose a node without worrying about data loss and with minimal impact on read/write performance. The replication factor can be configured for the entire server or per data topic. You can find more information about how to configure that here. The setting dictates how many brokers must acknowledge a message before it is considered sent out. You may want to increase this setting to ensure that data is replicated and ordered correctly in the case of a broker outage. However, take care not to set the value to the total number of brokers since that would mean that writing will be blocked if even a single broker is offline for maintenance. min.insync.replicas Data Compression When thinking about how to best compress data, you have two options: compress on the producer/consumer nodes or have the Kafka brokers do it for you. We went with the first option of compressing before sending data and decompressing upon retrieval to ease the load on our cluster. Scaling up our producers/consumers proved to be more cost-effective than adding more CPU/brokers to the Kafka cluster. To accomplish this, we used the client library which provides an excellent abstraction for interacting with the cluster and will handle data compression completely transparently. segmentio/kafka-go Rebalance Timeout As we discussed, a consumer group distributed partitions to all processes so that each partition has exactly one consumer. To accomplish this, consumers send heartbeats to the broker to ensure they are still able to receive messages. When a consumer process stops, such as when rolling out an upgrade or if a worker ECS container crashes, Kafka must detect the missed heartbeat and assign the partition to a new consumer so that its messages do not back up. Two key settings dictate the configuration of rebalancing. By default, the setting governs the duration without consumer heartbeats that a broker considers the consumer dead and initiates a rebalance, and the setting sets the amount of time that the group coordinator will wait for new members to join. This means that once a consumer process stops, the amount of time until new data is consumed is the sum of the two settings. session.timeout.ms group.initial.rebalance.delay.ms We had to tweak these two settings from their default values to ensure that the rebalance time is reasonably short to quickly resume consuming messages while giving enough of a delay for new containers and processes to start up and connect to the cluster. Originally published here.

Is Kafka the Key? The Evolution of Highlight's Ingest

SINGAPORE, Singapore, March 13th, 2025/Chainwire/--Aethir, a provider of decentralized cloud gaming infrastructure, has been featured in a newly released case study by SuperScale, a global expert in gaming user acquisition. The study provides an in-depth analysis of how Aethir’s cloud streaming technology enhances user acquisition strategies for gaming studios, presenting a scalable alternative to traditional app store distribution. Cloud Streaming as a Direct-to-Consumer Solution Gaming studios often face high service fees when distributing games through commercial app stores, with some platforms taking up to 30% of a game’s revenue. Aethir’s decentralized cloud infrastructure enables studios to bypass these costs by utilizing web-based streaming, providing an independent publishing model designed to enhance user acquisition. Key Aspects of Aethir’s Cloud Streaming Include: Reduced Reliance on App Stores – Web-based streaming eliminates the need for app store downloads, allowing publishers to retain a greater share of revenue.
Lower User Acquisition Costs – Instant play via social media or advertisements reduces friction in the user journey, improving conversion rates.
Expanded Device Accessibility – Games can be played on PCs, mobile devices, and smart TVs without hardware limitations.
Alternative Monetization Models – Subscription-based access, direct microtransactions, and in-game purchases can be managed independently of third-party platform fees. Reduced Reliance on App Stores – Web-based streaming eliminates the need for app store downloads, allowing publishers to retain a greater share of revenue. Lower User Acquisition Costs – Instant play via social media or advertisements reduces friction in the user journey, improving conversion rates. Expanded Device Accessibility – Games can be played on PCs, mobile devices, and smart TVs without hardware limitations. Alternative Monetization Models – Subscription-based access, direct microtransactions, and in-game purchases can be managed independently of third-party platform fees. Insights from SuperScale’s Case Study SuperScale conducted a two-phase analysis to assess Aethir’s impact on gaming user acquisition, focusing on conversion rates and return on ad spend (ROAS). The mobile game Tiny Tower was selected as the test subject. Phase 1: Conversion Rate Analysis SuperScale examined how different engagement methods—”Stream Now,” “Instant Play,” and “Download”—affected user acquisition metrics, particularly cost per install (CPI) and engagement rates. Findings from Phase 1: 43% more players opted for instant play over direct downloads.
Click-through rates (CTR) increased by 35% compared to traditional download methods.
Conversion rates were 45% higher for the streaming option. 43% more players opted for instant play over direct downloads. Click-through rates (CTR) increased by 35% compared to traditional download methods. Conversion rates were 45% higher for the streaming option. Phase 2: ROAS and User Engagement Phase 2 measured early engagement and ROAS by comparing user behavior between app store downloads and Aethir’s Stream Now feature. Findings from Phase 2: 143% more users engaged with the Stream Now feature compared to direct downloads.
Day 7 ROAS increased by 75%.
Average revenue per user (ARPU) grew by 93% with Stream Now.
Session counts increased by 77% on average.
Session duration was 26% longer.
Day-one retention improved by 60%, while day-seven retention increased by 80%. 143% more users engaged with the Stream Now feature compared to direct downloads. Day 7 ROAS increased by 75%. Average revenue per user (ARPU) grew by 93% with Stream Now. Session counts increased by 77% on average. Session duration was 26% longer. Day-one retention improved by 60%, while day-seven retention increased by 80%. Potential Applications for Aethir’s Cloud Streaming Aethir’s cloud streaming infrastructure may be particularly beneficial for: Established publishers looking to drive direct traffic and optimize revenue models.
Live service and MMO games requiring seamless cross-device access.
Games with social and viral appeal, where instant playability enhances influencer-driven marketing strategies.
Emerging markets, where cloud streaming offers a solution for users without high-end gaming hardware. Established publishers looking to drive direct traffic and optimize revenue models. Live service and MMO games requiring seamless cross-device access. Games with social and viral appeal, where instant playability enhances influencer-driven marketing strategies. Emerging markets, where cloud streaming offers a solution for users without high-end gaming hardware. SuperScale’s findings highlight Aethir’s role in enhancing gaming user acquisition through decentralized cloud streaming. The complete study is available on Aethir’s website. Aethir’s website About Aethir Aethir is a decentralized cloud computing infrastructure provider focused on optimizing GPU distribution and utilization for enterprise applications. Aethir By moving away from centralized models, Aethir enables scalable access to computational resources, supporting businesses across various industries and regions. Contact Marketing Director Diksha Aethir diksha@aethir.com This story was distributed as a release by Chainwire under HackerNoon’s Business Blogging Program. Learn more about the program here This story was distributed as a release by Chainwire under HackerNoon’s Business Blogging Program. Learn more about the program here here here

SuperScale Case Study Highlights Aethir’s Impact On Gaming User Acquisition

SuperScale Case Study Aethirin Oyun İstifadəçilərinin Alınmasına Təsirini vurğulayır

El caso práctico de SuperScale destaca el impacto de Aethir en la adquisición de usuarios de videojuegos

SuperScale-tapaustutkimus korostaa Aethirin vaikutusta pelikäyttäjien hankintaan

L'étude de cas SuperScale met en évidence l'impact d'Aethir sur l'acquisition d'utilisateurs de jeux vidéo.

सुपरस्केल केस स्टडी गेमिंग उपयोगकर्ता अधिग्रहण पर एथिर के प्रभाव पर प्रकाश डालती है

Studija slučaja SuperScale ističe utjecaj Aethira na akviziciju korisnika igara

מחקר מקרה של SuperScale מדגיש את ההשפעה של Aethir על רכישת משתמשי גיימינג

SuperScale のケーススタディで Aethir のゲームユーザー獲得への影響が明らかに

ករណីសិក្សា SuperScale បង្ហាញពីផលប៉ះពាល់របស់ Aethir លើការទិញអ្នកប្រើប្រាស់ហ្គេម

Ny fandalinana tranga SuperScale dia manasongadina ny fiantraikan'i Aethir amin'ny fahazoana mpampiasa lalao

Исследование SuperScale подчеркивает влияние Aethir на привлечение пользователей в игровой индустрии

Nghiên cứu trường hợp SuperScale làm nổi bật tác động của Aethir đến việc thu hút người dùng chơi game

The TechBeat: Crypto 2024 Recap: Key Updates from MEXC’s December Highlights (1/17/2025)

The TechBeat: Crypto 2024 Recap: Key Updates from MEXC’s December Highlights (1/15/2025)

This report covers the key trends and significant events in the crypto market for December 2024. By sharing these updates, we aim to provide the MEXC community with the latest industry insights, helping everyone better understand market movements and growth opportunities. Key Trends of the Month 1. South Korea Postpones Crypto Tax Until 2027 On December 1, 2024, Park Chan-dae, leader of the Democratic Party of South Korea's parliamentary faction, announced a delay in the 20% crypto capital gains tax until 2027. This marks the third postponement of the tax, reflecting ongoing uncertainty in South Korea's regulatory stance on cryptocurrencies amid strong opposition from both investors and the crypto industry. The delay may provide short-term relief to South Korean investors, boosting market confidence and potentially driving increased trading activity in the region. 2. Bitcoin Surpasses $100,000 On December 5, 2024, Bitcoin made history by surpassing the $100,000 mark for the first time, marking a significant milestone in the rise of cryptocurrency. This surge was driven by growing optimism around the U.S. government's support for crypto, especially following President Donald Trump's appointment of Paul Atkins, a pro-crypto advocate, as Chairman of the SEC(Securities and Exchange Commission). According to CoinGecko, the total value of the cryptocurrency market nearly doubled in 2024, reaching $3.8 trillion. BCA Research suggests that Bitcoin’s 260-day fractal dimension, currently above 1.20, shows the market remains volatile and hasn’t peaked yet. If it drops below this level, Bitcoin could potentially rise above $200,000 by the end of 2025, driven by continued institutional interest and favorable regulatory developments. Bitcoin's $100,000 breakthrough reflects growing market confidence and could attract more institutional investment, potentially sustaining upward momentum. However, traders should remain cautious of short-term volatility as the market adjusts. 3. Popular Crypto Narratives of 2024: AI and Memecoin According to CoinGecko, in 2024, the memecoin phenomenon led to investor interest, capturing 30.67%, followed by AI-related narratives at 15.67%. Other key trends included Real World Assets (RWA) and Decentralized Physical Infrastructure Networks (DePIN). Solana and Base ecosystems also saw growing interest, attracting 14.30% and 4.87%, respectively. The top 20 crypto narratives accounted for 78.72% of global investor focus. However, AI-related narratives surpassed memecoins in late December. According to recent CoinGecko research, the AI narrative saw a strong rebound at the year's end, with returns nearly doubling from 1,598.1% to 2,939.8% in December. This surge was driven by the rising popularity of the AI platform Virtuals Protocol (VIRTUAL). The rise of AI and memecoin narratives reflects a shift toward high-risk, high-reward investments. Crypto exchanges like MEXC and Binance play a key role by providing easy access to these speculative assets, boosting investor interest and driving up trading activity, which in turn fosters greater market acceptance. 4. December NFT Sales Soar to $889 Million According to CryptoSlam, NFT sales across 23 blockchains totaled approximately $889 million in December 2024, marking a 58.35% increase from November’s $561 million. The surge in December was primarily driven by Ethereum-based collectibles, which generated $488 million (54.92%) in sales. Bitcoin followed with $178 million (19.96%), while other blockchains contributed as follows: Solana: $102 million
Immutable: $37.97 million
Mythos: $27.17 million
Polygon: $19.96 million At the project level, Pudgy Penguins showed outstanding performance with monthly sales reaching $115 million. Traditional blue-chip projects including Azuki, CryptoPunks, Doodles, and Bored Ape Yacht Club maintained stable development, contributing a combined $141 million in sales. Although the NFT market has yet to return to its peak, its growing integration across various industries and the revival of investor confidence highlight the sector’s resilience, positioning NFTs as a vital and evolving part of the Web3 ecosystem with promising long-term growth. 5. Solana Hits 72.8 Million Daily Transactions, Sets New Record According to Artemis, Solana processed 72.8 million transactions on December 23, 2024, surpassing the combined total of all other major blockchains. This milestone highlights Solana's scalability and growing demand. About MEXC Founded in 2018, MEXC is committed to being "Your Easiest Way to Crypto." Serving over 30 million users across 170+ countries, MEXC is known for its broad selection of trending tokens, frequent airdrop opportunities, and low trading fees. Our user-friendly platform is designed to support both new traders and experienced investors, offering secure and efficient access to digital assets. MEXC prioritizes simplicity and innovation, making crypto trading more accessible and rewarding. Risk Disclaimer The information provided in this report about cryptocurrencies does not represent MEXC's official stance or investment advice. Given the highly volatile nature of the cryptocurrency market, investors are encouraged to carefully evaluate market fluctuations, project fundamentals, and potential financial risks before making any trading decisions. This report covers the key trends and significant events in the crypto market for December 2024. By sharing these updates, we aim to provide the MEXC community with the latest industry insights, helping everyone better understand market movements and growth opportunities. Key Trends of the Month 1. South Korea Postpones Crypto Tax Until 2027 On December 1, 2024, Park Chan-dae, leader of the Democratic Party of South Korea's parliamentary faction, announced a delay in the 20% crypto capital gains tax until 2027. This marks the third postponement of the tax, reflecting ongoing uncertainty in South Korea's regulatory stance on cryptocurrencies amid strong opposition from both investors and the crypto industry. 20% The delay may provide short-term relief to South Korean investors, boosting market confidence and potentially driving increased trading activity in the region. 2. Bitcoin Surpasses $100,000 On December 5, 2024, Bitcoin made history by surpassing the $100,000 mark for the first time, marking a significant milestone in the rise of cryptocurrency. Bitcoin $100,000 This surge was driven by growing optimism around the U.S. government's support for crypto, especially following President Donald Trump's appointment of Paul Atkins, a pro-crypto advocate, as Chairman of the SEC(Securities and Exchange Commission). According to CoinGecko, the total value of the cryptocurrency market nearly doubled in 2024, reaching $3.8 trillion . $3.8 trillion BCA Research suggests that Bitcoin’s 260-day fractal dimension, currently above 1.20 , shows the market remains volatile and hasn’t peaked yet. If it drops below this level, Bitcoin could potentially rise above $200,000 by the end of 2025, driven by continued institutional interest and favorable regulatory developments. 1.20 $200,000 Bitcoin's $100,000 breakthrough reflects growing market confidence and could attract more institutional investment, potentially sustaining upward momentum. However, traders should remain cautious of short-term volatility as the market adjusts. 3. Popular Crypto Narratives of 2024: AI and Memecoin According to CoinGecko, in 2024, the memecoin phenomenon led to investor interest, capturing 30.67% , followed by AI-related narratives at 15.67% . Other key trends included Real World Assets (RWA) and Decentralized Physical Infrastructure Networks (DePIN). memecoin 30.67% 15.67% Solana and Base ecosystems also saw growing interest, attracting 14.30% and 4.87% , respectively. The top 20 crypto narratives accounted for 78.72% of global investor focus. Solana Base ecosystems 14.30% 4.87% 78.72% However, AI-related narratives surpassed memecoins in late December. According to recent CoinGecko research, the AI narrative saw a strong rebound at the year's end, with returns nearly doubling from 1,598.1% to 2,939.8% in December. This surge was driven by the rising popularity of the AI platform Virtuals Protocol (VIRTUAL). AI-related narratives memecoins 1,598.1% 2,939.8% The rise of AI and memecoin narratives reflects a shift toward high-risk, high-reward investments. Crypto exchanges like MEXC and Binance play a key role by providing easy access to these speculative assets, boosting investor interest and driving up trading activity, which in turn fosters greater market acceptance. 4. December NFT Sales Soar to $889 Million According to CryptoSlam, NFT sales across 23 blockchains totaled approximately $889 million in December 2024, marking a 58.35% increase from November’s $561 million . NFT $889 million $561 million The surge in December was primarily driven by Ethereum-based collectibles, which generated $488 million (54.92%) in sales. Bitcoin followed with $178 million (19.96%), while other blockchains contributed as follows: $488 million $178 million Solana: $102 million Immutable: $37.97 million Mythos: $27.17 million Polygon: $19.96 million Solana : $102 million Solana Immutable : $37.97 million Immutable Mythos : $27.17 million Mythos Polygon : $19.96 million Polygon At the project level, Pudgy Penguins showed outstanding performance with monthly sales reaching $115 million . Traditional blue-chip projects including Azuki, CryptoPunks, Doodles, and Bored Ape Yacht Club maintained stable development, contributing a combined $141 million in sales. $115 million $141 million Although the NFT market has yet to return to its peak, its growing integration across various industries and the revival of investor confidence highlight the sector’s resilience, positioning NFTs as a vital and evolving part of the Web3 ecosystem with promising long-term growth. 5. Solana Hits 72.8 Million Daily Transactions, Sets New Record According to Artemis, Solana processed 72.8 million transactions on December 23, 2024, surpassing the combined total of all other major blockchains. This milestone highlights Solana's scalability and growing demand. 72.8 million About MEXC About MEXC Founded in 2018, MEXC is committed to being "Your Easiest Way to Crypto." Serving over 30 million users across 170+ countries, MEXC is known for its broad selection of trending tokens, frequent airdrop opportunities, and low trading fees. Our user-friendly platform is designed to support both new traders and experienced investors, offering secure and efficient access to digital assets. MEXC prioritizes simplicity and innovation, making crypto trading more accessible and rewarding. Risk Disclaimer Risk Disclaimer The information provided in this report about cryptocurrencies does not represent MEXC's official stance or investment advice. Given the highly volatile nature of the cryptocurrency market, investors are encouraged to carefully evaluate market fluctuations, project fundamentals, and potential financial risks before making any trading decisions.

Crypto 2024 Recap: Key Updates from MEXC’s December Highlights

Crypto 2024 Recap: MEXC ukan diciembre phaxsin jach’a uñacht’äwinakapat jach’a yatiyawinaka

Rekapitulace Crypto 2024: Klíčové aktualizace z prosincových hlavních událostí MEXC

Resumen de Crypto 2024: actualizaciones clave de los aspectos más destacados de diciembre de MEXC

Crypto 2024 -katsaus: tärkeimmät päivitykset MEXC:n joulukuun kohokohdista

クリプト 2024 まとめ: MEXC の 12 月のハイライトからの主な更新

Podsumowanie Crypto 2024: Kluczowe aktualizacje z grudniowych wydarzeń MEXC

Rekapitulácia kryptomien 2024: Kľúčové aktualizácie z decembrových najdôležitejších udalostí MEXC

Crypto 2024 Recap: Nyckeluppdateringar från MEXC:s höjdpunkter i december

สรุปการแข่งขัน Crypto 2024: การอัปเดตสำคัญจากไฮไลท์เดือนธันวาคมของ MEXC

Crypto 2024 Recap: Mga Pangunahing Update mula sa Mga Highlight ng Disyembre ng MEXC

Crypto 2024 Özeti: MEXC'nin Aralık Ayı Önemli Noktalarından Önemli Güncellemeler

Crypto 2024 Recap: Swipfuxeto swa nkoka ku suka eka MEXC’s December Highlights

SAN FRANCISCO, united states, December 23rd, 2024/Chainwire/--The memecoin market is witnessing rapid innovation, with Pepeto ($PEPETO) emerging as a project focused on enhancing the memecoin ecosystem. Through its multifaceted platform, Pepeto offers a suite of tools including a zero-fee trading platform, a blockchain bridge, and a token swap solution, designed to improve interoperability, accessibility, and liquidity for memecoins. Presale Progress and Market Position Currently in its presale phase, Pepeto tokens are priced at $0.000000098, with a total token supply of 420 trillion. By mirroring the supply structure of the Pepe coin, Pepeto aligns itself with a recognizable memecoin legacy. The project has attracted attention for its growing community and ecosystem-driven approach, aiming to establish itself as a significant player in the memecoin landscape. PIC 1 X POST X link : https://x.com/Pepetocoin/status/1858164275480834299 Audited for Security and Transparency Pepeto has achieved a key milestone by securing audits from two major certification bodies, SolidProof and Coinsult. These audits validate the project's security and transparency, ensuring that investors and developers can participate in the Pepeto ecosystem with confidence. This commitment to compliance and reliability enhances the project's appeal as a trustworthy platform for the memecoin market. Coinsult Audit Report | SolidProof Audit Report A Revolutionary Ecosystem for Memecoins Pepeto sets itself apart with a feature-rich ecosystem tailored to the unique needs of the memecoin market: Zero-Fee Cross-Chain Trading: Enables seamless and cost-free trading across blockchains, fostering accessibility.
Advanced Bridge Functionality: Facilitates interoperability between blockchains, creating a unified trading experience.
Token Listing Platform: Supports token visibility and collaboration, driving liquidity.
Swap Platform: Provides tools for quick and efficient transactions, designed to meet the demands of an evolving market. These features position Pepeto as a practical solution for token holders and developers aiming to leverage the memecoin market. Tokenomics Supporting Growth Pepeto's tokenomics emphasize sustainable growth and community engagement: Presale: 30%
Staking: 30%
Marketing: 20%
Project Development: 7.5%
Liquidity: 12.5% This balanced distribution ensures resources are allocated to meet immediate needs while fostering long-term scalability and adoption. Vision for the Future As the cryptocurrency market gears up for the next cycle, Pepeto positions itself as a cornerstone project for the memecoin ecosystem. By combining tools like a blockchain bridge, zero-fee exchange, and robust staking options with its captivating narrative, Pepeto is prepared to lead the integration of memecoins in the anticipated 2025 bull run. Its early progress and strategic direction highlight its potential to redefine the memecoin market.Users can buy Pepeto from the Official website: https://pepeto.io/. ABOUT PEPETO Pepeto is an innovative cryptocurrency project that merges the world of memecoins with a robust utility-driven ecosystem. Designed to support the next generation of tokens, Pepeto integrates a zero-fee exchange, a cross-chain bridge for seamless token swaps, and staking rewards for long-term investors. For more information, users can visit the official Pepeto presale at https://pepeto.io/. X (Twitter): https://x.com/Pepetocoin
YouTube Channel: https://www.youtube.com/@Pepetocoin
Telegram Channel: https://t.me/pepeto_channel
Instagram: https://www.instagram.com/pepetocoin/
TikTok: https://www.tiktok.com/@pepetocoin Official website : https://pepeto.io/. Contact Head mk Baker Uccio ATMOTECH Inc. contact@pepeto.io This story was distributed as a release by Chainwire under HackerNoon’s Business Blogging Program. Learn more about the program here SAN FRANCISCO, united states, December 23rd, 2024/Chainwire/--The memecoin market is witnessing rapid innovation, with Pepeto ($PEPETO) emerging as a project focused on enhancing the memecoin ecosystem. Through its multifaceted platform, Pepeto offers a suite of tools including a zero-fee trading platform, a blockchain bridge, and a token swap solution, designed to improve interoperability, accessibility, and liquidity for memecoins. Presale Progress and Market Position Currently in its presale phase, Pepeto tokens are priced at $0.000000098, with a total token supply of 420 trillion. By mirroring the supply structure of the Pepe coin, Pepeto aligns itself with a recognizable memecoin legacy. The project has attracted attention for its growing community and ecosystem-driven approach, aiming to establish itself as a significant player in the memecoin landscape. PIC 1 X POST X link : https://x.com/Pepetocoin/status/1858164275480834299 https://x.com/Pepetocoin/status/1858164275480834299 https://x.com/Pepetocoin/status/1858164275480834299 Audited for Security and Transparency Pepeto has achieved a key milestone by securing audits from two major certification bodies, SolidProof and Coinsult. These audits validate the project's security and transparency, ensuring that investors and developers can participate in the Pepeto ecosystem with confidence. This commitment to compliance and reliability enhances the project's appeal as a trustworthy platform for the memecoin market. Coinsult Audit Report | SolidProof Audit Report Coinsult Audit Report Coinsult Audit Report SolidProof Audit Report SolidProof Audit Report A Revolutionary Ecosystem for Memecoins Pepeto sets itself apart with a feature-rich ecosystem tailored to the unique needs of the memecoin market: Zero-Fee Cross-Chain Trading: Enables seamless and cost-free trading across blockchains, fostering accessibility. Advanced Bridge Functionality: Facilitates interoperability between blockchains, creating a unified trading experience. Token Listing Platform: Supports token visibility and collaboration, driving liquidity. Swap Platform: Provides tools for quick and efficient transactions, designed to meet the demands of an evolving market. Zero-Fee Cross-Chain Trading: Enables seamless and cost-free trading across blockchains, fostering accessibility. Advanced Bridge Functionality: Facilitates interoperability between blockchains, creating a unified trading experience. Token Listing Platform: Supports token visibility and collaboration, driving liquidity. Swap Platform: Provides tools for quick and efficient transactions, designed to meet the demands of an evolving market. These features position Pepeto as a practical solution for token holders and developers aiming to leverage the memecoin market. Tokenomics Supporting Growth Pepeto's tokenomics emphasize sustainable growth and community engagement: Presale: 30% Staking: 30% Marketing: 20% Project Development: 7.5% Liquidity: 12.5% Presale: 30% Staking: 30% Marketing: 20% Project Development: 7.5% Liquidity: 12.5% This balanced distribution ensures resources are allocated to meet immediate needs while fostering long-term scalability and adoption. Vision for the Future As the cryptocurrency market gears up for the next cycle, Pepeto positions itself as a cornerstone project for the memecoin ecosystem. By combining tools like a blockchain bridge, zero-fee exchange, and robust staking options with its captivating narrative, Pepeto is prepared to lead the integration of memecoins in the anticipated 2025 bull run. Its early progress and strategic direction highlight its potential to redefine the memecoin market.Users can buy Pepeto from the Official website: https://pepeto.io/ . https://pepeto.io/ https://pepeto.io/ ABOUT PEPETO Pepeto is an innovative cryptocurrency project that merges the world of memecoins with a robust utility-driven ecosystem. Designed to support the next generation of tokens, Pepeto integrates a zero-fee exchange, a cross-chain bridge for seamless token swaps, and staking rewards for long-term investors. For more information, users can visit the official Pepeto presale at https://pepeto.io/ . https://pepeto.io/ https://pepeto.io/ X (Twitter): https://x.com/Pepetocoin YouTube Channel: https://www.youtube.com/@Pepetocoin Telegram Channel: https://t.me/pepeto_channel Instagram: https://www.instagram.com/pepetocoin/ TikTok: https://www.tiktok.com/@pepetocoin X (Twitter): https://x.com/Pepetocoin https://x.com/Pepetocoin https://x.com/Pepetocoin YouTube Channel: https://www.youtube.com/@Pepetocoin https://www.youtube.com/@Pepetocoin https://www.youtube.com/@Pepetocoin Telegram Channel: https://t.me/pepeto_channel https://t.me/pepeto_channel https://t.me/pepeto_channel Instagram: https://www.instagram.com/pepetocoin/ https://www.instagram.com/pepetocoin/ https://www.instagram.com/pepetocoin/ TikTok: https://www.tiktok.com/@pepetocoin https://www.tiktok.com/@pepetocoin https://www.tiktok.com/@pepetocoin Official website : https://pepeto.io/ . https://pepeto.io/ https://pepeto.io/ Contact Head mk Baker Uccio ATMOTECH Inc. contact@pepeto.io This story was distributed as a release by Chainwire under HackerNoon’s Business Blogging Program. Learn more about the program here This story was distributed as a release by Chainwire under HackerNoon’s Business Blogging Program. Learn more about the program here here here

Pepeto’s $2.8M Presale Highlights Vision For Supporting Memecoins Ahead Of 2025

Перадпродаж Pepeto на суму 2,8 мільёна долараў падкрэслівае бачанне падтрымкі мемекойнаў да 2025 года

Η προπώληση 2,8 εκατομμυρίων δολαρίων του Pepeto επικεντρώνει το όραμα για την υποστήριξη των Memecoins πριν από το 2025

La preventa de 2,8 millones de dólares de Pepeto destaca la visión de apoyar a las memecoins antes de 2025

پیش فروش 2.8 میلیون دلاری پپتو چشم انداز حمایت از ممکوین ها در آستانه سال 2025 را برجسته می کند.

מכירה מוקדמת של 2.8 מיליון דולר של פפטו מדגישה חזון לתמיכה ב-Memecoins לקראת 2025

Pepeto-ի $2,8 մլն նախնական վաճառքը կարևորում է 2025-ին ընդառաջ Memecoin-ներին աջակցելու տեսլականը

ペペトの280万ドルのプレセールは、2025年に向けてミームコインをサポートするビジョンを強調

Pepeto’s $2.8M Presale Totobatsa Pono Bakeng sa Thekga Memecoins Pele Ga 2025

Pepeto හි $2.8M Presale 2025 ට පෙර Memecoins සඳහා සහය දැක්වීමේ දැක්ම ඉස්මතු කරයි

Pepeto's $2.8M Presale Yakakosha Chiratidzo Chekutsigira Memecoins Pamberi pe2025

Пешниҳоди 2,8 миллион доллари пешазинтихоботии Пепето барои дастгирии Memecoins дар пеш аз соли 2025 таъкид мекунад

Đợt bán trước trị giá 2,8 triệu đô la của Pepeto nêu bật tầm nhìn hỗ trợ Memecoin trước năm 2025

Authors:
(1) An Yan, UC San Diego, ayan@ucsd.edu;
(2) Zhengyuan Yang, Microsoft Corporation, zhengyang@microsoft.com with equal contributions;
(3) Wanrong Zhu, UC Santa Barbara, wanrongzhu@ucsb.edu;
(4) Kevin Lin, Microsoft Corporation, keli@microsoft.com;
(5) Linjie Li, Microsoft Corporation, lindsey.li@mocrosoft.com;
(6) Jianfeng Wang, Microsoft Corporation, jianfw@mocrosoft.com;
(7) Jianwei Yang, Microsoft Corporation, jianwei.yang@mocrosoft.com;
(8) Yiwu Zhong, University of Wisconsin-Madison, yzhong52@wisc.edu;
(9) Julian McAuley, UC San Diego, jmcauley@ucsd.edu;
(10) Jianfeng Gao, Microsoft Corporation, jfgao@mocrosoft.com;
(11) Zicheng Liu, Microsoft Corporation, zliu@mocrosoft.com;
(12) Lijuan Wang, Microsoft Corporation, lijuanw@mocrosoft.com. Editor’s note: This is the part 12 of 13 of a paper evaluating the use of a generative AI to navigate smartphones. You can read the rest of the paper via the table of links below. Table of Links Abstract and 1 Introduction
2 Related Work
3 MM-Navigator
3.1 Problem Formulation and 3.2 Screen Grounding and Navigation via Set of Mark
3.3 History Generation via Multimodal Self Summarization
4 iOS Screen Navigation Experiment
4.1 Experimental Setup
4.2 Intended Action Description
4.3 Localized Action Execution and 4.4 The Current State with GPT-4V
5 Android Screen Navigation Experiment
5.1 Experimental Setup
5.2 Performance Comparison
5.3 Ablation Studies
5.4 Error Analysis
6 Discussion
7 Conclusion and References 6 Discussion Future benchmarks for device-control. For future benchmarks, more dynamic interaction environments are needed. Even humans can make mistakes sometimes, and in this case, it is important that the evaluation benchmark would allow the model to explore and return to previous status when a mistake is made and realized by the model. It is also interesting to explore how to automatically evaluate success rates for this task, e.g., by using LMMs (Zhang et al., 2023). Another direction is to build GUI navigation datasets with different devices and diverse contents, e.g., personal computers and iPads. Error correction. A pretrained LMM may make mistakes due to data or algorithm bias. For example, if the agent fails to complete tasks in certain novel settings, how do we correct its errors to avoid mistakes in the future? Moreover, it would be interesting to study this in a continual learning setting, where the agent keeps interacting with new environments and receives new feedback continually. Model distillation. Using a large-scale model such as GPT-4V for GUI navigation is costly. In the future, it would be interesting to explore model distillation (Polino et al., 2018) for this task, to obtain a much smaller model with competitive navigation performance, which may achieve lower latency and higher efficiency This paper is available on arxiv under CC BY 4.0 DEED license. Authors: (1) An Yan, UC San Diego, ayan@ucsd.edu; (2) Zhengyuan Yang, Microsoft Corporation, zhengyang@microsoft.com with equal contributions; (3) Wanrong Zhu, UC Santa Barbara, wanrongzhu@ucsb.edu; (4) Kevin Lin, Microsoft Corporation, keli@microsoft.com; (5) Linjie Li, Microsoft Corporation, lindsey.li@mocrosoft.com; (6) Jianfeng Wang, Microsoft Corporation, jianfw@mocrosoft.com; (7) Jianwei Yang, Microsoft Corporation, jianwei.yang@mocrosoft.com; (8) Yiwu Zhong, University of Wisconsin-Madison, yzhong52@wisc.edu; (9) Julian McAuley, UC San Diego, jmcauley@ucsd.edu; (10) Jianfeng Gao, Microsoft Corporation, jfgao@mocrosoft.com; (11) Zicheng Liu, Microsoft Corporation, zliu@mocrosoft.com; (12) Lijuan Wang, Microsoft Corporation, lijuanw@mocrosoft.com. Authors: Authors: (1) An Yan, UC San Diego, ayan@ucsd.edu; (2) Zhengyuan Yang, Microsoft Corporation, zhengyang@microsoft.com with equal contributions; (3) Wanrong Zhu, UC Santa Barbara, wanrongzhu@ucsb.edu; (4) Kevin Lin, Microsoft Corporation, keli@microsoft.com; (5) Linjie Li, Microsoft Corporation, lindsey.li@mocrosoft.com; (6) Jianfeng Wang, Microsoft Corporation, jianfw@mocrosoft.com; (7) Jianwei Yang, Microsoft Corporation, jianwei.yang@mocrosoft.com; (8) Yiwu Zhong, University of Wisconsin-Madison, yzhong52@wisc.edu; (9) Julian McAuley, UC San Diego, jmcauley@ucsd.edu; (10) Jianfeng Gao, Microsoft Corporation, jfgao@mocrosoft.com; (11) Zicheng Liu, Microsoft Corporation, zliu@mocrosoft.com; (12) Lijuan Wang, Microsoft Corporation, lijuanw@mocrosoft.com. Editor’s note: This is the part 12 of 13 of a paper evaluating the use of a generative AI to navigate smartphones. You can read the rest of the paper via the table of links below. Editor’s note: This is the part 12 of 13 of a paper evaluating the use of a generative AI to navigate smartphones. You can read the rest of the paper via the table of links below. Editor’s note: This is the part 12 of 13 of a paper evaluating the use of a generative AI to navigate smartphones. You can read the rest of the paper via the table of links below. Editor’s note: This is the part 12 of 13 of a paper evaluating the use of a generative AI to navigate smartphones. You can read the rest of the paper via the table of links below. Table of Links Abstract and 1 Introduction 2 Related Work 3 MM-Navigator 3.1 Problem Formulation and 3.2 Screen Grounding and Navigation via Set of Mark 3.3 History Generation via Multimodal Self Summarization 4 iOS Screen Navigation Experiment 4.1 Experimental Setup 4.2 Intended Action Description 4.3 Localized Action Execution and 4.4 The Current State with GPT-4V 5 Android Screen Navigation Experiment 5.1 Experimental Setup 5.2 Performance Comparison 5.3 Ablation Studies 5.4 Error Analysis 6 Discussion 7 Conclusion and References Abstract and 1 Introduction Abstract and 1 Introduction 2 Related Work 2 Related Work 3 MM-Navigator 3.1 Problem Formulation and 3.2 Screen Grounding and Navigation via Set of Mark 3.1 Problem Formulation and 3.2 Screen Grounding and Navigation via Set of Mark 3.3 History Generation via Multimodal Self Summarization 3.3 History Generation via Multimodal Self Summarization 4 iOS Screen Navigation Experiment 4.1 Experimental Setup 4.1 Experimental Setup 4.2 Intended Action Description 4.2 Intended Action Description 4.3 Localized Action Execution and 4.4 The Current State with GPT-4V 4.3 Localized Action Execution and 4.4 The Current State with GPT-4V 5 Android Screen Navigation Experiment 5.1 Experimental Setup 5.1 Experimental Setup 5.2 Performance Comparison 5.2 Performance Comparison 5.3 Ablation Studies 5.3 Ablation Studies 5.4 Error Analysis 5.4 Error Analysis 6 Discussion 6 Discussion 7 Conclusion and References 7 Conclusion and References 6 Discussion Future benchmarks for device-control. For future benchmarks, more dynamic interaction environments are needed. Even humans can make mistakes sometimes, and in this case, it is important that the evaluation benchmark would allow the model to explore and return to previous status when a mistake is made and realized by the model. It is also interesting to explore how to automatically evaluate success rates for this task, e.g., by using LMMs (Zhang et al., 2023). Another direction is to build GUI navigation datasets with different devices and diverse contents, e.g., personal computers and iPads. Future benchmarks for device-control. Error correction. A pretrained LMM may make mistakes due to data or algorithm bias. For example, if the agent fails to complete tasks in certain novel settings, how do we correct its errors to avoid mistakes in the future? Moreover, it would be interesting to study this in a continual learning setting, where the agent keeps interacting with new environments and receives new feedback continually. Error correction. Model distillation . Using a large-scale model such as GPT-4V for GUI navigation is costly. In the future, it would be interesting to explore model distillation (Polino et al., 2018) for this task, to obtain a much smaller model with competitive navigation performance, which may achieve lower latency and higher efficiency Model distillation This paper is available on arxiv under CC BY 4.0 DEED license. This paper is available on arxiv under CC BY 4.0 DEED license. available on arxiv

Researchers Highlight Need for New Benchmarks to Assess AI Models That Can Navigate Smartphones

LONDON, united kingdom, November 22nd, 2024/Chainwire/--The memecoin market is evolving rapidly, with Pepeto($PEPETO) emerging as a project focused on supporting and integrating all memecoins through its multifaceted ecosystem. Offering features such as a zero-fee trading platform, a blockchain bridge, and a swap solution, Pepeto aims to enhance interoperability, accessibility, and liquidity in the memecoin space. With its presale price currently set at $0.000000093 and a total token supply of 420 trillion, matching that of Pepe, Pepeto seeks to establish itself as a competitive player in the memecoin ecosystem as it builds out its platform. https://www.youtube.com/embed/lKZl_T51MVY A Revolutionary Ecosystem for Memecoins Pepeto distinguishes itself with an ecosystem designed to address the unique challenges of the memecoin market: Zero-Fee Cross-Chain Trading: Seamlessly trade across blockchains without incurring fees, promoting accessibility for all investors.
Advanced Bridge Functionality: Pepeto’s bridge ensures interoperability between blockchains, creating a unified trading environment for memecoins.
Token Listing Platform: Supporting token owners by providing a space to list and promote assets, facilitating collaboration and enabling liquidity within the memecoin ecosystem.
Swap Platform: Designed for quick and efficient transactions, offering users the tools needed for an evolving market. These features aim to provide both token holders and developers with practical utilities while promoting wider adoption of memecoins. Pepeto Hits $600K in Viral Crypto Presale Pepeto’s presale has reached a remarkable milestone, surpassing $600,000, which the team sees as a reflection of strong community interest. Positioned as an early-stage project with a presale price of $0.000000093, Pepeto’s total supply of 420 trillion tokens mirrors the well-known Pepe coin. This milestone highlights the growing engagement around Pepeto’s ecosystem-driven approach. Tokenomics Supporting Community Growth Pepeto’s token distribution strategy reflects its commitment to balanced growth: Presale: 30%
Staking: 30%
Marketing: 20%
Project Development: 7.5%
Liquidity: 12.5% This allocation supports both immediate project needs and long-term sustainability, incentivizing early participants and fostering ongoing community involvement. A Growing Community and Early Opportunities X POST: https://x.com/Pepetocoin/status/1859961228304769189 With a focus on utility and scalability, Pepeto is positioning itself as a significant player in the memecoin space. The project has attracted a rapidly expanding community and is preparing for the anticipated 2025 bull run by enhancing its ecosystem for both new and established memecoins. Conclusion As the crypto market prepares for its next cycle, Pepeto positions itself as a project focused on integrating memecoins within its ecosystem. By offering tools such as a blockchain bridge, exchange, and zero-fee listing platform, Pepeto aims to provide practical value to users and developers. The project’s mission to support interoperability and accessibility underscores its vision for long-term utility in the memecoin space. About Pepeto Pepeto is a memecoin project designed to integrate cross-chain utility with community-driven development. Offering zero-fee trading, blockchain bridge functionality, and a staking rewards program, Pepeto seeks to combine accessibility with practical features. The project emphasizes interoperability and long-term value, fostering a dedicated user base through its ecosystem innovations and community-focused approach. For more information about Pepeto, users can visit the official website https://pepeto.io Disclaimer Pepeto.io is the sole official platform for purchasing Pepeto tokens. Investors are encouraged to exercise caution and avoid unofficial sites. For accurate information, visit https://pepeto.io. Contact Head of MK Baker Uccio contact@pepeto.io This story was distributed as a release by Chainwire under HackerNoon’s Business Blogging Program. Learn more about the program here LONDON, united kingdom, November 22nd, 2024/Chainwire/--The memecoin market is evolving rapidly, with Pepeto($PEPETO) emerging as a project focused on supporting and integrating all memecoins through its multifaceted ecosystem. Offering features such as a zero-fee trading platform, a blockchain bridge, and a swap solution, Pepeto aims to enhance interoperability, accessibility, and liquidity in the memecoin space. With its presale price currently set at $0.000000093 and a total token supply of 420 trillion, matching that of Pepe, Pepeto seeks to establish itself as a competitive player in the memecoin ecosystem as it builds out its platform. https://www.youtube.com/embed/lKZl_T51MVY https://www.youtube.com/embed/lKZl_T51MVY https://www.youtube.com/embed/lKZl_T51MVY A Revolutionary Ecosystem for Memecoins Pepeto distinguishes itself with an ecosystem designed to address the unique challenges of the memecoin market: Zero-Fee Cross-Chain Trading: Seamlessly trade across blockchains without incurring fees, promoting accessibility for all investors. Advanced Bridge Functionality: Pepeto’s bridge ensures interoperability between blockchains, creating a unified trading environment for memecoins. Token Listing Platform: Supporting token owners by providing a space to list and promote assets, facilitating collaboration and enabling liquidity within the memecoin ecosystem. Swap Platform: Designed for quick and efficient transactions, offering users the tools needed for an evolving market. Zero-Fee Cross-Chain Trading: Seamlessly trade across blockchains without incurring fees, promoting accessibility for all investors. Advanced Bridge Functionality: Pepeto’s bridge ensures interoperability between blockchains, creating a unified trading environment for memecoins. Token Listing Platform: Supporting token owners by providing a space to list and promote assets, facilitating collaboration and enabling liquidity within the memecoin ecosystem. Swap Platform: Designed for quick and efficient transactions, offering users the tools needed for an evolving market. These features aim to provide both token holders and developers with practical utilities while promoting wider adoption of memecoins. Pepeto Hits $600K in Viral Crypto Presale Pepeto’s presale has reached a remarkable milestone, surpassing $600,000, which the team sees as a reflection of strong community interest. Positioned as an early-stage project with a presale price of $0.000000093, Pepeto’s total supply of 420 trillion tokens mirrors the well-known Pepe coin. This milestone highlights the growing engagement around Pepeto’s ecosystem-driven approach. Tokenomics Supporting Community Growth Pepeto’s token distribution strategy reflects its commitment to balanced growth: Presale: 30% Staking: 30% Marketing: 20% Project Development: 7.5% Liquidity: 12.5% Presale: 30% Staking: 30% Marketing: 20% Project Development: 7.5% Liquidity: 12.5% This allocation supports both immediate project needs and long-term sustainability, incentivizing early participants and fostering ongoing community involvement. A Growing Community and Early Opportunities X POST: https://x.com/Pepetocoin/status/1859961228304769189 https://x.com/Pepetocoin/status/1859961228304769189 https://x.com/Pepetocoin/status/1859961228304769189 With a focus on utility and scalability, Pepeto is positioning itself as a significant player in the memecoin space. The project has attracted a rapidly expanding community and is preparing for the anticipated 2025 bull run by enhancing its ecosystem for both new and established memecoins. Conclusion As the crypto market prepares for its next cycle, Pepeto positions itself as a project focused on integrating memecoins within its ecosystem. By offering tools such as a blockchain bridge, exchange, and zero-fee listing platform, Pepeto aims to provide practical value to users and developers. The project’s mission to support interoperability and accessibility underscores its vision for long-term utility in the memecoin space. About Pepeto Pepeto is a memecoin project designed to integrate cross-chain utility with community-driven development. Offering zero-fee trading, blockchain bridge functionality, and a staking rewards program, Pepeto seeks to combine accessibility with practical features. Pepeto Pepeto The project emphasizes interoperability and long-term value, fostering a dedicated user base through its ecosystem innovations and community-focused approach. For more information about Pepeto, users can visit the official website https://pepeto.io https://pepeto.io https://pepeto.io Disclaimer Pepeto.io is the sole official platform for purchasing Pepeto tokens. Investors are encouraged to exercise caution and avoid unofficial sites. For accurate information, visit https://pepeto.io . https://pepeto.io https://pepeto.io Contact Head of MK Baker Uccio contact@pepeto.io This story was distributed as a release by Chainwire under HackerNoon’s Business Blogging Program. Learn more about the program here This story was distributed as a release by Chainwire under HackerNoon’s Business Blogging Program. Learn more about the program here here here

Pepeto’s $600K Presale Highlights Vision For Supporting Memecoins Ahead Of 2025

Cybersecurity Ventures (2023) revealed that nearly 20% of IP addresses associated with cyber attacks originated from common VPN providers. The statistic raises a critical question: Should VPN service providers be held accountable for attacks launched through their networks? VPNs were originally designed to provide users with greater privacy, enabling them to hide their IP addresses and encrypt their data. This is particularly important in countries where internet freedom is restricted or surveillance is common. However, the very same features that protect legitimate users are also being exploited by cybercriminals who use VPN networks to mask their identities and launch malicious activities, including ransomware attacks, phishing schemes, and Distributed Denial of Service (DDoS) attacks. A Double-Edged Sword: Protection and Exploitation “The dual nature of VPNs highlights a troubling reality. On one hand, they offer crucial protection, especially for those in high-risk or censored environments. But on the other hand, VPNs can be manipulated to facilitate harm, making it difficult to trace the true origins of a cyber attack.” In some recent high-profile cyber attacks, VPNs have played a significant role in masking attackers’ identities. One such incident involved a ransomware attack on a major healthcare provider, where hackers accessed sensitive data by first connecting through VPNs to conceal their IP addresses. Another case saw a European bank hit with a massive DDoS attack, with over 5,000 IP addresses associated with free or low-cost VPN services. The Call for Accountability These incidents have led to calls for more accountability from VPN providers, with some experts suggesting that providers should monitor their networks more actively to detect unusual activity or potentially suspicious traffic patterns. This, however, is easier said than done. VPNs are typically marketed with a promise of complete user privacy, and any form of monitoring could be seen as undermining this core principle. Yet, as cyber-attacks involving VPNs continue to rise, regulators and cybersecurity advocates are considering a middle ground. “Holding VPN providers responsible doesn’t mean we want to end-user privacy. What I propose is that VPN providers take reasonable measures to ensure their networks aren’t being abused. For instance, some minimal logging or network monitoring could help flag malicious activity without completely compromising user privacy.” Global Inconsistencies in VPN Regulations One of the challenges in holding VPN providers accountable is the lack of consistent regulations across countries. While some governments have restricted or even banned certain VPN services, many Western countries have allowed VPNs to operate with minimal oversight. This regulatory disparity complicates efforts to implement global standards or hold providers accountable when attacks involve cross-border networks. Cyber attacks are rarely confined to one jurisdiction. If a VPN provider in one country isn’t held to the same standards as a provider in another, that creates a loophole for cybercriminals to exploit. Coordinated international efforts are essential to address this issue effectively Balancing Privacy and Security The discussion about holding VPN providers accountable brings up ethical concerns as well. Privacy advocates worry that increased regulation could erode the very benefits that VPNs provide to ordinary users, including secure and private access to the internet. With many VPN users relying on these services for protection in high-risk environments, privacy advocates are cautious about measures that might compromise this security. However, the issue of VPN accountability is gaining traction. A survey by the Pew Research Center found that 65% of Americans believe that tech companies should take more responsibility in preventing abuse of their platforms, including VPNs indicating a growing sentiment that while user privacy is critical, some level of oversight may be necessary to prevent cybercriminals from misusing these services. Potential Solutions: Finding the Middle Ground Several proposed solutions aim to strike a balance between accountability and privacy: Basic Logging: Requiring VPN providers to retain minimal logs, such as connection timestamps and server usage statistics, could help trace cyber attackers without revealing individual browsing history.


User Verification: Certain VPN providers could implement basic verification processes, particularly for high-bandwidth or business accounts, to deter potential misuse.


Network Monitoring for Suspicious Activity: By monitoring for unusual traffic patterns, VPN providers could flag suspicious activity and even restrict access in extreme cases, helping to curb potential abuse. While these measures could deter cybercriminals, they also risk diminishing the privacy benefits that VPNs offer. Privacy advocates argue that providers should not compromise user trust by over-monitoring or logging data, and some warn that such steps could lead to greater government surveillance or censorship. A Future of Shared Responsibility? As the debate continues, the cybersecurity community is divided. Some experts argue that VPN providers must step up their role in cybersecurity, while others believe the focus should remain on individual accountability. The rise in cyber attacks involving VPNs, however, suggests that a compromise may be necessary to ensure that the technology remains a force for good rather than a shield for malicious activities. If cyber attacks involving VPNs continue to increase, VPN providers may face mounting pressure to adopt at least some level of accountability. By implementing moderate, privacy-conscious measures, VPN providers could help prevent cybercriminals from exploiting their networks, allowing VPNs to fulfill their original purpose: protecting users and enhancing online privacy. Personal Opinion Isn’t it ironic? VPNs—the very tools designed to protect our privacy, secure our data, and shield us from prying eyes—are now some of the biggest enablers of cybercrime. The same encryption that safeguards our information is also being exploited by hackers and malicious actors to launch attacks, hide their tracks, and wreak havoc. We trust VPNs to keep us safe from surveillance and data breaches, yet they’ve become the go-to disguise for cybercriminal. VPNs were built on a promise of safety, yet there’s an ever-growing catalog of cyber-attacks traced back to VPN IP addresses. Think about that: the same platforms people use to protect themselves from online threats are hosting the very networks from which those threats are coming. It’s absurd! Major cyber attacks on banks, healthcare systems, and corporations have VPNs to thank for enabling criminals to bypass location-based security measures. Hackers can now hide in plain sight, bouncing through encrypted servers and masked IPs, all while the VPN providers stand by, washing their hands of any responsibility. It’s time we start asking why these VPN providers aren’t being held accountable. We need to question why they can promote “no-logging” policies and prioritize privacy to the point where it’s hurting the very internet safety they claim to defend. Sure, privacy is essential, but it doesn’t have to mean giving cybercriminals a free pass to exploit these networks unchecked. It’s now time for VPNs to rethink how they operate and consider how they can help protect us not only from surveillance but from the malicious misuse of their own platforms. Whether through regulation or self-imposed standards, VPNs may one day balance their mission of privacy with the imperative of security, allowing users to enjoy online freedom without enabling malicious actors. Cybersecurity Ventures (2023) revealed that nearly 20% of IP addresses associated with cyber attacks originated from common VPN providers. The statistic raises a critical question: Should VPN service providers be held accountable for attacks launched through their networks? Cybersecurity Ventures (2023) revealed that nearly 20% of IP addresses associated with cyber attacks originated from common VPN providers. The statistic raises a critical question: Should VPN service providers be held accountable for attacks launched through their networks? VPNs were originally designed to provide users with greater privacy, enabling them to hide their IP addresses and encrypt their data. This is particularly important in countries where internet freedom is restricted or surveillance is common. However, the very same features that protect legitimate users are also being exploited by cybercriminals who use VPN networks to mask their identities and launch malicious activities, including ransomware attacks, phishing schemes, and Distributed Denial of Service (DDoS) attacks. A Double-Edged Sword: Protection and Exploitation “The dual nature of VPNs highlights a troubling reality. On one hand, they offer crucial protection, especially for those in high-risk or censored environments. But on the other hand, VPNs can be manipulated to facilitate harm , making it difficult to trace the true origins of a cyber attack.” VPNs can be manipulated to facilitate harm In some recent high-profile cyber attacks, VPNs have played a significant role in masking attackers’ identities. One such incident involved a ransomware attack on a major healthcare provider, where hackers accessed sensitive data by first connecting through VPNs to conceal their IP addresses. Another case saw a European bank hit with a massive DDoS attack, with over 5,000 IP addresses associated with free or low-cost VPN services. The Call for Accountability These incidents have led to calls for more accountability from VPN providers, with some experts suggesting that providers should monitor their networks more actively to detect unusual activity or potentially suspicious traffic patterns. This, however, is easier said than done. VPNs are typically marketed with a promise of complete user privacy, and any form of monitoring could be seen as undermining this core principle. Yet, as cyber-attacks involving VPNs continue to rise, regulators and cybersecurity advocates are considering a middle ground. “Holding VPN providers responsible doesn’t mean we want to end-user privacy. What I propose is that VPN providers take reasonable measures to ensure their networks aren’t being abused. For instance, some minimal logging or network monitoring could help flag malicious activity without completely compromising user privacy.” Global Inconsistencies in VPN Regulations One of the challenges in holding VPN providers accountable is the lack of consistent regulations across countries. While some governments have restricted or even banned certain VPN services, many Western countries have allowed VPNs to operate with minimal oversight. This regulatory disparity complicates efforts to implement global standards or hold providers accountable when attacks involve cross-border networks. Cyber attacks are rarely confined to one jurisdiction. If a VPN provider in one country isn’t held to the same standards as a provider in another, that creates a loophole for cybercriminals to exploit. Coordinated international efforts are essential to address this issue effectively Balancing Privacy and Security The discussion about holding VPN providers accountable brings up ethical concerns as well. Privacy advocates worry that increased regulation could erode the very benefits that VPNs provide to ordinary users, including secure and private access to the internet. With many VPN users relying on these services for protection in high-risk environments, privacy advocates are cautious about measures that might compromise this security. However, the issue of VPN accountability is gaining traction. A survey by the Pew Research Center found that 65% of Americans believe that tech companies should take more responsibility in preventing abuse of their platforms, including VPNs indicating a growing sentiment that while user privacy is critical, some level of oversight may be necessary to prevent cybercriminals from misusing these services. 65% of Americans Potential Solutions: Finding the Middle Ground Several proposed solutions aim to strike a balance between accountability and privacy: Basic Logging: Requiring VPN providers to retain minimal logs, such as connection timestamps and server usage statistics, could help trace cyber attackers without revealing individual browsing history. User Verification: Certain VPN providers could implement basic verification processes, particularly for high-bandwidth or business accounts, to deter potential misuse. Network Monitoring for Suspicious Activity: By monitoring for unusual traffic patterns, VPN providers could flag suspicious activity and even restrict access in extreme cases, helping to curb potential abuse. Basic Logging: Requiring VPN providers to retain minimal logs, such as connection timestamps and server usage statistics, could help trace cyber attackers without revealing individual browsing history. Basic Logging : Requiring VPN providers to retain minimal logs, such as connection timestamps and server usage statistics, could help trace cyber attackers without revealing individual browsing history. Basic Logging User Verification: Certain VPN providers could implement basic verification processes, particularly for high-bandwidth or business accounts, to deter potential misuse. User Verification : Certain VPN providers could implement basic verification processes, particularly for high-bandwidth or business accounts, to deter potential misuse. User Verification Network Monitoring for Suspicious Activity: By monitoring for unusual traffic patterns, VPN providers could flag suspicious activity and even restrict access in extreme cases, helping to curb potential abuse. Network Monitoring for Suspicious Activity : By monitoring for unusual traffic patterns, VPN providers could flag suspicious activity and even restrict access in extreme cases, helping to curb potential abuse. Network Monitoring for Suspicious Activity While these measures could deter cybercriminals, they also risk diminishing the privacy benefits that VPNs offer. Privacy advocates argue that providers should not compromise user trust by over-monitoring or logging data, and some warn that such steps could lead to greater government surveillance or censorship. A Future of Shared Responsibility? As the debate continues, the cybersecurity community is divided. Some experts argue that VPN providers must step up their role in cybersecurity, while others believe the focus should remain on individual accountability. The rise in cyber attacks involving VPNs, however, suggests that a compromise may be necessary to ensure that the technology remains a force for good rather than a shield for malicious activities. If cyber attacks involving VPNs continue to increase, VPN providers may face mounting pressure to adopt at least some level of accountability. By implementing moderate, privacy-conscious measures, VPN providers could help prevent cybercriminals from exploiting their networks, allowing VPNs to fulfill their original purpose: protecting users and enhancing online privacy. Personal Opinion Isn’t it ironic? VPNs —the very tools designed to protect our privacy, secure our data, and shield us from prying eyes—are now some of the biggest enablers of cybercrime. VPNs The same encryption that safeguards our information is also being exploited by hackers and malicious actors to launch attacks, hide their tracks, and wreak havoc. We trust VPNs to keep us safe from surveillance and data breaches, yet they’ve become the go-to disguise for cybercriminal. VPNs were built on a promise of safety, yet there’s an ever-growing catalog of cyber-attacks traced back to VPN IP addresses. Think about that: the same platforms people use to protect themselves from online threats are hosting the very networks from which those threats are coming. It’s absurd! Major cyber attacks on banks, healthcare systems, and corporations have VPNs to thank for enabling criminals to bypass location-based security measures. Hackers can now hide in plain sight, bouncing through encrypted servers and masked IPs, all while the VPN providers stand by, washing their hands of any responsibility. It’s time we start asking why these VPN providers aren’t being held accountable. We need to question why they can promote “no-logging” policies and prioritize privacy to the point where it’s hurting the very internet safety they claim to defend. Sure, privacy is essential, but it doesn’t have to mean giving cybercriminals a free pass to exploit these networks unchecked. It’s now time for VPNs to rethink how they operate and consider how they can help protect us not only from surveillance but from the malicious misuse of their own platforms. Whether through regulation or self-imposed standards, VPNs may one day balance their mission of privacy with the imperative of security, allowing users to enjoy online freedom without enabling malicious actors.

The Dual Nature Of VPNs Highlights A Troubling Reality

Dreamforce 2024 pushed the boundaries of what a tech conference can be. The annual event from Salesforce, which had more than 45,000 in attendance this year, showcased cutting-edge AI technology, with the debut of Agentforce as its centerpiece. While tech innovations took center stage, the event also featured some familiar faces. Attendees might have spotted Simone Biles, Kate Hudson, and Matthew McConaughey among the crowd, adding a touch of star power to the venue. On top of that, autonomous robots roamed the conference floors, providing a glimpse into a more automated future. From AI breakthroughs to futuristic demonstrations, these highlights reveal how the conference from Salesforce is shaping the future of business and technology. 1. The introduction of Agentforce: AI Agents are here Salesforce CEO Marc Benioff set the tone for the conference by introducing Agentforce, a platform that enables companies to deploy autonomous AI agents capable of analyzing data, making decisions, and taking action without human intervention. These agents can respond to customer service inquiries, qualify sales opportunities, and optimize marketing campaigns autonomously. Along with the platform, Salesforce also introduced Agent Builder, a low-code tool that allows customers to quickly create and customize their own agents. A successful example is the Sophie agent, created by Saks Fifth Avenue department store, which could be deployed in just one week and is able to perform actions such as arranging product changes without human intervention. “Autonomous AI agents are about to make an impact in the retail world, especially as we head into the holiday season. These smart-systems can tackle tough jobs like automating customer service and streamlining supply chains. This could completely change the way we shop, making it faster, more tailored to our needs, and safer,” said Blake Ellis, Founding Partner at CommerceV3. In Benioff’s words, AI is not just a trending technology, but a crucial solution for the future. “This is our most important Dreamforce yet, you’re going to see technology like you’ve never seen before,” he assured attendees during the inaugural Dreamforce 2024 keynote. In addition, Salesforce launched the Agentforce Partner Network, an ecosystem that provides third-party extensions for use in complex action chains. Launch partners include Amazon Web Services, IBM and Google Cloud, among others. 2. A new era of Slack and AI The tech goliath also announced it has infused AI into Slack, with the integration enabling direct access to Salesforce information without the need for another application. The new Slack interface not only communicates with Agentforce agents, it also interacts with third parties such as Adobe, Anthropic, Cohere, and Perplexity. “We’ve moved beyond collaboration; every day, millions of teams are leveraging purpose-built AI, with customer data, automation, and now agents seamlessly integrated into the flow of work. In today’s increasingly complex work environment, true productivity requires a work operating system built for the future of work, and that is Slack,” said Denise Dresser, CEO of Slack. Other new features include meeting notes, simplified automation, enhanced search, and collections of templates for channels, canvases, lists, and automated workflows. These updates aim to turn Slack into a comprehensive work operating system with accessible data and seamless integrations with other systems. The goal is to improve collaboration and productivity, as studies show that poor collaboration results in the loss of 25 billion hours each year, and AI can save around 12% of that time. 3. Data cloud as the “heartbeat” Salesforce has highlighted the importance of its Data Cloud, calling it the “heartbeat” of its platform and the foundation of its Agentforce. The Data Cloud is capable of processing a staggering 767 billion records per month, and all Salesforce Customer 360 applications, as well as Tableau, have been rewritten to run on it. At the conference, Salesforce announced several new features, including support for unstructured data like audio and video content, a standardized semantic data model for consistent interpretation and use of data, enhanced search capabilities, real-time data triggers to respond to changing customer needs, and improved security and data governance features. “When we encouraged you to use Data Cloud, what we didn’t realize is we were preparing you very well for AI,” Benioff added. 4. The blend of technology, entertainment, and science The conference utilized iconic San Francisco locations like the Salesforce Tower and Oracle Park as venues. It featured a diverse lineup of speakers, including actress Kerry Washington, actor Matthew McConaughey, and primatologist Jane Goodall. In addition to the speaker sessions, the conference included entertainment and celebrity appearances. Musical acts such as Pink, Imagine Dragons, and Japanese pop star Yoshiki performed. Comedian John Mulaney replaced Seth Meyers, who had roasted the conference the previous year. Salesforce also highlighted its technological capabilities by hosting talks from tech industry leaders. This included conversations between Salesforce CEO Marc Benioff and Nvidia CEO Jensen Huang, as well as presentations by AMD CEO Lisa Su, Anthropic president Daniela Amodei, and former Facebook executive Sheryl Sandberg. 5. Salesforce’s Ventures $500M AI fund Salesforce Ventures has announced the creation of a new AI Fund, which will add another $500 million to its existing AI investment fund. This brings the company’s total commitment to AI innovators to $1 billion in the past 18 months. Salesforce Ventures has already invested in over two dozen AI companies, including Anthropic, Cohere, Runway, TogetherAI, Mistral AI, and Hugging Face. The company aims to support dynamic and expansive innovators in winning the market by accelerating their growth through its customer network. “Our expanded investment deepens our commitment to helping the most dynamic and expansive innovators win the market by accelerating their growth through our customer network and delivering trusted AI that earns the confidence of the biggest companies in the world,” added Paul Drews, managing partner of Salesforce Ventures. 6. Lots of autonomous robots This year’s event marked the human-AI collaboration as the core of an exciting era in our daily lives. The integration of autonomous robots throughout the event, demonstrated the potential of AI to work alongside humans, not just as tools, but as partners. When coffee ran out at the park’s main refreshment stand, attendees were directed to another where beverages were served by a robot. Another great example that captured a lot of attention was the presence of autonomous delivery robots. The small and adorable machines navigated the event grounds, disturbing special editions of TIME Magazine’s*“Most Influential People in AI”* to attendees, offering a tangible demonstration of advertising and robotics in action. The robots’ presence highlighted the growing importance of autonomous systems in our daily lives, offering a glimpse into a future where delivery robotics seamlessly integrate into urban environments, potentially revolutionizing everything from local deliveries to advertising. Last Thursday, while participating at the conference, Kiwibot, the company behind the delivery robots, announced its acquisition of Nickelytics in a $25 million deal. This move is effectively turning their fleet of delivery robots into mobile, interactive billboards that hint at innovative new ways brands might engage with consumers in the future. Dreamforce 2024 pushed the boundaries of what a tech conference can be. The annual event from Salesforce, which had more than 45,000 in attendance this year, showcased cutting-edge AI technology, with the debut of Agentforce as its centerpiece. While tech innovations took center stage, the event also featured some familiar faces. Attendees might have spotted Simone Biles, Kate Hudson, and Matthew McConaughey among the crowd, adding a touch of star power to the venue. On top of that, autonomous robots roamed the conference floors, providing a glimpse into a more automated future. From AI breakthroughs to futuristic demonstrations, these highlights reveal how the conference from Salesforce is shaping the future of business and technology. 1. The introduction of Agentforce: AI Agents are here The introduction of Agentforce: AI Agents are here Salesforce CEO Marc Benioff set the tone for the conference by introducing Agentforce , a platform that enables companies to deploy autonomous AI agents capable of analyzing data, making decisions, and taking action without human intervention. These agents can respond to customer service inquiries, qualify sales opportunities, and optimize marketing campaigns autonomously. Agentforce Along with the platform, Salesforce also introduced Agent Builder , a low-code tool that allows customers to quickly create and customize their own agents. introduced Agent Builder A successful example is the Sophie agent, created by Saks Fifth Avenue department store, which could be deployed in just one week and is able to perform actions such as arranging product changes without human intervention. “Autonomous AI agents are about to make an impact in the retail world, especially as we head into the holiday season. These smart-systems can tackle tough jobs like automating customer service and streamlining supply chains. This could completely change the way we shop, making it faster, more tailored to our needs, and safer,” said Blake Ellis, Founding Partner at CommerceV3. In Benioff’s words, AI is not just a trending technology, but a crucial solution for the future. “This is our most important Dreamforce yet, you’re going to see technology like you’ve never seen before,” he assured attendees during the inaugural Dreamforce 2024 keynote. In addition, Salesforce launched the Agentforce Partner Network, an ecosystem that provides third-party extensions for use in complex action chains. Launch partners include Amazon Web Services, IBM and Google Cloud, among others. 2. A new era of Slack and AI A new era of Slack and AI The tech goliath also announced it has infused AI into Slack, with the integration enabling direct access to Salesforce information without the need for another application. The new Slack interface not only communicates with Agentforce agents, it also interacts with third parties such as Adobe, Anthropic, Cohere, and Perplexity. “We’ve moved beyond collaboration; every day, millions of teams are leveraging purpose-built AI, with customer data, automation, and now agents seamlessly integrated into the flow of work. In today’s increasingly complex work environment, true productivity requires a work operating system built for the future of work, and that is Slack,” said Denise Dresser, CEO of Slack. Other new features include meeting notes, simplified automation, enhanced search, and collections of templates for channels, canvases, lists, and automated workflows. These updates aim to turn Slack into a comprehensive work operating system with accessible data and seamless integrations with other systems. The goal is to improve collaboration and productivity, as studies show that poor collaboration results in the loss of 25 billion hours each year , and AI can save around 12% of that time. 25 billion hours each year 3. Data cloud as the “heartbeat” Data cloud as the “heartbeat” Salesforce has highlighted the importance of its Data Cloud, calling it the “heartbeat” of its platform and the foundation of its Agentforce. The Data Cloud is capable of processing a staggering 767 billion records per month, and all Salesforce Customer 360 applications, as well as Tableau, have been rewritten to run on it. At the conference, Salesforce announced several new features , including support for unstructured data like audio and video content, a standardized semantic data model for consistent interpretation and use of data, enhanced search capabilities, real-time data triggers to respond to changing customer needs, and improved security and data governance features. Salesforce announced several new features “When we encouraged you to use Data Cloud, what we didn’t realize is we were preparing you very well for AI,” Benioff added. 4. The blend of technology, entertainment, and science The blend of technology, entertainment, and science The conference utilized iconic San Francisco locations like the Salesforce Tower and Oracle Park as venues. It featured a diverse lineup of speakers, including actress Kerry Washington, actor Matthew McConaughey, and primatologist Jane Goodall. In addition to the speaker sessions, the conference included entertainment and celebrity appearances. Musical acts such as Pink, Imagine Dragons, and Japanese pop star Yoshiki performed. Comedian John Mulaney replaced Seth Meyers, who had roasted the conference the previous year. Salesforce also highlighted its technological capabilities by hosting talks from tech industry leaders. This included conversations between Salesforce CEO Marc Benioff and Nvidia CEO Jensen Huang, as well as presentations by AMD CEO Lisa Su, Anthropic president Daniela Amodei, and former Facebook executive Sheryl Sandberg. 5. Salesforce’s Ventures $500M AI fund Salesforce’s Ventures $500M AI fund Salesforce Ventures has announced the creation of a new AI Fund, which will add another $500 million to its existing AI investment fund. This brings the company’s total commitment to AI innovators to $1 billion in the past 18 months. Salesforce Ventures has already invested in over two dozen AI companies, including Anthropic, Cohere, Runway, TogetherAI, Mistral AI, and Hugging Face. The company aims to support dynamic and expansive innovators in winning the market by accelerating their growth through its customer network. “Our expanded investment deepens our commitment to helping the most dynamic and expansive innovators win the market by accelerating their growth through our customer network and delivering trusted AI that earns the confidence of the biggest companies in the world,” added Paul Drews, managing partner of Salesforce Ventures. 6. Lots of autonomous robots Lots of autonomous robots This year’s event marked the human-AI collaboration as the core of an exciting era in our daily lives. The integration of autonomous robots throughout the event, demonstrated the potential of AI to work alongside humans, not just as tools, but as partners. When coffee ran out at the park’s main refreshment stand, attendees were directed to another where beverages were served by a robot. Another great example that captured a lot of attention was the presence of autonomous delivery robots. The small and adorable machines navigated the event grounds, disturbing special editions of TIME Magazine’s* “Most Influential People in AI” * to attendees, offering a tangible demonstration of advertising and robotics in action. “Most Influential People in AI” The robots’ presence highlighted the growing importance of autonomous systems in our daily lives, offering a glimpse into a future where delivery robotics seamlessly integrate into urban environments, potentially revolutionizing everything from local deliveries to advertising. Last Thursday, while participating at the conference, Kiwibot , the company behind the delivery robots, announced its acquisition of Nickelytics in a $25 million deal . This move is effectively turning their fleet of delivery robots into mobile, interactive billboards that hint at innovative new ways brands might engage with consumers in the future. Kiwibot announced its acquisition of Nickelytics in a $25 million deal

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