# Efficiency Related Articles

HTX News Center provides the latest articles and in-depth analysis on "Efficiency", covering market trends, project updates, tech developments, and regulatory policies in the crypto industry.

Multicoin Co-founder: Is Decentralization Always Slower Than Centralization? PropAMM Is Breaking This Bias

In a recent article, Multicoin Capital co-founder Kyle Samani argues that PropAMM (Proactive Automated Market Maker) on Solana represents one of the most significant innovations in market microstructure in decades. It challenges the long-held belief that decentralized systems are inherently slower than centralized ones due to global node communication. In traditional centralized exchanges (CEXs), market makers co-locate servers and engage in constant bidirectional communication with the exchange to update orders, resulting in latency. In contrast, PropAMM runs market-making algorithms directly on the Solana blockchain, eliminating the need for inter-server messaging. Price updates occur within the same physical silicon, drastically reducing latency. PropAMM already offers narrower spreads for SOL-USDC spot trading than major CEXs. Samani predicts it will dominate on-chain trading across spots, perpetuals, and prediction markets in 2024. Current challenges include non-deterministic routing and lack of guaranteed best execution for takers, but solutions from aggregators like Jupiter and dFlow are expected. Upcoming Solana upgrades—such as higher compute limits, reduced slot times, and lower network latency—will further enhance PropAMM performance, solidifying its advantage over traditional systems.

marsbit03/13 06:22

Multicoin Co-founder: Is Decentralization Always Slower Than Centralization? PropAMM Is Breaking This Bias

marsbit03/13 06:22

A Person Who Can't Code Single-Handedly Handled All of Anthropic's Growth Marketing for Ten Months

Anthropic, a company valued at $380 billion, had a single non-technical growth marketer, Austin Lau, managing all performance marketing channels—paid search, paid social, app store optimization, email marketing, and SEO—for nearly ten months. Despite having no coding experience, Lau used Claude Code to automate key workflows. He built a Figma plugin to generate hundreds of creative ad variants in seconds instead of 30 minutes, and created a Google Ads automation tool that drafts compliant ad copy and exports it for upload. He also integrated Claude with Meta’s Ads API to analyze campaign performance in real-time and built a memory system to inform future A/B tests. As a result, ad creation time dropped from 2 hours to 15 minutes, and creative output increased tenfold. Anthropic’s internal case study highlights how AI is erasing the barrier between technical and non-technical roles, enabling individuals to achieve output comparable to full teams. The key to scaling efficiency lies in identifying repetitive tasks, breaking them into sub-tasks handled by specialized AI agents, and designing systematic workflows—not in having advanced technical skills.

marsbit03/12 09:45

A Person Who Can't Code Single-Handedly Handled All of Anthropic's Growth Marketing for Ten Months

marsbit03/12 09:45

Kyle Samani Is Back: This Time, We're Outperforming CEX in Efficiency!

Kyle Samani, former co-founder of Multicoin Capital, has returned to advocate for PropAMM, a breakthrough in market microstructure innovation on Solana. He argues that PropAMM could surpass traditional centralized exchanges (CEXs) in efficiency by hosting market maker algorithms directly on the blockchain, eliminating latency from bidirectional communication between exchanges and market makers. In CEXs, market makers co-locate servers and constantly exchange data with the exchange, leading to delays. In contrast, PropAMM runs algorithms on the same physical hardware as the Solana blockchain, allowing price updates to occur almost instantaneously within the same silicon chip. This reduces latency significantly compared to traditional systems. Currently, PropAMM already offers narrower spreads for SOL-USDC spot trading than major CEXs. Samani expects it to dominate on-chain trading this year, including spots, perpetuals, and prediction markets. Challenges remain in ensuring best execution for takers due to private algorithms and non-deterministic routing, but solutions from aggregators like Jupiter and dFlow are anticipated. Upcoming Solana upgrades—such as higher compute limits, reduced slot times, and lower network latency—will further enhance PropAMM performance, solidifying its advantage over CEXs.

marsbit03/12 03:51

Kyle Samani Is Back: This Time, We're Outperforming CEX in Efficiency!

marsbit03/12 03:51

Kyle Samani Is Back: This Time, We're Going to Outcompete CEX in Efficiency!

Kyle Samani, former co-founder of Multicoin Capital, has returned to advocate for PropAMM, a Solana-based innovation he claims is one of the most significant advancements in market microstructure in decades. He argues that by hosting market maker algorithms directly on-chain, PropAMM eliminates the latency inherent in traditional centralized exchanges (CEXs), where constant data exchange between market makers and the exchange server is required. On Solana, pricing updates occur within the same physical silicon, drastically reducing delays. PropAMM already dominates SOL-USDC spot trading on Solana with tighter spreads than major CEXs. Samani predicts it will become the dominant model for on-chain spot, perpetuals, and prediction markets this year. Current challenges include ensuring best execution for takers due to private algorithms and non-deterministic routing, but solutions from aggregators like Jupiter and dFlow are expected. Upcoming Solana upgrades—such as higher compute limits, reduced slot times, and lower network latency—will further enhance PropAMM performance, solidifying its efficiency advantage over CEXs.

Odaily星球日报03/12 03:42

Kyle Samani Is Back: This Time, We're Going to Outcompete CEX in Efficiency!

Odaily星球日报03/12 03:42

Ending 'Subsidized Growth': The Logic of Ultimate Capital Efficiency Behind Berachain's 'Fiscal' Reform

Berachain has implemented a major reform of its Proof-of-Liquidity (PoL) mechanism, reducing the annual inflation rate of its non-transferable governance token $BGT from 8% to 5%—a 46% cut in emissions. This move, described as a "fiscal reform," signals the end of the initial subsidy-driven growth phase and a shift toward a more capital-efficient economic model. The update also involves removing around 200 underperforming reward vaults and introducing stricter, performance-based criteria for vault eligibility. Key tokens in the PoL system include $BERA (gas token), $HONEY (native stablecoin), and $BGT (governance token). The reforms aim to enhance the value and utility of $BGT by directing incentives toward protocols that demonstrate real user activity, sustainable demand, and measurable contributions to the ecosystem—such as boosting transaction volume or deepening liquidity. This restructuring is designed to prioritize quality over quantity, encouraging projects with stronger product-market fit and business models. By making $BGT emissions more scarce and targeted, Berachain aims to build a self-sustaining economy where incentives function as productive capital rather than subsidies, ultimately supporting long-term growth and value creation for token holders.

marsbit03/10 04:32

Ending 'Subsidized Growth': The Logic of Ultimate Capital Efficiency Behind Berachain's 'Fiscal' Reform

marsbit03/10 04:32

On-Chain Economy: Past, Present, and Future

On-Chain Economy: Past, Present, and Future In 2014, before "Web3" became synonymous with blockchain and crypto assets, the core vision revolved around smart contracts and their potential to enable a self-managing decentralized network. This early idea evolved into the concept of a Smart Economy, where autonomous economic coordination could flourish. Today, Web3 is rapidly growing, largely driven by decentralized finance (DeFi). Stablecoins serve as global settlement tools, and crypto assets have reshaped public understanding of money. Beneath these developments lies a fundamental improvement in financial efficiency. At the same time, AI has moved from abstract concept to daily reality. While many see AI as a productivity tool, its deeper role is that of a new financial efficiency paradigm. By increasing productivity, AI raises the value of attention even during non-working hours, making it a natural core component of the next-generation on-chain economy. The future on-chain economy will be defined by three core features: 1. Minimal human involvement: Humans act as intent providers, while AI handles analysis, execution, and feedback. 2. Complete trustlessness: Systems must be fully secure and trustless. 3. Extreme efficiency: AI will push capital utilization to unprecedented levels. Key enabling technologies include rapidly evolving AI models, intent-based AI agents, agent networks, privacy-preserving tech like ZKP and FHE, enhanced security components, and sustainable monitoring systems. The convergence of AI and blockchain will lead to an organic, self-evolving, and autonomous on-chain economy—what we call the Intelligent Sensible Economy. This is not just a faster system but a structural shift: from human-centered operations to collaboratively intelligent networks. The economy begins to exhibit life-like traits, responding to data, adapting, and self-optimizing. This transformation raises a fundamental question: as systems become self-learning and self-coordinating, are we still building an economy—or a new form of intelligent life?

marsbit03/06 08:23

The Stronger AI Gets, The More Tired People Become: 'Anxiety' Becomes the Norm for Companies and Employees

Amidst promises of liberation, AI coding tools like Claude Code and Codex are instead fueling widespread workplace anxiety and a "productivity obsession." While over 40% of C-suite executives claim AI saves them at least 8 hours weekly, 67% of non-managerial staff report saving less than two hours—or none. Studies reveal that even as AI handles more tasks, working hours are increasing. This anxiety is top-down: executives like Intuit’s CTO code at 5 a.m. with AI, while CEOs monitor usage bills to gauge effort. Employees face量化管理, tracked on daily AI interactions, leading to burnout and "AI fatigue." The gap between leadership’s staff experience is stark, with executives enjoying hands-on prototyping while employees bear转型成本 and job insecurity. Researchers note "task expansion" – non-technical staff generate code, but engineers clean up, increasing workloads. The risk? A surge in "busyware": low-value projects that consume resources but add little. True efficiency may lie not in building more, but in questioning what shouldn’t be built at all.

marsbit03/02 02:04

The Stronger AI Gets, The More Tired People Become: 'Anxiety' Becomes the Norm for Companies and Employees

marsbit03/02 02:04

Is XRP More Sustainable Than Bitcoin? Energy Consumption Difference Sparks Debate

A new report from Bullrunners has reignited the debate between Bitcoin and XRP, focusing on their vastly different energy consumption. The analysis claims that XRP’s entire network consumed only $73,000 worth of electricity in a year, while Bitcoin used over $10 billion during the same period. A single Bitcoin transaction consumes between 1,100 and 1,400 kWh—enough to power an average U.S. household for 38 to 49 days. In contrast, an XRP transaction uses just 0.0079 kWh, comparable to powering a light bulb for a few seconds. The report concludes that XRP uses 99.999% less energy than Bitcoin. This disparity stems from their consensus mechanisms: Bitcoin relies on energy-intensive Proof of Work (PoW) mining, while XRP uses the XRP Ledger Protocol Consensus, where trusted nodes validate transactions without mining. The findings sparked intense community reactions. Bitcoin supporters argue its energy use is essential for security and decentralization, while XRP advocates highlight its superior energy efficiency compared to both Bitcoin and Ethereum, even after Ethereum’s switch to Proof of Stake (PoS).

bitcoinist02/28 01:02

Is XRP More Sustainable Than Bitcoin? Energy Consumption Difference Sparks Debate

bitcoinist02/28 01:02

Former Twitter Co-founder's Sincere Layoff Letter: AI Can Do Your Job, You Can Go Now

Block, the financial technology company led by Twitter co-founder Jack Dorsey, saw its stock surge 25% after announcing plans to lay off nearly half its workforce—cutting 10,000 employees down to 6,000. The move added approximately $3 billion in market value, equating to about $750,000 per terminated employee. Dorsey attributed the cuts directly to AI, stating that “intelligence tools” enable smaller teams to achieve more with greater efficiency. He emphasized that the decision was intentional and immediate, avoiding prolonged uncertainty. Unlike typical corporate messaging that obscures layoffs with strategic jargon, Dorsey was explicit: AI can now do many jobs better and cheaper. The company had expanded rapidly during the pandemic, tripling in size since 2019. Now, much of that growth is being reversed under the banner of AI-driven efficiency. Dorsey’s approach mirrors actions taken by Elon Musk at Twitter (now X), but with a key difference: Block paired the layoffs with strong financial results and a clear AI transformation narrative, which investors rewarded. Internally, the transition has been turbulent. Employees were recently mandated to use AI tools and required to email Dorsey weekly summaries of their contributions—summaries he processed using AI. Many expressed low morale and job insecurity. Despite offering relatively generous severance, Dorsey’s blunt honesty underscores a harsh new truth: proficiency in AI or proving one’s value may not guarantee job security if companies prioritize cost-cutting through automation. Dorsey predicts most companies will follow suit within a year. For workers, the message is clear: as AI reshapes work, relying solely on a single employer carries increasing risk.

marsbit02/27 03:15

Former Twitter Co-founder's Sincere Layoff Letter: AI Can Do Your Job, You Can Go Now