# Сопутствующие статьи по теме Token

Новостной центр HTX предлагает последние статьи и углубленный анализ по "Token", охватывающие рыночные тренды, новости проектов, развитие технологий и политику регулирования в криптоиндустрии.

From Power Infrastructure to Token Economy: The 'Seven-Layer Cake' of the AI Industry Chain

From Power Grid to Token Economy: The AI Industry's "Seven-Layer Cake" The AI industry is shifting from a "model-centric" paradigm focused on massive training to a "token-centric" industrial era driven by inference demand. This new phase revolves around the production, distribution, scheduling, and consumption of tokens—the units of computation used by AI agents for every interaction and task. The article proposes a "seven-layer cake" framework for the AI economy: 1. **Power**: The foundational energy source, with competition shifting to securing stable, low-cost electricity. 2. **AIDC (AI Data Centers)**: Large-scale "Token factories." A trend toward smaller, modular, and regionally deployed AI Factories is emerging for efficiency and proximity to users. 3. **GPU**: The core production hardware for tokens. While NVIDIA dominates, competition exists from AMD, ASIC makers, and Chinese chipmakers, with a growing focus on inference efficiency. 4. **LLMs**: The "engines" that generate tokens. The competition is evolving beyond model size to prioritize factors like token cost, inference efficiency, and operational synergy with infrastructure. 5. **Token Distribution**: The "grid" that allocates and rents out compute resources, led by cloud giants and specialized AI-native platforms. 6. **Token Optimization & Intelligent Scheduling**: The critical "brain" layer that intelligently routes tasks (e.g., to local, cloud, or edge models) for optimal cost, latency, and privacy—maximizing the value of each token. 7. **AI Agents & Models**: The end consumers of tokens. The vision involves billions of AI agents working and interacting concurrently, consuming vast amounts of tokens. Currently, the industry faces fragmentation and inefficiencies between these layers. The true "mass adoption era" of AI will begin only when this seven-layer infrastructure is fully integrated and operates as a cohesive, intelligent network—transforming AI from a software tool into a global industrial system spanning energy, hardware, and compute logistics.

marsbit05/26 05:43

From Power Infrastructure to Token Economy: The 'Seven-Layer Cake' of the AI Industry Chain

marsbit05/26 05:43

How an Anthropic Engineer Saved 300 Million Tokens in a Week: A Claude Code Caching Guide

Anthropic engineers reveal how prompt caching in Claude Code dramatically reduces token consumption. By reusing already-processed context, cached tokens cost only 10% of regular input tokens. The author saved over 300 million tokens in a week, with 91 million cached tokens in a single day counted as roughly 9 million for billing. Caching works via prefix matching across three layers: system (instructions, tools), project (CLAUDE.md, rules), and conversation (chat history). As long as the beginning of a request matches cached content, Claude reuses it instead of reprocessing. Key points for users: - Claude Code's cache TTL is 1 hour (vs. 5 minutes for API/Sub-agents). Avoid pausing a session beyond this. - Switching models (including enabling "Opus plan" mode) breaks cache, forcing a full reprocess. - For task switching, use a clear session handoff instead of letting an old session expire. - Place large documents in Projects, not directly in chat, for better caching. High cache reuse benefits both users (longer sessions) and Anthropic (lower costs). Monitoring cache hit rates is crucial internally. By managing context as an asset and avoiding cache-breaking habits, users can make their Claude Code sessions more efficient and cost-effective.

marsbit05/24 00:36

How an Anthropic Engineer Saved 300 Million Tokens in a Week: A Claude Code Caching Guide

marsbit05/24 00:36

With Ozak AI Now Above $7 Million Raised, Analysts Warn That Remaining Presale Allocation Could Shrink Rapidly as Late Buyers Rush To Secure Positions.

Ozak AI is experiencing significant presale momentum, having raised over $7 million across its phases. Currently in its 7th presale stage priced at $0.014, analysts warn the remaining allocation is shrinking rapidly as late buyers rush to secure tokens before the price increases and it lists on major exchanges with a target of $1. Demand is driven by its advanced AI technology, which uses specialized multi-agent systems for real-time blockchain data analysis, predictive tools, and personalized AI agents. Early investors have seen substantial returns, with gains up to 1300%. The project is also strengthening its ecosystem through key partnerships. With limited supply and high demand, analysts suggest the current presale offers a final opportunity for investors before potential significant price appreciation post-listing.

TheNewsCrypto05/23 08:02

With Ozak AI Now Above $7 Million Raised, Analysts Warn That Remaining Presale Allocation Could Shrink Rapidly as Late Buyers Rush To Secure Positions.

TheNewsCrypto05/23 08:02

With Presale Funding Now Above $7 Million, Ozak AI Enters a New Growth Phase Marked by Steady Capital Inflows

Ozak AI ($OZ) has surpassed $7 million in its presale, marking a significant growth phase and shifting investor focus from speculative meme coins to utility-driven AI projects. The project combines AI technology with Decentralized Physical Infrastructure Networks (DePIN) to build infrastructure for smart analytics and automation in decentralized systems. The OZ token, priced at $0.014 in the current presale stage, is designed for staking, governance, and network expansion, aligning user incentives with long-term development. Sustained capital inflows and diminishing token supply indicate strong, conviction-based investor demand. This milestone reflects a broader market trend favoring foundational projects with clear utility over short-term speculation, positioning Ozak AI ahead of its anticipated public exchange listing.

TheNewsCrypto05/22 16:02

With Presale Funding Now Above $7 Million, Ozak AI Enters a New Growth Phase Marked by Steady Capital Inflows

TheNewsCrypto05/22 16:02

Token Packages Are Here, Are Telecom Operators in a Hurry?

Major Chinese telecom operators are launching token-based AI computing packages, sparking public debate and highlighting a strategic shift amid slowing traditional revenue growth. In May, Shanghai Telecom introduced token plans (e.g., 9.9 RMB for 10 million tokens), quickly followed by nationwide offerings from China Telecom, China Mobile, and China Unicom. While priced higher than major AI firms like DeepSeek, these packages allow users to access multiple AI models via API using their phone bills, similar to purchasing universal mobile data. The move reflects operators' anxiety as traditional voice, SMS, and data services stagnate. With revenue growth hitting multi-year lows in 2025, AI and computing power represent a critical new frontier. However, current C端 offerings, such as AI photo editing or virtual pets, are seen as non-essential and highlight operators' role as "pipes" or integrators rather than creators of compelling AI products. Beyond consumer packages, operators aim to become key infrastructure players in China’s national computing power network. They position themselves as the "power grid" delivering AI算力, leveraging their vast network of base stations to ensure low-latency, reliable coverage, especially for applications like autonomous driving. This infrastructure role, coupled with unified national调度, could make算力 a ubiquitous utility, driving new consumption scenarios even if mass adoption of token packages remains uncertain.

marsbit05/22 10:15

Token Packages Are Here, Are Telecom Operators in a Hurry?

marsbit05/22 10:15

A $50 Million Funding Round Ignites Airdrop Expectations, Making Variational the New Focus in Perp DEX

Perp DEX Variational has become a focal point in the airdrop community following its announcement of a $50 million Series A funding round led by Dragonfly Capital, with participation from Bain Capital Crypto and CoinBase Ventures. The news caused a significant pre-market price surge. Variational is a zero-fee perpetual decentralized exchange built on Arbitrum, notable for its "brokerage-style" model that aggregates liquidity from various sources. It currently ranks fourth in open interest among Perp DEXs and is the only top-five platform yet to issue a token. The primary way for users to participate is through its "Trade to Earn" points program, designed to reward organic trading activity. The system includes benefits for early users, a tiered rewards structure based on trading volume, and a referral program. The platform has committed to allocating approximately 50% of its token supply to the community. While an exact Token Generation Event (TGE) date has not been announced, official documentation indicates the points program will run at least until the end of Q3 2026. Prediction markets currently suggest a TGE is more likely in Q4 2026.

marsbit05/21 02:04

A $50 Million Funding Round Ignites Airdrop Expectations, Making Variational the New Focus in Perp DEX

marsbit05/21 02:04

Ozak AI’s Advance Toward $7 Million Is Prompting Late Buyers to Reconsider Delayed Entry Decisions.

The Ozak AI token presale has accelerated, raising over $7.2 million and entering its 7th phase priced at $0.014. This rapid momentum, marked by a 14x increase from its initial $0.001 launch price, is prompting late investors to reconsider delaying entry as the presale nears its final stages. The project's advanced predictive AI technology, including automated research and smart contract execution, along with security audits from CertiK and Sherlock, is cited as key to its long-term potential. Strategic partnerships with entities like Mira and Mind AI further strengthen its ecosystem. With analysts projecting a target listing price of $1, investors are rushing to secure tokens in the current phase to potentially realize significant gains before the anticipated exchange listing.

TheNewsCrypto05/20 15:25

Ozak AI’s Advance Toward $7 Million Is Prompting Late Buyers to Reconsider Delayed Entry Decisions.

TheNewsCrypto05/20 15:25

Can Alibaba Cloud Rewrite Itself?

Over the past five months, Alibaba Cloud's MaaS (Model as a Service) revenue has surged 15x, marking a strategic overhaul where the company is shifting its 17-year-old system designed for "humans using cloud" to a new paradigm centered on "Agents consuming Tokens." At its recent summit, Alibaba Cloud announced a full-stack upgrade encompassing "chip-cloud-model-inference," all optimized for AI Agents. Key launches include the new AI product portal "QianWen Cloud," hyper-node servers powered by the in-house AI chip Zhenwu M890, and the latest flagship model, Qwen3.7-Max. Senior VP Liu Weiguang described this as building "China's largest AI factory," where chips are raw materials, the cloud is the workshop, models are machines, and the inference platform is the assembly line, with Tokens as the final product. The company is now emphasizing its chip strategy, unveiling the Zhenwu M890 and a two-year roadmap for future chips. With over 560,000 chips deployed across 400+ clients, Alibaba Cloud aims to control the marginal cost per Token, mirroring Google's integration of TPU and Gemini for optimal cost-performance. The cloud infrastructure itself is being rewritten. Traditional cloud interfaces are being transformed into standardized, Agent-callable Skills. A new scheduling logic focuses on "task scheduling" over "resource scheduling" to handle the unpredictable, elastic workloads of Agents. Liu noted that AI applications now automatically provision cloud resources, with one customer's daily automated provisioning equaling two weeks of manual work. For models, the focus has shifted from conversational prowess to execution capability. Qwen3.7-Max demonstrated this by autonomously writing and optimizing a production-grade AI compute kernel for the new Zhenwu M890 chip over 35 hours, achieving a 10x performance improvement. The underlying Bailian platform was upgraded for efficiency, and it maintains an open ecosystem, hosting third-party models. This restructuring extends beyond technology to sales, organization, and metrics. Alibaba Cloud has established dedicated MaaS sales teams, separated from traditional IaaS, with new KPIs focusing on high-quality Tokens that solve real problems, the number of core business systems integrated with models, and the efficiency of Agent task completion. The underlying bet is clear: AI represents an opportunity orders of magnitude larger than before. Despite the uncertainty, Alibaba Cloud is aggressively rebuilding its entire system, betting on an AI-driven future where Tokens could become its largest product line.

marsbit05/20 10:22

marsbit05/20 10:22

As Presale Funding Nears $7.2 Million, Ozak AI’s Early Pricing Window Begins to Narrow

The early pricing window for Ozak AI's (OZ) token presale is closing as funding approaches $7.2 million, having sold over 1.2 billion tokens. The current price is $0.014, which is 14 times higher than the initial Phase 1 price. The project highlights a potential future listing price of up to $1, representing a 71x gain from the current offer. The project's growth is driven by its decentralized AI technology platform, specifically the Ozak Streaming Network (OSN), which aggregates real-time financial data for decision-making. Strategic partnerships, such as with Meganet, aim to enhance its computing capabilities and long-term sustainability. The next phase is the public exchange listing, which could significantly increase the token's value.

TheNewsCrypto05/19 18:01

As Presale Funding Nears $7.2 Million, Ozak AI’s Early Pricing Window Begins to Narrow

TheNewsCrypto05/19 18:01

China Mobile Launches Token-Included Phone Plan

China's three major telecom operators—China Telecom, China Mobile, and China Unicom—have simultaneously launched nationwide "Token packages" for consumers. Starting from as low as 9.9 RMB per month for 10 million tokens, these plans allow direct payment via phone bills, positioning AI usage tokens as a new type of basic telecom commodity akin to traditional data or call packages. Each operator has adopted slightly different strategies: China Telecom offers tiered personal and enterprise plans bundled with bandwidth and security services; China Mobile integrates tokens with cloud computing packages and partners with Tencent; while China Unicom provides free trial tokens and team plans. Despite minor price variations, their core approach is unified: selling computational tokens directly to their massive combined user base of over 1.7 billion subscribers. The significance lies not in groundbreaking pricing but in the unparalleled distribution channel. By embedding token sales into existing billing systems, operators are demystifying AI access, transforming tokens from a niche developer resource into a mainstream utility. This collective move by state-backed carriers signals a strategic industry shift from "traffic management" to "computing power management," potentially reshaping the AI API market landscape and making token purchases as simple as topping up phone credit.

marsbit05/19 11:43

China Mobile Launches Token-Included Phone Plan