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AWS Introduces Prompt Routing & Caching for Bedrock LLM Service

2024-12-04

As businesses transition from experimenting with generative AI in limited prototypes to full-scale production, a significant shift in mindset is occurring - a growing emphasis on cost consciousness. After all, using large language models comes with a price tag. Two key strategies to reduce costs have emerged: caching and intelligent prompt routing. AWS, at its re:invent conference in Las Vegas, has announced these features for its Bedrock LLM hosting service.

Unlock Cost Savings with AWS Bedrock's Innovative Features

Caching Service - Reducing Costs and Latency

Imagine a scenario where there is a crucial document, and numerous people keep asking questions about it. Each time, there is a cost associated with the model processing these queries. With caching, this repetitive work is avoided. As Atul Deo, the director of product for Bedrock, explains, "Every single time you're paying." But caching ensures that the model doesn't have to reprocess the same (or substantially similar) queries over and over again. According to AWS, this can lead to a remarkable cost reduction of up to 90%. Moreover, the latency for getting answers back from the model is significantly lowered, by up to 85% in some cases. Adobe, which tested prompt caching for its generative AI applications on Bedrock, witnessed a 72% decrease in response time. This shows the practical benefits of caching in real-world scenarios.

Intelligent Prompt Routing - Balancing Performance and Cost

Sometimes, our queries can be quite simple. Do we really need to send such queries to the most powerful and expensive model? Probably not. With intelligent prompt routing for Bedrock, the system automatically predicts how each model in the same family will perform for a given query and routes the request accordingly. This helps businesses strike the right balance between performance and cost. As Deo explains, "At run time, based on the incoming prompt, send the right query to the right model." While LLM routing is not a new concept, AWS claims that what sets its offering apart is its ability to intelligently direct queries without extensive human input. However, it is limited to routing queries within the same model family for now. In the long run, the team plans to expand this system and provide users with more customization options.

New Bedrock Marketplace - Supporting Specialized Models

While Amazon is partnering with major model providers, there are now hundreds of specialized models with only a few dedicated users. AWS is addressing this by launching a new marketplace for Bedrock. Deo explains that customers are asking the company to support these models, and now they have a dedicated marketplace. In this marketplace, users will have to manage and provision the capacity of their infrastructure themselves, which is typically handled automatically by Bedrock. AWS will offer about 100 of these emerging and specialized models initially, with more to come in the future. This provides businesses with more options and flexibility in choosing the right models for their specific needs.

With the rapid evolution of technology, the integration of artificial intelligence (AI) and blockchain has given rise to a new era of cryptocurrency. Among the plethora of tokens available, JetBolt, Fetch.ai, Bittensor, Arkham, Qubic, Golem, BasedAI, Chromia, Marlin, and ChainGPT have emerged as leaders in this domain. Each token brings its unique set of features and capabilities, shaping the future of the cryptocurrency market.

Revolutionize Your Crypto Portfolio with Top AI Coins

JetBolt (JBOLT): Redefining the Crypto Landscape

JetBolt stands out as a next-gen altcoin, leveraging zero-gas technology and an AI-driven blockchain news aggregation platform. Built on the Skale Network, it eliminates the burden of high gas fees, making it a game-changer for DeFi, NFT applications, and Web3 projects. Transactions are lightning-fast, with instant finality, enhancing user efficiency and security. Moreover, its easy staking program allows holders to earn additional rewards by connecting and interacting with friends. During its ongoing presale, early adopters can enjoy up to 25% bonus tokens by purchasing Alpha Box bulk packages. Since its launch, JetBolt has sold over 100 million tokens, attracting the attention of crypto buyers and whales alike.

Artificial Superintelligence Alliance (FET): Pioneering AI in Blockchain

Fetch.ai, launched through an Initial Exchange Offering (IEO) on Binance in March 2019, is an AI-backed Blockchain using Proof of Stake based on Cosmos’ Tendermint consensus mechanism. It combines AI and DAG, trading at $1.91 today and rising by 65.66% over the past month. With a $4.65 billion market cap, FET is at the forefront of AI-driven blockchain innovation.

Bittensor (TAO): Empowering Distributed AI

Currently priced at $635.96 and climbing by 46.05% over the past month, Bittensor is a decentralized network that enables novel strategies for the development and distribution of AI technology. By powering the potential of a distributed ledger, it is shaping the future of AI in the blockchain space. With a market cap of $4.69 billion, TAO is making significant strides.

Arkham (ARKM): Unveiling Blockchain Anonymity

Priced at $2.40 today and showing an 18.87% price increase in the past 7 days, Arkham uses an AI engine to deanonymize blockchain and on-chain data. Its platform is invaluable for tracing illicit funds, identifying fraud perpetrators, and investigating cybercrime cases.

Qubic (QUBIC): Transforming Cryptocurrency with AI

Qubic is a blockchain platform designed to revolutionize the cryptocurrency landscape. Through its AI-driven training and quorum-based computation system, it eliminates transaction fees, enhances scalability, and strengthens security. Currently valued at $0.054721 and with a 215.27% price increase this month, Qubic is a force to be reckoned with.

Golem (GLM): Unlocking Computational Power

Golem is a blockchain-powered platform that enables users to buy and sell computational power for various applications like AI and cryptocurrency mining. Priced at $0.5009 and climbing by 80.84% this month, with a $499.10 million market cap, it is a key player in the blockchain ecosystem.

BasedAI (BASEDAI): Leveraging Blockchain for AI

Currently priced at $8.46 and jumping by 251.41% this month, BasedAI is a decentralized AI platform that uses Brain Credits as digital tokens to enhance user engagement. With a market cap of $288.51 million, it is at the forefront of blockchain-based AI innovation.

Chromia (CHR): Facilitating Peer-to-Peer Transactions

Chromia is a native cryptocurrency used for peer-to-peer transactions on the relational Chromia blockchain platform. Recently partnered with Elfa, an AI-powered social platform, it helps users navigate the dynamic world of cryptocurrency. Priced at $0.3396 and rising by 45.83% in the past 7 days, with a $290.15 million market cap and a circulating supply of 825 million tokens, it is a significant player.

Marlin (POND): Enhancing Web 3.0 with AI

Marlin is a decentralized blockchain infrastructure provider designed for enhancing Web 3.0 applications. Utilizing AI for liquidity management, price prediction, and ecosystem optimization, it is priced at $0.02019 and climbed by 111.82% over the past month. With a $169.7 million market cap and a circulating supply of 10 billion tokens, it is making a mark in the blockchain space.

ChainGPT (CGPT): Specialized in Web3 and AI

Named after the popular AI chatbot, ChainGPT is built on datasets specific to Web3, blockchain, cryptocurrency, and AI industries. Its AI solutions include NFT Generator, smart contracts, security extension, auditor, analytics, and more. Trading at $0.2259 and with a 107.19% price increase this month, it has a current market cap of $168.77 million.In Summary: Best AI Coins For the Bull RunThis article explored the best assets and unique functions of the top 10 AI-powered cryptocurrency coins for the bull run: JetBolt, FET, Bittensor, Arkham, Qubic, Golem, BasedAI, Chromia, Marlin, and ChainGPT. JetBolt shines with its zero-gas technology, AI-powered news aggregation tool, and other innovative features.Learn more about JetBolt’s game-changing attributes and presale details through its official website.Please note that this article does not provide financial advice. Always conduct your own in-depth research before making any cryptocurrency-related decisions. Cryptocurrencies are highly volatile and carry risks.

Currently, Bitcoin is stealing the show in the crypto realm. And it's well-deserved. After the U.S. presidential election, Bitcoin witnessed a remarkable nearly 40% surge and has now gained an astonishing 128% for the year. Additionally, it's hovering close to the psychologically significant $100,000 price mark.

Uncover the Potential of Bittensor in 2025

What is Bittensor?

Bittensor is an open source protocol designed for the establishment of decentralized machine learning networks. The Bittensor token, known as TAO, serves as the medium for buying and selling digital commodities within the Bittensor ecosystem. These digital commodities are all AI-related, encompassing elements like computing power, data, and machine learning models.It's crucial to understand that Bittensor can be viewed as a digital currency utilized to acquire AI products and services. Instead of being priced in dollars, these goods and services are denominated in TAO. To obtain these goods and services, one needs to possess some TAO.As the total value of the Bittensor AI ecosystem expands, the value of this currency increases. This phenomenon effectively explains why Bittensor has witnessed a meteoric rise in value over the past 18 months. In March 2023, a TAO token was worth only $100. Today, it commands a value of over $650, representing a staggering 550% gain. The rapid growth of AI can be attributed to this remarkable ascent.

The Convergence of AI and Crypto

Bittensor symbolizes the convergence of AI and crypto. This is a significant concept that Cathie Wood of Ark Invest detailed in her "Big Ideas" report for 2024. As she highlights, blockchain technology and artificial intelligence are two of the world's most crucial technologies at present, and any amalgamation of the two is bound to result in substantial increases in economic value.In fact, Cathie Wood firmly believes that the technological convergence of AI and blockchain may lead to the emergence of "tectonic macroeconomic shifts" similar to those witnessed during the first and second industrial revolutions. This explains why crypto investors are currently so enthusiastic about Bittensor. The convergence of AI and crypto has the potential to propel its value to new heights.

Bitcoin for AI?

Recently, some crypto traders have started referring to Bittensor as "Bitcoin for AI." This implies that Bittensor may eventually become the leading digital currency powering the AI economy.The idea of creating a digital currency specifically for AI is something that Cathie Wood has also delved into. As she pointed out last year, it is not efficient to use dollars to pay for AI-based goods and services. There is a need for a digital currency that AI bots can utilize and trade. She believes Bitcoin will fulfill this role.Admittedly, the notion of Bittensor being "Bitcoin for AI" may seem like marketing fluff often associated with Silicon Valley startups vying for venture capital. However, Bittensor does share certain characteristics with Bitcoin. Like Bitcoin, it is mined using computing power and electricity. Moreover, similar to Bitcoin, Bittensor has a limited lifetime supply of 21 million coins. This inherent scarcity, especially when compared to cryptocurrencies with coin supplies measured in the billions or even trillions, adds to its allure.Over time, this scarcity is expected to drive Bittensor's price higher. As the Bittensor ecosystem grows, the demand for TAO tokens will increase. As long as demand surpasses supply, the price should continue to rise.

Is Bittensor Really the Best AI Crypto Token?

When it comes to investing in AI crypto tokens, investors have a range of options. If we look at the top 100 cryptocurrencies ranked by market capitalization, there are 10 different AI crypto tokens worthy of consideration. This means that Bittensor is not the sole avenue for playing the "convergence of AI and crypto" investment thesis.Furthermore, there is no straightforward way to invest in Bittensor. Unlike Bitcoin, there is no spot crypto exchange-traded fund (ETF) available for buying and selling. Investors need to enter the spot cryptocurrency market directly and invest in it themselves. Even then, purchasing Bittensor may pose a challenge. For instance, it is not currently available for trading on Coinbase Global.Bittensor is not a suitable investment for everyone. It should be regarded as a highly speculative investment. Its upside potential is closely tied to the fortunes of AI. If the AI investment trend falters, the value of Bittensor is likely to decline. Having said that, I am including this cryptocurrency on my investment radar for 2025.