Original translation: TechFlow
This is my perspective on how the maturation of encryption and AI infrastructure can drive innovative applications.
Let’s dive in and explore how, as users and builders, we can navigate this new era.
Agent TypeFunctionally Valuable Agents
These agents are able to generate actual value or results.
(1a) DeFAI Agent (1b) Prediction Market Agents (PMAs) (1c) Computer Use Agents (CUAs)DeFAI Agent
These agents can perform transactions, yield farming, or provide liquidity (LP).
Related projects: @symphonyio , @almanac , @gizatechxyz
You can find a comprehensive introduction to DeFAI in the tweet below:
Prediction Market Agents (PMAs)
These agents participate in prediction markets and can be market-specific (e.g. football) or general-purpose agents.
I prefer market-specific proxies based on Small Language Models (SLMs) because they require less computational resources.
Related projects: @sire_agent , @BillyBets_ai
The Crypto Role of DeFAI and PMAs
Encryption technology plays the following roles:
Medium of exchange Programmable execution Immutable record of transactionsComputer Usage Agents (CUAs)
These agents can take control of your screen to complete tasks, such as creating a discounted cash flow table using Excel.
Cryptography can serve as an incentive mechanism to reward users who contribute high-quality data to improve these models.
Related projects: @chakra_ai , @getoro_xyz
Related tweet link: click here
Evolving AgentsI envision a future where everyone has a personalized productivity agent.
Based on contextual information obtained from Large Language Model (LLM) conversations, social media browsing, and everyday conversations, these agents are able to study and plan in environmental patterns.
Over time, these agents will evolve and become experts in certain areas. @the_nof1 , an AI research lab focused on financial markets, has six trading agents, each managing $10,000 in trading capital. These models have the potential to evolve into skilled traders.
Related tweet link: click here
Companion AgentsIn the future, agents that help people combat loneliness will become the norm, as more interactions move to the digital world and human contact decreases .
Related projects: @Fans3_AI , @ohdotxyz
Proxy InfrastructureAgent Payment
Agents that can make payments. To make agent commercialization a reality, tech giants have created agent payment standards:
Core elements for mainstreaming agent payments:
Infrastructure: Solved by various agent payment standards. Need: Do we really need an agent that can make payments?ChatGPT recently introduced apps to its platform, allowing users to build functionality directly within ChatGPT.
This brings a paradigm shift where productive operations can be done directly on ChatGPT.
The following content can help you understand this:
Agent Identity and ReputationDelegation is unavoidable: most tasks will be performed by task-specific agents.
How do we know which agents are suitable and trustworthy?
Imagine a Google Review or PageRank system designed for agents, which ranks and certifies their performance in performing specific tasks.
Just like a resume, a trading agent with a 4.6 rating can be “hired” by a hedge fund.
The Ethereum Foundation has begun building the infrastructure to support this functionality — ERC-8004.
Through ERC-8004, agents can interact with each other, such as transferring funds from agent A to agent B.
Related tweet link: click here
Multi-Agent SystemUsing F1 analogy:
Goal: Replace tires Primary Agent: Drivers who need to change tires Work agent: mechanic who changes tiresThe concept consists of a coordinating agent and multiple worker agents that can execute tasks in parallel.
It is best run on the @monad platform, which is known for its parallel execution capabilities, and can potentially complete the entire workflow in a single block (0.4 seconds).
Social Agent HivemeshI imagine a future where everyone has their own digital twin.
There is an infrastructure that allows these digital twins to connect with each other, exchange knowledge, and conduct transactions.
Digital twin interactions are stored on the blockchain, creating an Agent Social Graph.
Related tweet link: click here
The interactions of agents cannot be completely random. This is why Discovery Networks such as @indexnetwork_ are key infrastructure for connecting user intent by ingesting user-specific context.
robotThe robotics industry is growing rapidly, securing $6 billion in funding between January and July 2025.
This section breaks down the three core pillars and explains in detail the role of blockchain.
Before diving into this section, check out this introductory guide on robotics.
Robotics DataCompared to large language models (LLMs), the amount of data used to train Bot models is much smaller.
This is because collecting data in the real world requires more effort and higher costs (such as setting up cameras and remotely operating equipment).
The various types of robot data include:
video Remote Operation Motion Capture First Person View (POV) Simulated/synthetic dataOne of the main complexities of collecting data for physical AI is the requirement for diversity.
A humanoid robot trained in a specific environment may not be able to understand a new environment (such as one with low lighting).
Cryptography is an excellent mechanism to incentivize individuals to contribute real-world data that can capture highly diverse environments.
Related projects: @PrismaXai , @MeckaAI , @silencioNetwork , @rayvo_xyz , @VaderResearch , @BitRobotNetwork , @AukiNetwork
Robotics Model@PrimeIntellect is a leading example of decentralized model training.
By leveraging cryptography to reward contributions based on data provenance, it is possible to build a robotics model with superior performance.
Related projects: @OpenMind , KineFlow
HardwareOne of the key bottlenecks in robotics is the latency in fine-tuning the robot models.
This problem is particularly acute when research labs lack the necessary hardware (such as robotic arms, humanoid robots, etc.) to test models and collect fine-tuning data.
A DePIN (Decentralized Physical Infrastructure Network) robotics network could be established to allow individuals or research labs to rent out robotic hardware for model testing.
This financialization layer opens up access to hardware for researchers while creating a stable revenue stream (rental income) for hardware providers.
in conclusionThe future looks bright for encryption, AI, and robotics.
If you’re building any interesting projects in this space, feel free to chat with me and see if you can implement it on @monad !
The full view can be found here.
This article is sourced from the internet: Crypto × AI: Deconstructing the Panorama of Projects in This CycleRecommended Articles Related: The core challenge of decentralized AI reasoning: How to prove to the entire network that you are not “cheating”?Recomme In our previous article , we explored the fundamental tension between security and performance in decentralized reasoning using LLMs. Today, we’ll deliver on our promise and delve into a core question: In an open network, how do you truly verify that a node is actually running the exact model it claims to be? 01. Why is verification so difficult? To understand the validation mechanism, let’s review the internal process of the Transformer when performing inference. As input tokens are processed, the model’s final layer produces logits—raw, unnormalized scores for each token in the vocabulary. These logits are then converted to probabilities using a softmax function, forming a probability distribution over all possible next tokens. At each generation step, a token is sampled from this distribution to continue generating the sequence.… # Analysis# crypto# ethereum# Exchange# guide# Market© Copyright NoticeThe copyright of the article belongs to the author, please do not reprint without permission. Pre From rags to riches: The life of the Polymarket founder Next Moat or Harvester, Are DAT Stocks Worth Investing in? Related articles RWA Weekly Report | Nasdaq is striving to launch tokenized securities trading; the US Senate’s cryptocurrency market str 6086cf14eb90bc67ca4fc62b 22,717 1 Weekly Editors Picks (0614-0620) 6086cf14eb90bc67ca4fc62b 30,820 Crypto version of WeChat? First experience with the new version of Coinbase wallet 6086cf14eb90bc67ca4fc62b 24,092 6 More than just interest rate cuts? Former New York Fed expert: Powell may announce a $45 billion bond-buying program. 6086cf14eb90bc67ca4fc62b 15,296 2 Warren Buffett’s “Last Letter”: I was “purely lucky,” but “Father Time” has caught up, and I will “remain quiet.” 6086cf14eb90bc67ca4fc62b 16,163 Stablecoin public chain: competition and opportunities for the next generation of encrypted payment network 6086cf14eb90bc67ca4fc62b 19,228 No comments You must be logged in to leave a comment! Login immediately No comments... Latest Articles Blockchain etabliert sich als Schlüsseltechnologie in klassischen Branchen 12hrs ago 620 Polymarket vs Kalshi: Who is the King of Prediction Markets? 21hrs ago 826 CRCL Surges 35%: Circle’s Q4 EPS Exceeds Expectations by 169%, AI + Stablecoin Moat Continues to Deepen 21hrs ago 683 Jane Street Halts “10 AM Dump,” BTC Stages Strong V-Shaped Rebound, Surging Toward $70K 21hrs ago 695 From Terra’s Collapse to the “10 AM Smash”: How Jane Street Played Both Continents’ Markets? 21hrs ago 616 Popular WebsitesTempoGAIBLighterGliderPlanckRaylsBCPokerKite AI Bee.com The world's largest Web3 portal Partners CoinCarp Binance CoinMarketCap CoinGecko Coinlive Armors Download Bee Network APP and start the web3 journey White Paper Roles FAQ © 2021—2026. All Rights Reserved. Privacy Policy | Terms of Services Download Bee Network APP and start the web3 journey The world's largest Web3 portal Partners CoinCarp Binance CoinMarketCap CoinGecko Coinlive Armors White Paper Roles FAQ © 2021—2026. All Rights Reserved. Privacy Policy | Terms of Services Search SearchInSiteOnChainSocialNews Hot to you: Airdrop Hunters Data Analysis Crypto Celebrities Trap Detector English 繁體中文 简体中文 日本語 Tiếng Việt العربية 한국어 Bahasa Indonesia हिन्दी اردو Русский English智能索引记录
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