With the fragmentation trend of AI Agent, which sub-segments are worth paying attention to?
Original title: Agent Fragmentation: Breaking Through the Noise
Original author: Defi 0x Jeff, Crypto Kol
คำแปลต้นฉบับ: โจวโจว, BlockBeats
Editors note: This article points out the current fragmentation of AI agents. The diversity, liquidity and attention of AI agents are scattered in different fields. This article mentions two agent development paths: one is to transform into an open source framework, and the other is to continue to focus on single agent functions. It analyzes multiple potential AI fields, such as DeFAI, NSFWagent, robots, investment DAO, etc., and recommends that developers and investors should focus on narratives and products with long-term growth potential, ultimately driving innovators to build a unified ecosystem by simplifying complexity.
ต่อไปนี้เป็นเนื้อหาต้นฉบับ (เพื่อให้อ่านและเข้าใจง่ายขึ้น เนื้อหาต้นฉบับได้รับการจัดระเบียบใหม่):
Liquidity fragmentation became a major challenge last year when L1/L2 blockchains expanded beyond our ability to count. Then, Bitcoin L2 entered the picture, further adding thousands of new projects.
This situation has resulted in liquidity, attention, and user experience being fragmented across countless ecosystems, with many L2s and dApps within those ecosystems struggling to gain any meaningful traction. Capital is flowing into only a few top ecosystems — those with prominent communities, great products, strong teams, and enough grant funding to attract developers.
Now, the AI agent industry is beginning to face a similar dilemma. Although it is still in its early stages, the diversity of agents, codes, and new tokens makes it difficult to distinguish each project. The industry is facing a growing problem of agent fragmentation. Liquidity and attention are overly dispersed and scattered in too many places.
Two development paths for AI agents
Most AI agents develop along one of two routes:
1. From agent to framework
Some agents demonstrate their value by constantly engaging with users and allowing them to interact with live products on the CT (or other channels) platform. Once they find product-market fit (PMF) and attract enough attention, other teams often want to copy their work. What is the next logical step? Open source the agent. In this way, the agent turns into a framework – which makes it easier for others to experiment, integrate, and build. This step can break the valuation ceiling of the agent and position it more like an L1 blockchain.
We have seen agents like the following adopt this trend:
0x zerebro
dolos diary
AVA holo
freysa ai
unit 0 0x 0
This approach enables these agents to scale by reducing barriers and allowing others to plug into their ecosystem.
2. Continue to improve the product as an independent agent
Not every agent can find PMF immediately, and some agents need to be iterated and adjusted until they find the right use case. Even so, some teams still prefer to keep the technology exclusive rather than open it up to others. For those agents that perform very well in their field, it is not necessary to transform into a framework – they just need to remain as independent agents.
Examples of this approach include:
aixbt agent
griffaindot.com
So, what should we do?
For developers: Focus on understanding the gaps in the market and building products that provide real value to users. Remember, agents should serve as onboarding tools to bring users into the ecosystem. In such a market environment, it is increasingly difficult to stand out.
For investors: Focusing on the leaders or top projects in each category and adding to your investments when the market dips may be the best way to consolidate focus and navigate a fragmented space.
Current Category and Narrative/Focus
The following are the hottest areas at the moment:
KOLagent Focus on Alpha
These agents dominate in providing Alpha (insights, data synthesis and analysis). AIXBT is leading in the minds of users. Although this is a non-winner-takes-all market, the leaders capture a disproportionate amount of attention.
โทเค็นs worth noting:
AIXBT
REI
TRISIG
TRUST
AGENCY
KWANT
Investing in DAOs
These DAOs focus on making strategic investments, and the winners are typically those projects that can effectively execute (3, 3) strategies and deliver strong profit and loss (PnL) performance.
example:
VADER
AIXCB
AIMONICA
SEKOIA
WAI
AROK
Other platforms in this space include: VIRTUALS IO, AI16Z DAO, DAOSDOTWORLD, DAOSDOTFUN
agent Metaverse/Game x AI
This is a young industry with great potential. Realis started this trend, but Hyperfy has become the world leader in building infrastructure. Smol and Arc Agent are exploring AI-driven games and gamification using reinforcement learning.
Key Tokens:
HYPER
REALIS
SMOL
NRN
DeFAI / Abstraction Layer
It’s a highly competitive space with multiple players vying for dominance. The expected launch of Wayfinder tokens could be a game-changer.
Tokens to be tracked:
GRIFFAIN
ANON
GRIFT
NEUR
Autonomous trading agent
This field is still in its early stages, but the potential is huge. Multiple players are emerging, and their agents are trying to generate outsized returns by competing with humans and other agents.
Tokens worth noting:
ASYM
PPCOIN
GEKKO
TONY
กรอบ
Popular framework tokens power agents by providing open source solutions. AI16Z/Eliza is the largest open source framework, but other models exist.
Tokens worth noting:
AI16Z / ELIZA
GAME (Virtuals)
ARC (Rig)
ดนตรี
AI agents are entering the music space, either by releasing albums or enabling music creation. Zerebro took the lead with a standout album, and now more agents are entering this niche and collaborating with world-class DJs.
Key Tokens:
ZEREBRO
ดนตรี
BEATS
3D Model
Ava is a leader in 3D modeling. HOLOWORLDAI is working with multiple teams to develop and deploy 3D models in different frameworks and ecosystems.
Tokens worth noting:
AVA
AIDOL
This trend started with Luna as an AI idol on TikTok and Twitter. While the initial craze has passed, this niche has laid the foundation for agents that offer more practical functions. Luna is still the most influential AIDOL, she now has more personality and can do more things, such as her experience taking over Story Protocol as an intern.
Notable examples:
ลูน่า
ELIZA
MOE
AI Memecoins
These memecoins are either launched by AI agents or have a story background related to AI.
Popular Coins:
แพะ
FARTCOIN
กระทำ
Video/Filmmaking
This is an emerging field, and Kween is at the forefront of producing high-quality videos, although it is not yet clear whether these videos are driven by agents. Sandy is launching the first AI video agent framework, and its potential has not yet been fully realized.
Tokens to be tracked:
KWEEN
SANDY
ข้อมูล
In the AI space, data is digital gold — it is key to agent development and performance. Cookie stands out as a leader in providing data to both humans and AI agents.
Notable coins:
Cookies
NOMAI
AI App Store
This category focuses on useful AI application ecosystems, including generative AI tools, games, and productivity enhancement tools. Currently, Alchemist is the top ecosystem, while Myshell focuses on image generation and wife simulation games, although its token has not yet been released.
Key Tokens:
ALCH
NSFWagent
This is an emerging market segment where agents act as “hot” influencers and interact with users 24/7. Lush, Nectar and Oh are the main players in this field, but only Lush currently has a token.
Tokens worth noting:
LUSH
TEE / DeAI Infrastructure
This narrative supports fully autonomous agents that are resistant to human interference such as hacking or rug pulls.
Top Coins:
FAI
PHALA
SPORE
Developer เครื่องมือส
These are AI security, code analysis, and tools that are critical to industry growth. Soleng is my personal favorite because she can act as your developer relations assistant, help analyze code and GitHub repositories, and is especially friendly to CT brothers with non-technical backgrounds.
Notable coins:
SOLENG
H4CK
CERTAI
JAIL
Robotics/Embodied AI
This is an exciting but still developing field. OpenAI’s work on embodied AI will likely attract more attention this year.
Top Coins:
SAM
There are a lot of categories I haven’t covered here. The fragmentation of agents is really getting out of control. My personal investment approach is to focus on the narratives that attract the most attention and predict the narratives that may attract more attention in the future.
The top stories I’m following that will continue to gain traction are:
DeFAI
Autonomous trading agent
Investing in DAOs
Agent Metaverse
Narratives I expect to attract more interest in Q1/Q2:
NSFWagent
TEE and other DeAI infrastructure (opML, zkML, POSP, etc.)
Robotics
เครื่องมือสำหรับนักพัฒนา
ความคิดสุดท้าย
Agent fragmentation highlights the complexity and opportunities in this rapidly evolving space. Rather than chasing every new trend, developers and investors should focus on areas with consolidation potential and long-term growth opportunities.
For developers, the priority should be to create scalable, differentiated products that solve clear user needs. For investors, backing projects that have strong traction and are well positioned within high-potential narratives will be key to navigating this fragmented market.
The next wave of innovation will come from those who can simplify the chaos and create ecosystems that unify liquidity, attention, and value.
This article is sourced from the internet: With the fragmentation trend of AI Agent, which sub-segments are worth paying attention to?
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