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¬å¼å»ºç«å¯ä¿¡åº¦âã"}),(0,a.jsx)("p",{children:"对 OpenArena æ¥è¯´ï¼è¿ä¹æ¯ä¸æ¬¡äº§åæµè¯ï¼æè¡æ¦è½ä¸è½æä¸º founder pipelineãè¯å®¡çé¢ï¼ä»¥åä¸ä¸ªæ°å
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±äº«è®°å¿ï¼BUIDL_QUESTS 2026 æ¯æä»¬æ£å¨æå»ºçä¸ä¸æ¬¡åçã"}),(0,a.jsxs)("p",{children:[(0,a.jsx)(n.Link,{href:"/events/buidl-quests-2026",prefetch:!0,className:i.default.articleLink,children:"æ¥ç BUIDL_QUESTS æ´»å¨é¡µ"}),"ï¼æ"," ",(0,a.jsx)(n.Link,{href:"/submit?event=buidl-quests-2026",prefetch:!0,className:i.default.articleLink,children:"å¨ OpenArena æäº¤é¡¹ç®"}),"ã"]})]})}function A(){return(0,a.jsxs)("article",{className:i.default.article,children:[(0,a.jsx)("h1",{className:i.default.articleTitle,children:"OpenArena Track 1 Review: What We Learned About Agents"}),(0,a.jsx)("p",{className:i.default.articleDate,children:"April 14, 2026"}),(0,a.jsx)("p",{children:"OpenArena Track 1 has ended. 107 projects were submitted, accumulating over 2 million GitHub stars. But as we reviewed the data, three fundamental questions emerged â questions that will reshape how we think about agents, ranking, and the future of this platform."}),(0,a.jsx)("h2",{children:"1. What Is an Agent, Really?"}),(0,a.jsx)("p",{children:"When we launched OpenArena, we set up submission criteria expecting autonomous agents â systems that can independently perceive, reason, and act. What we got was far more diverse."}),(0,a.jsx)("p",{children:"Of the 107 submissions, we observed that the majority fell into infrastructure categories:"}),(0,a.jsxs)("ul",{children:[(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"Frameworks & Runtimes"})," (12 projects) â tools for ",(0,a.jsx)("em",{children:"building"})," agents, not agents themselves (Claw Code, eliza, Deer Flow)"]}),(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"Skills & Knowledge"})," (9 projects) â capability modules that ",(0,a.jsx)("em",{children:"extend"})," ","agents (agent-skills, Find skills, lark skills)"]}),(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"Enterprise CLI tools"})," (5 projects) â command-line utilities, not autonomous entities"]}),(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"Truly autonomous agents"})," â a much smaller subset"]})]}),(0,a.jsx)(m,{lang:"en"}),(0,a.jsxs)("p",{children:["This revealed an uncomfortable truth:"," ",(0,a.jsx)("strong",{children:"most people don't yet know what an agent is."})," The industry conflates frameworks, tools, skills, and agents. A CLI wrapper around an LLM is not an agent. A prompt template is not an agent. An agent, by Anthropic's definition, is an LLM that dynamically directs its own processes and tool usage, maintaining control over how
1it accomplishes tasks."]}),(0,a.jsx)("p",{children:"From our ecosystem analysis, the agent stack has 12 capability axes. But only 5 define the agent itself (Model, Skills, Connectors, Memory, Workflow). The other 7 are external environment (Runtime, Compute, Data, Interface, Auth, Observability, Trigger). Many submissions were building components of the environment, not the agent core."}),(0,a.jsx)(h,{lang:"en"}),(0,a.jsxs)("p",{children:[(0,a.jsx)("strong",{children:"What this means for Track 2:"})," We need clearer taxonomy. Not every AI project is an agent. We are considering introducing submission categories â Agent, Framework, Skill, Tool â so the leaderboard reflects what things actually are."]}),(0,a.jsx)("h2",{children:"2. Attention Is Not Adoption"}),(0,a.jsxs)("p",{children:["Our current ranking algorithm combines GitHub metrics (stars, forks, commits) and Twitter/X engagement (followers, likes, mentions). These are ",(0,a.jsx)("strong",{children:"attention metrics"}),". They tell us who people are talking about."]}),(0,a.jsx)("p",{children:"But they don't tell us:"}),(0,a.jsxs)("ul",{children:[(0,a.jsxs)("li",{children:["Who is actually ",(0,a.jsx)("strong",{children:"using"})," these agents in production?"]}),(0,a.jsxs)("li",{children:["What ",(0,a.jsx)("strong",{children:"results"})," are these agents delivering?"]}),(0,a.jsxs)("li",{children:["Which agents are ",(0,a.jsx)("strong",{children:"calling other agents"})," â the emerging trust network?"]}),(0,a.jsxs)("li",{children:["What is the ",(0,a.jsx)("strong",{children:"task completion rate"})," over time?"]})]}),(0,a.jsx)("p",{children:"A project with 50,000 GitHub stars but zero production deployments ranks higher than a project with 500 stars that 10 companies rely on daily. This is the fundamental gap in our current system."}),(0,a.jsx)(_,{lang:"en"}),(0,a.jsxs)("p",{children:["The hard question is: ",(0,a.jsx)("strong",{children:"how do we collect adoption signals at scale?"})]}),(0,a.jsx)("p",{children:"Some directions we are exploring:"}),(0,a.jsxs)("ul",{children:[(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"Task benchmarks"})," â Standardized tasks where agents are evaluated on output quality, not just popularity."]}),(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"Agent-to-agent call graphs"}),' â If agents could register their tool calls, we could map which agents trust and depend on which other agents. This "who is calling whom" graph would be a far more meaningful ranking signal than stars.']}),(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"Usage telemetry (opt-in)"})," â Agents that voluntarily report anonymized usage data could earn ranking credit for real-world adoption."]}),(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"Community attestation"})," â Verified users and organizations vouch for agents they actually use, creating a reputation layer beyond vanity metrics."]})]}),(0,a.jsx)("p",{children:(0,a.jsx)("strong",{children:"Designing metrics that capture real agent value, not just developer hype."})}),(0,a.jsx)("h2",{children:"3. What Is the Leaderboard Actually Ranking?"}),(0,a.jsxs)("p",{children:["This is the deepest question Track 1 surfaced. Today, OpenArena ranks"," ",(0,a.jsx)("strong",{children:"attention"}),". But what should it rank tomorrow?"]}),(0,a.jsxs)("p",{children:["We believe OpenArena is not just a leaderboard."," ",(0,a.jsx)("strong",{children:"It is a prediction engine for the future form of agents."})]}),(0,a.jsx)("p",{children:"The questions OpenArena is asking the market:"}),(0,a.jsxs)("p",{children:[(0,a.jsx)("strong",{children:"Will agents exist as standalone products?"}),' Or will they be embedded features within existing products? Our data suggests the answer is "both, but differently." The ecosystem today is dominated by frameworks (tools for building agents), not end-user agents. This mirrors the early web â in 1995, most "internet companies" were building web servers and browsers, not Amazon or Google.']}),(0,a.jsxs)("p",{children:[(0,a.jsx)("strong",{children:"What will agents evolve into?"})," We see four possible forms emerging:"]}),(0,a.jsxs)("ol",{children:[(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"Standalone Agents"})," â Fully autonomous entities operating independently"]}),(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"In-Product Agents"})," â Agents embedded within existing products as a feature"]}),(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"Specialist Agents"})," â Domain experts: coding, trading, research, design"]}),(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"Personal Agents"})," â Agents representing individual identity and preferences"]})]}),(0,a.jsx)(x,{lang:"en"}),(0,a.jsxs)("p",{children:['The ultimate ranking dimension is not "is this agent good?" It is'," ",(0,a.jsx)("strong",{children:'"who is calling whom?"'})," â the trust network between agents. When agents start choosing to rely on other agents, that graph will be the most valuable data structure in the ecosystem."]}),(0,a.jsx)("h2",{children:"4. The Real Goal: Finding What Works"}),(0,a.jsxs)("p",{children:[(0,a.jsx)("strong",{children:"We don't want to find popular projects. We want to find useful ones."})," ","Projects backed by strong teams, solving real problems, with actual adoption."]}),(0,a.jsx)("h3",{children:"How do good agents get adopted?"}),(0,a.jsx)("p",{children:"Not through GitHub stars. Good agents get adopted when they solve a pain point so specific that users can't go back to doing it manually."}),(0,a.jsxs)("p",{children:["The adoption path: ",(0,a.jsx)("strong",{children:"Discovery â Trial â Integration â Dependency"})]}),(0,a.jsx)("p",{children:'Most agents today stall at "trial" because they lack clear use cases, documentation, and reliability guarantees. The gap between a demo and a production-ready agent is enormous.'}),(0,a.jsx)("h3",{children:"How do good agents get discovered?"}),(0,a.jsx)("p",{children:"Today: through KOL tweets, Slack channels, and bookmarks scattered across browsers. This is exactly the problem OpenArena was built to solve â but our current ranking favors attention over utility."}),(0,a.jsxs)("p",{children:["In Track 2, we need discovery mechanisms that surface ",(0,a.jsx)("strong",{children:"useful"})," agents, not just ",(0,a.jsx)("strong",{children:"famous"})," ones:"]}),(0,a.jsxs)("ul",{children:[(0,a.jsx)("li",{children:'Curated tracks ("best for coding", "best for research", "best for trading")'}),(0,a.jsx)("li",{children:"Verified user testimonials from real production users"}),(0,a.jsx)("li",{children:"Adoption-weighted rankings"}),(0,a.jsx)("li",{children:"Team quality signals (track record, responsiveness, documentation)"})]}),(0,a.jsx)("h3",{children:"What is the lifespan of an agent?"}),(0,a.jsx)("p",{children:"We don't know yet â and this is one of the most important metrics we're missing."}),(0,a.jsxs)("ul",{children:[(0,a.jsx)("li",{children:"How many agents from Track 1 will still be actively maintained in 6 months?"}),(0,a.jsx)("li",{children:"How many will have actual users?"}),(0,a.jsx)("li",{children:"The agent ecosystem may follow power law dynamics: a few agents become critical infrastru
1cture, most fade away."})]}),(0,a.jsx)("p",{children:"Tracking survival rate and evolution over time will be a key Track 2 feature."}),(0,a.jsx)("h3",{children:"What evolves in this process?"}),(0,a.jsx)("p",{children:"Three things are evolving simultaneously:"}),(0,a.jsxs)("ol",{children:[(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"The agents themselves"})," â from wrappers to autonomous systems with memory, identity, and self-improvement"]}),(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"The evaluation criteria"})," â from stars to adoption to trust networks"]}),(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"The market's understanding"}),' â from "agent = chatbot" to "agent = autonomous economic actor"']})]}),(0,a.jsxs)("p",{children:["OpenArena's role is to track all three evolutions in real-time."," ",(0,a.jsx)("strong",{children:"We are not just ranking agents. We are mapping the emergence of a new species."})]}),(0,a.jsx)(j,{lang:"en"}),(0,a.jsx)("h2",{children:"What's Next"}),(0,a.jsx)("p",{children:"OpenArena will explore these three directions as it evolves:"}),(0,a.jsxs)("ol",{children:[(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"Clearer taxonomy"})," â Introducing submission categories (Agent / Framework / Skill / Tool) with distinct evaluation criteria"]}),(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"Adoption metrics"})," â Beyond stars: task benchmarks and completion quality, real-world usage sampling and voting, agent-to-agent call relationships"]}),(0,a.jsxs)("li",{children:[(0,a.jsx)("strong",{children:"Predictive ranking"})," â Through continuous ecosystem tracking, identifying which agent forms are becoming mainstream"]})]}),(0,a.jsxs)("p",{children:["From leaderboard to arena â how do we get there? We are"," ",(0,a.jsx)("strong",{children:"trying to simulate a local prototype of an Agents Society"}),", a world where agents autonomously battle, trade, and evolve."]}),(0,a.jsx)(k,{lang:"en"}),(0,a.jsx)("p",{children:"We ask questions and answer them by building. Where are the answers? In the hands of every person building agents."}),(0,a.jsxs)("ul",{children:[(0,a.jsxs)("li",{children:[(0,a.jsx)("a",{href:"https://openarena.to/en/submit",target:"_blank",rel:"noopener noreferrer",className:i.default.articleLink,children:"Submit your Agent"})," ","â join the arena"]}),(0,a.jsxs)("li",{children:[(0,a.jsx)("a",{href:"https://t.me/OpenArena_to",target:"_blank",rel:"noopener noreferrer",className:i.default.articleLink,children:"Contribute code & design"})," ","â build this product together"]}),(0,a.jsxs)("li",{children:[(0,a.jsx)("a",{href:"https://t.me/OpenArena_to",target:"_blank",rel:"noopener noreferrer",className:i.default.articleLink,children:"Join the community"})," ","â discuss, propose, collaborate"]}),(0,a.jsxs)("li",{children:[(0,a.jsx)("a",{href:"https://openarena.to/en/prize-pool",target:"_blank",rel:"noopener noreferrer",className:i.default.articleLink,children:"Become a Sponsor"})," ","â support the agent ecosystem"]})]}),(0,a.jsx)("p",{className:i.default.articleFooter,children:(0,a.jsx)("strong",{children:"OpenArena.to â Agents Arena."})}),(0,a.jsxs)("p",{className:i.default.articleFooterLinks,children:[(0,a.jsx)("a",{href:"https://openarena.to",target:"_blank",rel:"noopener noreferrer",children:"openarena.to"})," ","|"," ",(0,a.jsx)("a",{href:"https://t.me/OpenArena_to",target:"_blank",rel:"noopener noreferrer",children:"t.me/OpenArena_to"})," ","|"," ",(0,a.jsx)("a",{href:"https://x.com/sanzhichazi1",target:"_blank",rel:"noopener noreferrer",children:"sanzhi"})]})]})}function w(){return(0,a.jsxs)("article",{className:i.default.article,children:[(0,a.jsx)("h1",{className:i.default.articleTitle,children:"ç¬¬ä¸æåé¡¾ï¼æä»¬ä»ä¸å¦å°äºä»ä¹"}),(0,a.jsx)("p",{className:i.default.articleDate,children:"2026 å¹´ 4 æ 14 æ¥"}),(0,a.jsx)("p",{children:"OpenArena ç¬¬ä¸æç»æäºã107 个项ç®è¢«æäº¤ï¼ç´¯è®¡è¶
è¿ 200 ä¸ GitHub starsãä½å¨åé¡¾æ°æ®çè¿ç¨ä¸ï¼ä¸ä¸ªæ ¹æ¬æ§é®é¢æµ®åºæ°´é¢ââå®ä»¬å°éæ°å¡é æä»¬å¯¹æºè½ä½ãæååè¿ä¸ªå¹³å°æªæ¥çæèã"}),(0,a.jsx)("h2",{children:"1. ä»ä¹ææ¯çæ£çæºè½ä½ï¼"}),(0,a.jsx)("p",{children:"彿们å¯å¨ OpenArena æ¶ï¼æä»¬è®¾å®çæäº¤æ åææçæ¯èªä¸»æºè½ä½ââè½å¤ç¬ç«æç¥ãæ¨çåè¡å¨çç³»ç»ã使们æ¶å°çæäº¤è¿æ¯é¢ææ´å 夿 ·ã"}),(0,a.jsx)("p",{children:"107 个æäº¤ä¸ï¼æä»¬è§å¯å°å¤§å¤æ°è½å
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