cloudwego · GuangmingLuo · Dec 31, 2025 · Dec 31, 2025
@@ -15,31 +15,31 @@ ADK defines collaboration and composition primitives to build multi‑agent syst
 
 - Collaboration mode
 
-  <table>
+  <table class="bd-browser-bugs table table-bordered table-hover">
   <tr><td>Mode</td><td>Description</td></tr>
   <tr><td>Transfer</td><td>Hand off the task to another agent. The current agent exits and does not wait for the child agent’s completion.</td></tr>
   <tr><td>ToolCall (AgentAsTool)</td><td>Treat an agent as a tool, wait for its response, and use the output for subsequent processing.</td></tr>
   </table>
 
 - Input context strategy
 
-  <table>
+  <table class="bd-browser-bugs table table-bordered table-hover">
   <tr><td>Strategy</td><td>Description</td></tr>
   <tr><td>Upstream full dialogue</td><td>Receive complete conversation history from upstream agents.</td></tr>
   <tr><td>New task description</td><td>Ignore upstream dialogue and generate a fresh summary as input for the child agent.</td></tr>
   </table>
 
 - Decision autonomy
 
-  <table>
+  <table class="bd-browser-bugs table table-bordered table-hover">
   <tr><td>Autonomy</td><td>Description</td></tr>
   <tr><td>Autonomous</td><td>Agent internally selects downstream agents (often via LLM) when needed. Even preset logic is considered autonomous from the outside.</td></tr>
   <tr><td>Preset</td><td>Agent execution order is predetermined and predictable.</td></tr>
   </table>
 
 ## Composition Types
 
-<table>
+<table class="bd-browser-bugs table table-bordered table-hover">
 <tr><td>Type</td><td>Description</td><td>Diagram</td><td>Collab</td><td>Context</td><td>Decision</td></tr>
 <tr><td><strong>SubAgents</strong></td><td>Build a parent agent with a list of named subagents, forming a tree. Agent names must be unique within the tree.</td><td><a href="/img/eino/eino_adk_self_driving.png" target="_blank"><img src="/img/eino/eino_adk_self_driving.png" width="100%" /></a></td><td>Transfer</td><td>Upstream full dialogue</td><td>Autonomous</td></tr>
 <tr><td><strong>Sequential</strong></td><td>Run subagents in order once, then finish.</td><td><a href="/img/eino/eino_adk_sequential_controller.png" target="_blank"><img src="/img/eino/eino_adk_sequential_controller.png" width="100%" /></a></td><td>Transfer</td><td>Upstream full dialogue</td><td>Preset</td></tr>
@@ -61,7 +61,7 @@ Concept
 
 By default, assistant/tool messages from other agents are converted into user messages. This tells the current LLM: “Agent_A called some_tool with some_result. Now it’s your turn to decide.” It treats other agents’ behavior as external information rather than the current agent’s own actions, avoiding role confusion.
 
-<a href="/img/eino/eino_adk_message_event.png" target="_blank"><img src="/img/eino/eino_adk_message_event.png" width="100%" /></a>
+<a href="/img/eino/eino_adk_message_event.png" target="_blank"><img src="/img/eino/eino_adk_message_event.png" width="60%" /></a>
 
 Filtering by RunPath
 
@@ -71,12 +71,12 @@ Definition: RunPathA “belongs to” RunPathB when RunPathA equals RunPathB or
 
 Examples of RunPath in different orchestrations:
 
-<table>
+<table class="bd-browser-bugs table table-bordered table-hover">
 <tr><td>Example</td><td>RunPath</td></tr>
-<tr><td><a href="/img/eino/eino_adk_run_path_sub_agent.png" target="_blank"><img src="/img/eino/eino_adk_run_path_sub_agent.png" width="100%" /></a></td><td><li>Agent: [Agent]</li><li>SubAgent: [Agent, SubAgent]</li></td></tr>
-<tr><td><a href="/img/eino/eino_adk_run_path.png" target="_blank"><img src="/img/eino/eino_adk_run_path.png" width="100%" /></a></td><td><li>Agent: [Agent]</li><li>Agent (after function call): [Agent]</li></td></tr>
+<tr><td><a href="/img/eino/eino_adk_run_path_sub_agent.png" target="_blank"><img src="/img/eino/eino_adk_run_path_sub_agent.png" width="20%" /></a></td><td><li>Agent: [Agent]</li><li>SubAgent: [Agent, SubAgent]</li></td></tr>
+<tr><td><a href="/img/eino/eino_adk_run_path.png" target="_blank"><img src="/img/eino/eino_adk_run_path.png" width="30%" /></a></td><td><li>Agent: [Agent]</li><li>Agent (after function call): [Agent]</li></td></tr>
 <tr><td><a href="/img/eino/eino_adk_collaboration_run_path_sequential.png" target="_blank"><img src="/img/eino/eino_adk_collaboration_run_path_sequential.png" width="100%" /></a></td><td><li>Agent1: [SequentialAgent, LoopAgent, Agent1]</li><li>Agent2: [SequentialAgent, LoopAgent, Agent1, Agent2]</li><li>Agent1: [SequentialAgent, LoopAgent, Agent1, Agent2, Agent1]</li><li>Agent2: [SequentialAgent, LoopAgent, Agent1, Agent2, Agent1, Agent2]</li><li>Agent3: [SequentialAgent, LoopAgent, Agent3]</li><li>Agent4: [SequentialAgent, LoopAgent, Agent3, ParallelAgent, Agent4]</li><li>Agent5: [SequentialAgent, LoopAgent, Agent3, ParallelAgent, Agent5]</li><li>Agent6: [SequentialAgent, LoopAgent, Agent3, ParallelAgent, Agent6]</li></td></tr>
-<tr><td><a href="/img/eino/eino_adk_run_path_deterministic.png" target="_blank"><img src="/img/eino/eino_adk_run_path_deterministic.png" width="100%" /></a></td><td><li>Agent: [Agent]</li><li>SubAgent: [Agent, SubAgent]</li><li>Agent: [Agent, SubAgent, Agent]</li></td></tr>
+<tr><td><a href="/img/eino/eino_adk_run_path_deterministic.png" target="_blank"><img src="/img/eino/eino_adk_run_path_deterministic.png" width="50%" /></a></td><td><li>Agent: [Agent]</li><li>SubAgent: [Agent, SubAgent]</li><li>Agent: [Agent, SubAgent, Agent]</li></td></tr>
 </table>
 
 Customize via `WithHistoryRewriter`:
@@ -366,7 +366,7 @@ func AgentWithDeterministicTransferTo(_ context.Context, config *DeterministicTr
 
 Used by Supervisor to ensure subagents return control deterministically:
 
-<a href="/img/eino/eino_adk_deterministic_transfer.png" target="_blank"><img src="/img/eino/eino_adk_deterministic_transfer.png" width="100%" /></a>
+<a href="/img/eino/eino_adk_deterministic_transfer.png" target="_blank"><img src="/img/eino/eino_adk_deterministic_transfer.png" width="50%" /></a>
 
 ```go
 // github.com/cloudwego/eino/adk/prebuilt/supervisor.go
@@ -404,7 +404,7 @@ See details and examples: `/docs/eino/core_modules/eino_adk/agent_implementation
 
 Run a series of agents in the provided order:
 
-<a href="/img/eino/eino_adk_sequential_agent.png" target="_blank"><img src="/img/eino/eino_adk_sequential_agent.png" width="100%" /></a>
+<a href="/img/eino/eino_adk_sequential_agent.png" target="_blank"><img src="/img/eino/eino_adk_sequential_agent.png" width="70%" /></a>
 
 ```go
 type SequentialAgentConfig struct {
@@ -420,7 +420,7 @@ func NewSequentialAgent(ctx context.Context, config *SequentialAgentConfig) (Age
 
 Based on SequentialAgent; after completing one run, it starts from the beginning again:
 
-<a href="/img/eino/eino_adk_loop_definition.png" target="_blank"><img src="/img/eino/eino_adk_loop_definition.png" width="100%" /></a>
+<a href="/img/eino/eino_adk_loop_definition.png" target="_blank"><img src="/img/eino/eino_adk_loop_definition.png" width="80%" /></a>
 
 ```go
 type LoopAgentConfig struct {
@@ -438,7 +438,7 @@ func NewLoopAgent(ctx context.Context, config *LoopAgentConfig) (Agent, error)
 
 Run agents concurrently:
 
-<a href="/img/eino/eino_adk_parallel_agent.png" target="_blank"><img src="/img/eino/eino_adk_parallel_agent.png" width="100%" /></a>
+<a href="/img/eino/eino_adk_parallel_agent.png" target="_blank"><img src="/img/eino/eino_adk_parallel_agent.png" width="80%" /></a>
 
 ```go
 type ParallelAgentConfig struct {

@@ -15,30 +15,30 @@ weight: 4
 
   - Agent 间协作方式
 
-   <table>
+   <table class="bd-browser-bugs table table-bordered table-hover">
    <tr><td>协作方式</td><td>描述</td></tr>
    <tr><td> Transfer</td><td>直接将任务转让给另外一个 Agent，本 Agent 则执行结束后退出，不关心转让 Agent 的任务执行状态</td></tr>
    <tr><td>ToolCall(AgentAsTool)</td><td>将 Agent 当成 ToolCall 调用，等待 Agent 的响应，并可获取被调用Agent 的输出结果，进行下一轮处理</td></tr>
    </table>
 
   - AgentInput 的上下文策略
 
-   <table>
+   <table class="bd-browser-bugs table table-bordered table-hover">
    <tr><td>上下文策略</td><td>描述</td></tr>
    <tr><td>上游 Agent 全对话</td><td>获取本 Agent 的上游 Agent 的完整对话记录</td></tr>
    <tr><td>全新任务描述</td><td>忽略掉上游 Agent 的完整对话记录，给出一个全新的任务总结，作为子 Agent 的 AgentInput 输入</td></tr>
    </table>
 
   - 决策自主性
 
-   <table>
+   <table class="bd-browser-bugs table table-bordered table-hover">
    <tr><td>决策自主性</td><td>描述</td></tr>
    <tr><td>自主决策</td><td>在 Agent 内部，基于其可选的下游 Agent， 如需协助时，自主选择下游 Agent 进行协助。 一般来说，Agent 内部是基于 LLM 进行决策，不过即使是基于预设逻辑进行选择，从 Agent 外部看依然视为自主决策</td></tr>
    <tr><td>预设决策</td><td>事先预设好一个Agent 执行任务后的下一个 Agent。 Agent 的执行顺序是事先确定、可预测的</td></tr>
    </table>
 - 组合原语
 
-   <table>
+   <table class="bd-browser-bugs table table-bordered table-hover">
    <tr><td>类型</td><td>描述</td><td>运行模式</td><td>协作方式</td><td>上下文策略</td><td>决策自主性</td></tr>
    <tr><td><strong>SubAgents</strong></td><td>将用户提供的 agent 作为 父Agent，用户提供的 subAgents 列表作为 子Agents，组合而成可自主决策的 Agent，其中的 Name 和 Description 作为该 Agent 的名称标识和描述。<li>当前限定一个 Agent 只能有一个 父 Agent</li><li>可采用 SetSubAgents 函数，构建 「多叉树」 形式的 Multi-Agent</li><li>在这个「多叉树」中，AgentName 需要保持唯一</li></td><td><a href="/img/eino/eino_adk_self_driving.png" target="_blank"><img src="/img/eino/eino_adk_self_driving.png" width="100%" /></a></td><td>Transfer</td><td>上游 Agent 全对话</td><td>自主决策</td></tr>
    <tr><td><strong>Sequential</strong></td><td>将用户提供的 SubAgents 列表，组合成按照顺序依次执行的 Sequential Agent，其中的 Name 和 Description 作为 Sequential Agent 的名称标识和描述。Sequential Agent 执行时，将 SubAgents 列表，按照顺序依次执行，直至将所有 Agent 执行一遍后结束。</td><td><a href="/img/eino/eino_adk_sequential_controller.png" target="_blank"><img src="/img/eino/eino_adk_sequential_controller.png" width="100%" /></a></td><td>Transfer</td><td>上游 Agent 全对话</td><td>预设决策</td></tr>
@@ -61,7 +61,7 @@ History 对应【上游 Agent 全对话上下文策略】，多 Agent 系统中
 
 通过这种方式，其他 Agent 的行为被当作了提供给当前 Agent 的“外部信息”或“事实陈述”，而不是它自己的行为，从而避免了 LLM 的上下文混乱。
 
-<a href="/img/eino/eino_adk_message_event.png" target="_blank"><img src="/img/eino/eino_adk_message_event.png" width="100%" /></a>
+<a href="/img/eino/eino_adk_message_event.png" target="_blank"><img src="/img/eino/eino_adk_message_event.png" width="60%" /></a>
 
 在 Eino ADK 中，当为一个 Agent 构建 AgentInput 时，它能看到的 History 是“所有在我之前产生的 AgentEvent”。
 
@@ -73,12 +73,12 @@ History 中每个 AgentEvent 都是由“特定 Agent 在特定的执行序列
 
 下面表格中给出各种编排模式下，Agent 执行时的具体 RunPath：
 
-<table>
+<table class="bd-browser-bugs table table-bordered table-hover">
 <tr><td>Example</td><td>RunPath</td></tr>
-<tr><td><a href="/img/eino/eino_adk_run_path_sub_agent.png" target="_blank"><img src="/img/eino/eino_adk_run_path_sub_agent.png" width="100%" /></a></td><td><li>Agent: [Agent]</li><li>SubAgent: [Agent, SubAgent]</li></td></tr>
-<tr><td><a href="/img/eino/eino_adk_run_path.png" target="_blank"><img src="/img/eino/eino_adk_run_path.png" width="100%" /></a></td><td><li>Agent: [Agent]</li><li>Agent（after function call）: [Agent]</li></td></tr>
+<tr><td><a href="/img/eino/eino_adk_run_path_sub_agent.png" target="_blank"><img src="/img/eino/eino_adk_run_path_sub_agent.png" width="20%" /></a></td><td><li>Agent: [Agent]</li><li>SubAgent: [Agent, SubAgent]</li></td></tr>
+<tr><td><a href="/img/eino/eino_adk_run_path.png" target="_blank"><img src="/img/eino/eino_adk_run_path.png" width="30%" /></a></td><td><li>Agent: [Agent]</li><li>Agent（after function call）: [Agent]</li></td></tr>
 <tr><td><a href="/img/eino/eino_adk_collaboration_run_path_sequential.png" target="_blank"><img src="/img/eino/eino_adk_collaboration_run_path_sequential.png" width="100%" /></a></td><td><li>Agent1: [SequentialAgent, LoopAgent, Agent1]</li><li>Agent2: [SequentialAgent, LoopAgent, Agent1, Agent2]</li><li>Agent1: [SequentialAgent, LoopAgent, Agent1, Agent2, Agent1]</li><li>Agent2: [SequentialAgent, LoopAgent, Agent1, Agent2, Agent1, Agent2]</li><li>Agent3: [SequentialAgent, LoopAgent, Agent3]</li><li>Agent4: [SequentialAgent, LoopAgent, Agent3, ParallelAgent, Agent4]</li><li>Agent5: [SequentialAgent, LoopAgent, Agent3, ParallelAgent, Agent5]</li><li>Agent6: [SequentialAgent, LoopAgent, Agent3, ParallelAgent, Agent6]</li></td></tr>
-<tr><td><a href="/img/eino/eino_adk_run_path_deterministic.png" target="_blank"><img src="/img/eino/eino_adk_run_path_deterministic.png" width="100%" /></a></td><td><li>Agent: [Agent]</li><li>SubAgent: [Agent, SubAgent]</li><li>Agent: [Agent, SubAgent, Agent]</li></td></tr>
+<tr><td><a href="/img/eino/eino_adk_run_path_deterministic.png" target="_blank"><img src="/img/eino/eino_adk_run_path_deterministic.png" width="50%" /></a></td><td><li>Agent: [Agent]</li><li>SubAgent: [Agent, SubAgent]</li><li>Agent: [Agent, SubAgent, Agent]</li></td></tr>
 </table>
 
 #### 自定义
@@ -177,7 +177,7 @@ type OnSubAgents interface {
 
 接下来以一个多功能对话 Agent 演示 Transfer 能力，目标是搭建一个可以查询天气或者与用户对话的 Agent，Agent 结构如下：
 
-<a href="/img/eino/eino_adk_collaboration_example.png" target="_blank"><img src="/img/eino/eino_adk_collaboration_example.png" width="100%" /></a>
+<a href="/img/eino/eino_adk_collaboration_example.png" target="_blank"><img src="/img/eino/eino_adk_collaboration_example.png" width="50%" /></a>
 
 三个 Agent 均使用 ChatModelAgent 实现：
 
@@ -405,7 +405,7 @@ func AgentWithDeterministicTransferTo(_ context.Context, config *DeterministicTr
 
 在 Supervisor 模式中，子 Agent 执行完毕后固定回到 Supervisor，由 Supervisor 生成下一步任务目标。此时可以使用 AgentWithDeterministicTransferTo：
 
-<a href="/img/eino/eino_adk_deterministic_transfer.png" target="_blank"><img src="/img/eino/eino_adk_deterministic_transfer.png" width="100%" /></a>
+<a href="/img/eino/eino_adk_deterministic_transfer.png" target="_blank"><img src="/img/eino/eino_adk_deterministic_transfer.png" width="70%" /></a>
 
 ```go
 // github.com/cloudwego/eino/adk/prebuilt/supervisor.go
@@ -443,7 +443,7 @@ WorkflowAgent 支持以代码中预设好的流程运行 Agents。Eino ADK 提
 
 SequentialAgent 会按照你提供的顺序，依次执行一系列 Agent：
 
-<a href="/img/eino/eino_adk_sequential_agent.png" target="_blank"><img src="/img/eino/eino_adk_sequential_agent.png" width="100%" /></a>
+<a href="/img/eino/eino_adk_sequential_agent.png" target="_blank"><img src="/img/eino/eino_adk_sequential_agent.png" width="80%" /></a>
 
 ```go
 type SequentialAgentConfig struct {
@@ -459,7 +459,7 @@ func NewSequentialAgent(ctx context.Context, config *SequentialAgentConfig) (Age
 
 LoopAgent 基于 SequentialAgent 实现，在 SequentialAgent 运行完成后，再次从头运行：
 
-<a href="/img/eino/eino_adk_loop_definition.png" target="_blank"><img src="/img/eino/eino_adk_loop_definition.png" width="100%" /></a>
+<a href="/img/eino/eino_adk_loop_definition.png" target="_blank"><img src="/img/eino/eino_adk_loop_definition.png" width="80%" /></a>
 
 ```go
 type LoopAgentConfig struct {
@@ -477,7 +477,7 @@ func NewLoopAgent(ctx context.Context, config *LoopAgentConfig) (Agent, error)
 
 ParallelAgent 会并发运行若干 Agent：
 
-<a href="/img/eino/eino_adk_parallel_agent.png" target="_blank"><img src="/img/eino/eino_adk_parallel_agent.png" width="100%" /></a>
+<a href="/img/eino/eino_adk_parallel_agent.png" target="_blank"><img src="/img/eino/eino_adk_parallel_agent.png" width="80%" /></a>
 
 ```go
 type ParallelAgentConfig struct {