撰写时间：2026 年 3 月 | 读者在引用本文结论时，请对照自身所处时间点，校准预测的时效性。
在大语言模型（LLM）驱动的 Agent 系统中，工具（Tool）与技能（Skill）的设计核心在于对冲 LLM 的架构缺陷与概率不确定性。将一个功能封装为 Tool 的判定标尺是：该任务 LLM 理论上能做，但大规模场景下极易出错、消耗极大算力（Token），或缺乏与外部真实世界的连接。
本文提出 SAGE 模型，将 Agent 的工具箱从通用软件工程与任务执行的视角划分为四个象限——Solve（求解）、Anchor（锚定）、Gate（门控）、Expert（专鉴），并对每个象限给出短期（1 年内）、中期（2–3 年）和长期（5 年以上）的演进预测。
| network: | |
| openunison_host: "k8sou.apps.212.2.242.251.nip.io" | |
| dashboard_host: "k8sdb.apps.212.2.242.251.nip.io" | |
| api_server_host: "k8sapi.apps.212.2.242.251.nip.io" | |
| session_inactivity_timeout_seconds: 900 | |
| k8s_url: https://0.0.0.0:6443 | |
| force_redirect_to_tls: true | |
| createIngressCertificate: true | |
| ingress_type: nginx | |
| ingress_annotations: |
I have created a local Kubernetes cluster with kind. Following are changes you need to get metric-server running on Kind.
Deploy latest metric-server release.
kubectl apply -f https://github.com/kubernetes-sigs/metrics-server/releases/download/v0.5.0/components.yamlWithin existing arguments to metric-server container, you need to add argument --kubelet-insecure-tls.
| wget http://archive.ubuntu.com/ubuntu/pool/universe/p/polipo/polipo_1.1.1-8_amd64.deb | |
| sudo dpkg -i polipo_1.1.1-8_amd64.deb |
| 1. list all remote tags | |
| git ls-remote --tags | |
| 2. delete local tag | |
| git tag -d v1.0.1 | |
| 3. push tag deletion to remote | |
| git push origin :refs/tags/v1.0.1 | |
| 4. tag local branch again |
| <?xml version="1.0" encoding="utf-8"?> | |
| <unattend xmlns="urn:schemas-microsoft-com:unattend"> | |
| <settings pass="windowsPE"> | |
| <component name="Microsoft-Windows-International-Core-WinPE" processorArchitecture="amd64" publicKeyToken="31bf3856ad364e35" language="neutral" versionScope="nonSxS" xmlns:wcm="http://schemas.microsoft.com/WMIConfig/2002/State" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"> | |
| <SetupUILanguage> | |
| <UILanguage>en-US</UILanguage> | |
| </SetupUILanguage> | |
| <InputLocale>0409:00000409</InputLocale> | |
| <SystemLocale>en-US</SystemLocale> | |
| <UILanguage>en-US</UILanguage> |
| -(void) addAppAsLoginItem { | |
| if ([self wasAppAddedAsLoginItem]) return; | |
| NSString * appPath = [[NSBundle mainBundle] bundlePath]; | |
| // This will retrieve the path for the application | |
| // For example, /Applications/test.app | |
| CFURLRef url = (__bridge CFURLRef)[NSURL fileURLWithPath:appPath]; | |
| // Create a reference to the shared file list. |
| FROM python:3 as build-system | |
| RUN pip install -U pip | |
| COPY requirements.txt requirements.txt | |
| ### create temporary image used to download and vendor packages using private key ### | |
| FROM build-system as intermediate | |
| # add credentials on build |
| apiVersion: v1 | |
| kind: ReplicationController | |
| metadata: | |
| name: kube-registry-v0 | |
| namespace: kube-system | |
| labels: | |
| k8s-app: kube-registry | |
| version: v0 | |
| spec: | |
| replicas: 1 |
Just run this from your Mac terminal and it'll drop you in a container with full permissions on the Docker VM. This also works for Docker for Windows for getting in Moby Linux VM (doesn't work for Windows Containers).
docker run -it --rm --privileged --pid=host justincormack/nsenter1
more info: https://github.com/justincormack/nsenter1