Machine learning

容器安全深度攻防测试专业技能（v3.0高级版）：Docker/K8s全攻击面覆盖、2025-2026最新容器逃逸CVE深度利用（runc/containerd/kernel面）、K8s完整攻击链（API Server未授权→RBAC提权→kubelet…

移动应用安全深度测试专业技能（v3.0）：移动端深层攻击链（App→API→后端→云）、Android/iOS深度逆向与动态调试、Frida全面对抗与加固脱壳、iOS越狱检测绕过/ObjC Runtime/LLDB调试/证书固定绕过、跨平台框架漏洞（Flutter/React…

Use Langfuse for LLM observability and evaluation and look up Langfuse documentation.

云安全深度攻防与审计专业技能（v3.0）：AWS/Azure/GCP/阿里云全平台配置审计与云上渗透、IAM深度攻击（策略混淆代理/OIDC信任滥用/sts:AssumeRoot/21种提权路径）、云原生完整攻击链（元数据→IAM横向→数据泄露→权限提升）、容器与K8s逃逸、Serverless/Lambda注入、托…

内网渗透测试深度专业技能：本地信息收集与凭证窃取(mimikatz/LSASS/ntds.dit)、内网探测与隐藏隧道(frp/Chisel/DNS/ICMP)、Windows/Linux提权、横向移动矩阵(IPC/WMI/DCOM/PSEXEC)、AD域渗透与域控接管(Zerologon/Kerberoast/AD…

安全代码审计深度专业技能 v3.0：攻击面驱动的审计优先级方法论（入口点→数据流→敏感操作）、多语言漏洞模式识别（Java/Python/Go/Node.js/PHP/C#）、数据流与污点分析、认证授权审计、业务逻辑审计、供应链代码审计（依赖投毒/后门植入/恶意包）、反混淆与对抗审计、AI…

安全自动化顶级专业技能：DevSecOps全流程集成、CI/CD安全管道、SAST/DAST/SCA/容器/IaC自动化扫描编排、安全工具链集成实战、攻防双视角自动化（红队打点/蓝队检测响应）、SOAR深度编排、Agentic AI安全自动化（LLM…

Spring Framework漏洞深度利用专业技能：全年代CVE时间线（2016-2026）、Spring Boot Actuator深度利用与heapdump凭据链、SpEL注入全家族、Spring4Shell数据绑定RCE、Spring…

Structured pipeline for writing ML and AI research papers — from literature review to LaTeX submission

Pipeline for ML/AI research papers — lit review to LaTeX submission

Generate images using Stable Diffusion via HuggingFace Diffusers library locally or via API

Generate images via Stable Diffusion (HuggingFace Diffusers, local/API)

Curated trending across GitHub repos and the Hugging Face Hub (models, datasets, spaces) - filtered, clustered, and labeled by momentum with a one-line…

Turns a natural-language description of routing intent into a valid Lemonade `collection.router` policy JSON.

Serves an LLM on a supported AMD EPYC server CPU using vLLM with zentorch, in Docker, Podman, or conda.

Local document and PDF parsing that returns spatial text with bounding boxes.

Stands up an Apigee API proxy that a Google Cloud Agent Gateway calls as an ext-proc (Service Extension) callout on an agent's LLM traffic, to meter token…

Implement, configure, and secure Sign In With Google (SiwG) using Google Identity Services (GIS / `https://accounts.google.com/gsi/client`) across web…

Integrates local AI capabilities into applications using Embeddable Lemonade.

Diagnoses why ROCm, the HIP SDK, PyTorch, or llama.cpp is broken on an AMD GPU on Linux, Windows, or WSL2, then applies a low-risk fix with consent or hands…

Quick single-paper lookup via AlphaXiv LLM-optimized summaries with tiered source fallback.

Autonomous research review loop using any OpenAI-compatible LLM API.

Runs LLM inference on CPU, Apple Silicon, and consumer GPUs without NVIDIA hardware.

Fast structured generation and serving for LLMs with RadixAttention prefix caching.