Machine learning

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…

安全事件响应深度专业技能（v3.0高级版）：NIST 800-61r3六阶段响应框架、攻防视角入侵链还原与MITRE ATT&CK映射、Volatility 3/KAPE内存与主机取证深度、无文件攻击追查、云与容器(K8s)事件响应专项、勒索软件专项响应流程、假设驱动威胁猎捕、AI辅助应急响应(LLM日志分析/事件聚…

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…

安全意识培训深度专业技能（v3.0高级版）：AI时代社工威胁升级、深度伪造语音/视频钓鱼、AI生成个性化钓鱼、Evilginx2全链路仿真演练、防御方角色化培训体系、Kirkpatrick四层量化效果评估、AI大模型结合（LLM生成教材/演练内容/数据分析/大模型使用安全规范）、新威胁面培训（提示注入/Deepfak…

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)

Humanize LLM output so it reads like a careful human wrote it.

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

When the user wants to optimize content for AI search engines, get cited by LLMs, or appear in AI-generated answers.

Delegate coding to OpenCode CLI (multi-LLM open-source coding agent)

Build and maintain a persistent markdown wiki from raw sources using incremental ingest, indexed pages, and append-only logging.

Humanize natural-language memory files (CLAUDE.md, todos, preferences, docs) by removing AI-isms and adding burstiness while preserving every code block, URL…

Draft matter status reports from emails, call notes, and updates.

Core ML, Create ML, Vision framework, Natural Language framework, on-device ML integration.

SwiftUI framework skills — data flow (identity, Observation, state ownership), layout & containers (Layout protocol, lazy-stack performance), AlarmKit, 3D…

Offensive testing of perimeter network appliances and VPN crypto — IKE/IPsec (aggressive-mode, transform/DH enum, NAT-T), Check Point SIC/OPSEC, safe…

Continue KERMT pretraining on a custom SMILES corpus with a grover_base, cmim, or hybrid checkpoint.

Extract per-molecule embeddings from any encoder-bearing KERMT checkpoint.

Finetune a pretrained KERMT encoder on a labeled CSV.