All-in-one AI plugin for ai engineers
The all-in-one AI plugin for AI Engineers
One download gives your AI 17 skills, 25 prompts, 8 apps and a 12 agent team for model work, debugging, deployment and monitoring.

- 17skills
- 25prompts
- 8apps
- 12Grok bots
What's inside
Your week splits between training runs, broken pipelines, review comments and release checks. You jump between notebooks, dashboards, tickets and chat windows to find out why a model drifted or a job failed. The context you need sits in five places, and the person who owns the answer is often you.
17 skills for the job
Code debugging, error tracing, unit tests, build and release pipelines, deployment, monitoring, feature engineering advice, algorithm choice, documentation and Cloud Run setup. Each one is a plain request away.
25 prompts ready to send
Eight topics cover code drafting, debugging errors, explaining papers, data preparation, model training, deployment, monitoring and documentation. Fill in your details and send.
8 apps to build
A model training and deployment workspace, a test and monitoring workbench, a prompt lifecycle workbench, a data preparation library, an agent trace console and a code review console.
A team of 12 agents
ML Engineer, PyTorch Lightning, Python Development, Deployment Engineer, distributed training with Ray Train, data processing with Ray Data, remote GPU trainer, pipeline workflow, performance optimization, test driven development and model architecture.
Works in eight AIs
ChatGPT, Claude, Microsoft 365 Copilot, Gemini, Grok, Grok Bot, Cursor and Kimi. One download, the same skills and prompts wherever you already work.
Daily news and ideas
Members get a live connection for daily AI news for AI Engineers, one new idea each day with the prompt to do it, and automatic skill updates.
A day with your plugin
One download adds all of it to the AI you already open. Ask for a debugging pass on a stack trace, a deployment plan, or a test set for a new model. The plugin answers with the right skill, prompt or app, so you keep one thread instead of ten tabs.
- Morning
You open a failing training job. The error analysis skill reads the stack trace, points to the bad data shape, and suggests the fix before standup.
- Late morning
A model needs a release check. The model test and monitoring workbench builds a test set, runs it and keeps a record of every result.
- Afternoon
You plan a retrieval feature that answers from your documents. The ML deployment skill drafts the pipeline, the monitoring plan and the rollback steps in one pass.
- End of day
You write handover notes. The documentation skill turns your commit messages and run notes into a short README the next engineer can follow.
Install it in your AI
Choose the AI you use. No technical knowledge needed: it's a few clicks and some copy and paste.
ChatGPT
Your own GPT on chatgpt.com, plus a plugin for Codex and ChatGPT workspaces. About 5 minutes.
- Download the ChatGPT version and unzip it (double-click the file).
- Go to chatgpt.com, click GPTs in the left menu, then Create, then the Configure tab.
- Name it AI Engineer Assistant. Open
custom-gpt/instructions.txt, copy everything and paste it into Instructions. - Under Knowledge, upload all the files from the
custom-gpt/knowledgefolder. - Paste the lines from
conversation-starters.txtas conversation starters and click Create. - For the daily news, ideas and skill updates: in ChatGPT go to Settings → Apps & Connectors, add the Complete AI Training connector and sign in with your membership. The README shows each click.
Download for members
Members download the plugin for every job, with daily news, ideas and skill updates. Or buy this plugin alone for $49, once.
Claude
A Claude plugin for claude.ai, the desktop app, Cowork and Claude Code. About 2 minutes.
- Download the Claude version. Keep it zipped.
- Open Claude (claude.ai or the desktop app), click your name at the bottom left, then Settings → Capabilities.
- Click Upload plugin and choose the zip file. Turn the plugin on.
- Start a new chat and type /start. Your ai engineer assistant introduces itself.
- The first time it uses Complete AI Training, Claude asks you to connect: click Connect and sign in with your membership.
Download for members
Members download the plugin for every job, with daily news, ideas and skill updates. Or buy this plugin alone for $49, once.
Microsoft 365 Copilot
A Copilot agent: set it up yourself in Agent Builder, or give IT the ready app package. About 5 minutes.
- Download the Microsoft 365 Copilot version and unzip it.
- Open Microsoft 365 Copilot (m365.cloud.microsoft/chat) and click Create agent, then the Configure tab.
- Name it AI Engineer Assistant. Paste everything from
agent-builder/instructions.txtinto Instructions. - Under Knowledge, upload the files from
agent-builder/knowledge. Add the starter prompts and click Create. - Working in a company? The
appPackagefolder is a ready app for your IT team, with the Complete AI Training connection built in. The README has a message you can forward to them.
Download for members
Members download the plugin for every job, with daily news, ideas and skill updates. Or buy this plugin alone for $49, once.
Gemini
Skills you upload to Gemini, a ready Gem, and a Gemini CLI extension. About 2 minutes.
- Download the Gemini version and unzip it.
- Go to gemini.google.com and open Settings → Skills → Upload.
- Upload the
SKILL.mdfiles from theskillsfolder, starting with the folder whose name ends in-assistant. Gemini now uses them by itself. - Prefer a Gem? Open Gems → New Gem, paste
gem/instructions.txtand upload the files ingem/knowledge. - Using Gemini CLI?
gemini extensions installon the folder also connects Complete AI Training for the daily news, ideas and skill updates.
Download for members
Members download the plugin for every job, with daily news, ideas and skill updates. Or buy this plugin alone for $49, once.
Grok
A Grok Project with all the instructions and files. About 5 minutes.
- Download the Grok version and unzip it.
- Go to grok.com, open Projects in the left menu and click New project. Name it AI Engineer Assistant.
- Paste everything from
grok-project/instructions.txtinto the project's instructions. - Upload the files from
grok-project/knowledgeto the project. - Start your work chats inside this project. Try one of the lines in
conversation-starters.txt.
Download for members
Members download the plugin for every job, with daily news, ideas and skill updates. Or buy this plugin alone for $49, once.
Grok Bot
One message that sets up a whole team of Grok Bot agents for your job. About 5 minutes.
- Download the Grok Bot version and unzip it.
- Open Grok Bot and create a new bot. Name it AI Engineer Team Lead.
- Open
SETUP-MESSAGE.md, copy everything and paste it as your first message. - The team lead sets up its own role and walks you through adding each specialist bot, one at a time.
- Add the Complete AI Training connector in Grok Bot so your team lead gets the daily news and ideas for ai engineers.
Download for members
Members download the plugin for every job, with daily news, ideas and skill updates. Or buy this plugin alone for $49, once.
Cursor
A Cursor plugin with the skills, rules and connection, or project files. About 3 minutes.
- Download the Cursor version and unzip it.
- In Cursor, open Settings → Plugins and add the unzipped folder.
- No plugins in your Cursor? Copy
skillsto.cursor/skillsandrulesto.cursor/rulesin your project, andmcp.jsonto.cursor/mcp.json. - Open the Agent chat and ask what it can do for you as an ai engineer.
Download for members
Members download the plugin for every job, with daily news, ideas and skill updates. Or buy this plugin alone for $49, once.
Kimi
A Kimi Code plugin, and instructions with files for Kimi chat. About 3 minutes.
- Download the Kimi version and unzip it.
- Kimi chat (kimi.com or the app): start a new chat, paste
kimi-chat/instructions.txtand attach the files inkimi-chat/files. - Keep using that chat for your work: Kimi now acts as your ai engineer assistant.
- Kimi Code: type
/plugins installwith the folder, then/reload. It connects Complete AI Training too.
Download for members
Members download the plugin for every job, with daily news, ideas and skill updates. Or buy this plugin alone for $49, once.
Everything in the plugin
Your AI picks the right part by itself. You can also ask for one by name.
Skills for ai engineers 17
- code debugging assistantTraces a failing pytest run to the bad import and returns a fixed file plus a regression test.
- agency engineering ai engineerTakes a churn model from notebook to a served endpoint with data pipeline and integration steps listed.
- senior ml engineerPlans a RAG service with chunking, vector store, evaluation, drift alerts and rollback for your docs.
- documentationTurns your inference API into a README and endpoint reference with request examples and error codes.
- feature engineering advisorFixes a skewed price column with log transform, imputation and encoding before you retrain the model.
- ml algorithm selection assistantCompares gradient boosting and logistic regression on your 40k row churn set, with metrics and tuning plan.
Show all 14 skills
- ci cd pipeline assistantWrites a GitHub Actions workflow that tests, builds the image and deploys with a rollback step.
- error debugging error analysisReads production incident logs, isolates the failing service and proposes the fix plus an alert.
- unit testing test generateGenerates pytest cases for your parser, covering empty input, bad encoding and very long records.
- test engineerRuns your test suite, reports exact pass and fail counts with coverage gaps to close.
- deployment engineerSets up GitOps deploys with Argo CD, environment promotion and a tested rollback path.
- error diagnostics error traceAdds structured logging and alert rules so a failed job pages you before users notice.
- system monitoring assistantReviews GPU and API metrics, flags a memory leak and suggests the threshold for an alert.
- cloud run basicsDeploys your inference container to Cloud Run and splits traffic 90/10 for a canary.
Plus a start-here assistant, the prompt library and the app builder, and for members the daily brief.
Ready-made prompts 25
- Code Drafting Basics3 prompts, like Generate ML Boilerplate Code
- Debugging and Errors3 prompts, like Error Message Explanation and Resolution
- Explaining Concepts and Papers3 prompts, like Summarize a Research Paper
- Data Preparation and Exploration4 prompts, like Plan Dataset Cleaning Steps
- Model Training and Tuning3 prompts, like Design Training Loop Components
- Deployment and Production3 prompts, like Draft Docker and API Serving Code
- Monitoring and Optimization3 prompts, like Set Up Production Model Monitoring Metrics
Show all 8 topics
- Documentation and Collaboration3 prompts
Apps you can build with AI 8
- Managed model training and deployment workspaceKeeps training runs, artifacts and deploys in one place so your team stops hand-copying models between tools. Demo included.
- AI model test and monitoring workbenchGives you one defensible record of model tests and live metrics before each release. Demo included.
- Prompt lifecycle testing and deployment workbenchTracks every prompt version and test result so a prompt change does not quietly break production. Demo included.
- Raw-source data preparation and stewardship libraryCuts repeated data cleaning by keeping source rights, review notes and prepared sets in one library. Demo included.
- Production agent trace and evaluation consoleShows where your agent failed in production and scores quality drift without shipping traces to a third party. Demo included.
- Source-linked multi-model text and code workbenchRuns generation, coding and analysis across models in one console with outputs linked to their sources. Demo included.
- Source-linked code review and debugging consoleShortens review cycles while keeping a named engineer's approval on every merged change. Demo included.
- Source-linked language model workbenchKeeps prompts, context and data in one owned place instead of scattered across vendor tools. Demo included.
Your Grok Bot team 12
- Ml EngineerBuild and maintain production ML systems with PyTorch, TensorFlow, and modern MLOps practices.
- Pytorch LightningOrganize PyTorch code into LightningModules and configure Trainers for scalable neural network training.
- Python DevelopmentScaffold production-ready Python projects with modern tooling and type hints.
- Deployment EngineerDesigns and optimizes CI/CD pipelines for faster, safer deployments with automated rollbacks and monitoring, including GitOps and progressive delivery
- Distributed Training Ray TrainScales PyTorch, TensorFlow, and HuggingFace training from one GPU to thousands of nodes across a cluster.
- Data Processing Ray DataProcess large ML datasets with Ray Data across CPU/GPU clusters.
- Remote Gpu TrainerDeploy, monitor, and debug long GPU jobs on rented instances with safe teardown and resumable checkpoints.
- Ml Pipeline WorkflowEnd-to-end MLOps pipeline orchestration from data prep to model deployment and monitoring.
- Machine Learning EngineerDeploy and optimize ML models for production inference at scale.
- Python Performance OptimizationProfile and optimize Python code for speed and memory efficiency.
- Test Driven DevelopmentEnforce the TDD cycle: write failing test first, minimal code to pass, verify both steps.
- Model Architecture TorchtitanPretrains large language models at scale using PyTorch-native torchtitan with 4D parallelism.
Get the plugin
Two ways to get it. Most people choose the membership: it includes every plugin and keeps them up to date.
Recommended
Membership
$9 a month, billed yearly
- The plugin for ai engineers, and for 500 other jobs
- Daily AI news and a new idea every day, inside your AI
- Skills update by themselves
- 900+ video courses and certificates
- Download up to 2 plugins a day
This plugin only
Standalone plugin
$49 once
- The plugin for ai engineers, for all eight AIs
- All 17 skills, 25 prompts and 8 apps
- Yours to keep, no subscription
- No daily news, ideas or skill updates
Secure payment by Stripe. Bought it already? Use the link in your email.
Questions
What is a plugin, and can I install it without technical skills?
A plugin is a set of instructions and files that your AI reads. You download it once and add it to your AI account. No coding, no server, no setup steps beyond a normal app install.
Which AI apps does it work with?
ChatGPT, Claude, Microsoft 365 Copilot, Gemini, Grok, Grok Bot, Cursor and Kimi. You use the same skills, prompts and apps in whichever one you already have open.
What is the difference between the member download and the $49 one-time plugin?
The $49 one-time plugin gives you the skills, prompts, apps and agent team. Members also get the daily AI news for AI Engineers, a new idea every day with its prompt, and automatic skill updates.
Is my data safe?
The plugin is instructions and files. Your chats and code stay with the AI provider you use, under that provider's privacy terms. The plugin does not send your data anywhere else.
How many downloads can I get?
You can download two plugins a day. That covers this plugin and one more for another part of your work, or a second copy for a teammate.
Learn to use AI as an ai engineer
The plugin does the work; the learning path shows you how to get the most out of it, step by step.
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